From 0b987525e3868b18a7102a435eb1aec7ce527430 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Wed, 15 Jul 2026 18:03:38 +0200
Subject: [PATCH 001/100] speed-up piptree traversal by memoizing marker
 evaluation

Marker() re-parses the marker string on every construction, and the
same markers were evaluated repeatedly across the recursive tree walk.
Since the environment is fixed per PipData instance, results only
depend on (marker string, extra): cache them in a dict.

Full-scale "wppm -p .[.] -l9" goes from ~15s to ~3s, output identical.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/piptree.py | 19 ++++++++++++++-----
 1 file changed, 14 insertions(+), 5 deletions(-)

diff --git a/wppm/piptree.py b/wppm/piptree.py
index e7f2c5f0..ee94b1d9 100644
--- a/wppm/piptree.py
+++ b/wppm/piptree.py
@@ -42,6 +42,7 @@ def __init__(self, target: Optional[str] = None, wheelhouse = None):
         self.distro: Dict[str, Dict] = {}
         self.raw: Dict[str, Dict] = {}
         self.environment = self._get_environment()
+        self._marker_evals: Dict[Tuple[str, str], bool] = {}
         try:
             packages = self._get_packages(target or sys.executable, wheelhouse)
             self._process_packages(packages)
@@ -160,6 +161,15 @@ def _populate_reverse_dependencies(self) -> None:
                             self.distro[target_key]["provided"][req["req_marker"].split('extra == ')[1].translate(remove_list)] = None
                     self.distro[target_key]["reverse_dependencies"].append(rev_dep)
 
+    def _marker_true(self, marker: str, extra: str) -> bool:
+        """Evaluate a requirement marker for a given extra, memoized (environment is fixed per instance)."""
+        key = (marker, extra)
+        result = self._marker_evals.get(key)
+        if result is None:
+            result = Marker(marker).evaluate(environment={"extra": extra, **self.environment})
+            self._marker_evals[key] = result
+        return result
+
     def _get_dependency_tree(self, package_name: str, extra: str = "", version_req: str = "", depth: int = 20, path: Optional[List[str]] = None, verbose: bool = False, upward: bool = False, ppend: str="") -> List[List[str]]:
         """Recursive function to build dependency tree."""
         path = path or []
@@ -176,7 +186,6 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
         pkg_data = self.distro[pkg_key]
         if pkg_data and len(path) <= depth:
             for extra in extras:
-                environment = {"extra": extra, **self.environment}
                 summary = f'  {pkg_data["summary"]}' if verbose else ''
                 base_name = f'{package_name}[{extra}]' if extra else package_name
                 ret = [f'{base_name}=={pkg_data["version"]} {version_req}{summary}']
@@ -196,10 +205,10 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
                                 if (not dependency.get("req_marker") and extra == "") or \
                                    ("req_marker" in dependency and extra == up_req and \
                                     dependency["req_key"] != pkg_key and \
-                                    Marker(dependency["req_marker"]).evaluate(environment=environment)) or \
+                                    self._marker_true(dependency["req_marker"], extra)) or \
                                    ("req_marker" in dependency and extra != "" and \
                                     extra + ',' in dependency["req_extra"] + ',' and \
-                                    Marker(dependency["req_marker"]).evaluate(environment=environment | {"extra": up_req})):
+                                    self._marker_true(dependency["req_marker"], up_req)):
                                     # IA risk error: # dask[array] go upwards as dask[dataframe], so {"extra": up_req} , not {"extra": extra}
                                     #tag upward limiting dependancies
                                     wall = " " if dependency["req_version"][:1] == "~" or dependency["req_version"].startswith("==") or "<" in dependency["req_version"] else ""
@@ -216,7 +225,7 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
                                             verbose=verbose,
                                             upward=upward,
                                         )
-                        elif not dependency.get("req_marker") or Marker(dependency["req_marker"]).evaluate(environment=environment):
+                        elif not dependency.get("req_marker") or self._marker_true(dependency["req_marker"], extra):
                             #tag downward missing dependancies
                             wall = ""
                             if ppend=="" or wall==" ":
@@ -229,7 +238,7 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
                                     verbose=verbose,
                                     upward=upward,
                                 )
-                    elif not upward and (not dependency.get("req_marker") or Marker(dependency["req_marker"]).evaluate(environment=environment)):
+                    elif not upward and (not dependency.get("req_marker") or self._marker_true(dependency["req_marker"], extra)):
                         # not there but was required
                         wall_hit += " "
                         ret += [[f'{dependency["req_key"]}==? {dependency["req_version"]}']]

From 8c7308436ad1d62736e5f72c30242804daf9d595 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Wed, 15 Jul 2026 18:35:28 +0200
Subject: [PATCH 002/100] bump wppm version to 17.6.20260715

---
 wppm/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/wppm/__init__.py b/wppm/__init__.py
index ada832ce..f61b48f9 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -28,6 +28,6 @@
 OTHER DEALINGS IN THE SOFTWARE.
 """
 
-__version__ = '17.6.20260621'
+__version__ = '17.6.20260715'
 __license__ = __doc__
 __project_url__ = 'http://winpython.github.io/'

From 902ea373be01ce7bdfae57a935fbf7e945316dad Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Wed, 15 Jul 2026 19:01:16 +0200
Subject: [PATCH 003/100] use PyPI trusted publishing (OIDC) instead of API
 token for wppm prod publish

---
 .github/workflows/build_wppm_prod_publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build_wppm_prod_publish.yml b/.github/workflows/build_wppm_prod_publish.yml
index 2417a68b..bae270ca 100644
--- a/.github/workflows/build_wppm_prod_publish.yml
+++ b/.github/workflows/build_wppm_prod_publish.yml
@@ -76,6 +76,7 @@ jobs:
     name: Upload to PyPI (prod)
     needs: [build_wheels]
     runs-on: ubuntu-24.04
+    environment: pypi  # must match the environment declared in the PyPI trusted publisher
     permissions:
       # This permission is required for pypi's "trusted publisher" feature
       id-token: write
@@ -88,6 +89,5 @@ jobs:
 
       - uses: pypa/gh-action-pypi-publish@release/v1
         with:
-          password: ${{ secrets.PYPI_API_TOKEN }}
           skip-existing: true
           verbose: true  # Enable verbose output

From 66a6633a48c4ba66b1312772eadca37b033c06a3 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Wed, 15 Jul 2026 19:23:13 +0200
Subject: [PATCH 004/100] give wppm its own PyPI description and add Issues
 link

---
 README_PYPI.md | 73 ++++++++++++++++++++++++++++++++++++++++++++++++++
 pyproject.toml |  3 ++-
 2 files changed, 75 insertions(+), 1 deletion(-)
 create mode 100644 README_PYPI.md

diff --git a/README_PYPI.md b/README_PYPI.md
new file mode 100644
index 00000000..3d80ad8b
--- /dev/null
+++ b/README_PYPI.md
@@ -0,0 +1,73 @@
+# wppm — WinPython Package Manager
+
+`wppm` is the package manager companion of [WinPython](https://winpython.github.io/), the portable
+Python distribution for Windows. It works on any Python environment, WinPython or not.
+
+It complements `pip` (which remains the recommended way to add or remove packages) with:
+
+- **dependency tree navigation**: see what a package requires (`-p`), or which installed
+  packages require it (`-r`), across any number of levels — including `[extra]` variants,
+- **wheelhouse installs**: install a set of wheels from a local directory or a `pylock.toml` file,
+- **WinPython housekeeping**: register/unregister a WinPython distribution in Windows,
+  make it movable, list or summarize installed packages.
+
+## Examples
+
+Which installed packages depend on `pytest`, and which pin it hard (`!`):
+
+```console
+wppm -r pytest![test]
+```
+
+The full constraint web of your environment — every package, every extra, nine levels deep:
+
+```console
+wppm -p .[.] -l9
+```
+
+What `pandas` pulls in, one level:
+
+```console
+wppm -p pandas -l1
+```
+
+## Command line
+
+```text
+usage: wppm [-h] [-v] [--register] [--unregister] [--fix] [--movable]
+            [-ws WHEELSOURCE] [-wd WHEELDRAIN] [-ls] [-lsa] [-md] [-p] [-r]
+            [-l LEVELS] [-t TARGET] [-i] [-u]
+            [package(s) or lockfile ...]
+
+WinPython Package Manager: handle a WinPython Distribution and its packages
+
+positional arguments:
+  package(s) or lockfile
+                        optional package names, wheels, or lockfile
+
+options:
+  -h, --help            show this help message and exit
+  -v, --verbose         show more details on packages and actions
+  --register            Register WinPython: associate file extensions, icons and context menu with this WinPython
+  --unregister          Unregister WinPython: de-associate file extensions, icons and context menu from this WinPython
+  --fix                 make WinPython fix
+  --movable             make WinPython movable
+  -ws WHEELSOURCE       wheels location, ('.' = WheelHouse): wppm pylock.toml -ws source_of_wheels, wppm -ls -ws .
+  -wd WHEELDRAIN        wheels destination: wppm pylock.toml -wd destination_of_wheels
+  -ls, --list           list installed packages matching [optional] expression: wppm -ls, wppm -ls pand
+  -lsa                  list details of packages matching [optional] expression: wppm -lsa pandas -l1
+  -md                   markdown summary of the installation
+  -p                    show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]
+  -r                    show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]
+  -l LEVELS             show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1
+  -t TARGET             path to target Python distribution (default: current environment)
+  -i, --install         install a given package wheel or pylock file (use pip for more features)
+  -u, --uninstall       uninstall package (use pip for more features)
+```
+
+## Links
+
+- WinPython distribution: <https://winpython.github.io/>
+- Source code: <https://github.com/winpython/winpython>
+- Issues and feature requests: <https://github.com/winpython/winpython/issues>
+- Discussions: <https://github.com/winpython/winpython/discussions>
diff --git a/pyproject.toml b/pyproject.toml
index cfae051f..be1e4c6c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,7 +12,7 @@ dependencies = [
     "packaging",
 ]
 requires-python = ">=3.10"
-readme = "README.rst"
+readme = "README_PYPI.md"
 license = {file = "LICENSE"}
 classifiers=[
     'License :: OSI Approved :: MIT License',
@@ -33,6 +33,7 @@ keywords = ["Portable","Windows"]
 [project.urls]
 Documentation = "https://winpython.github.io/"
 Source = "https://github.com/winpython/winpython"
+Issues = "https://github.com/winpython/winpython/issues"
 
 [project.scripts]
 wppm = "wppm.wppm:main"

From 0776758b35b91d494a77f1ea7dc36426f56e8f70 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Wed, 15 Jul 2026 19:36:19 +0200
Subject: [PATCH 005/100] report each dependency cycle only once, without the
 path leading to it

One real cycle (e.g. panel -> panel-material-ui -> panel) was warned
about from every root package whose tree reaches it, flooding the
output of "wppm -r .[.] -l9". Normalize the cycle (rotation-invariant)
and remember reported ones, so each loop is warned about exactly once,
showing only the cycle members.

Also bump wppm version to 17.7.20260715.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/__init__.py |  2 +-
 wppm/piptree.py  | 10 +++++++++-
 2 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/wppm/__init__.py b/wppm/__init__.py
index f61b48f9..59613829 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -28,6 +28,6 @@
 OTHER DEALINGS IN THE SOFTWARE.
 """
 
-__version__ = '17.6.20260715'
+__version__ = '17.7.20260715'
 __license__ = __doc__
 __project_url__ = 'http://winpython.github.io/'
diff --git a/wppm/piptree.py b/wppm/piptree.py
index ee94b1d9..c733bcff 100644
--- a/wppm/piptree.py
+++ b/wppm/piptree.py
@@ -43,6 +43,7 @@ def __init__(self, target: Optional[str] = None, wheelhouse = None):
         self.raw: Dict[str, Dict] = {}
         self.environment = self._get_environment()
         self._marker_evals: Dict[Tuple[str, str], bool] = {}
+        self._reported_cycles: set = set()
         try:
             packages = self._get_packages(target or sys.executable, wheelhouse)
             self._process_packages(packages)
@@ -180,7 +181,14 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
 
         full_name = f"{package_name}[{extra}]" if extra else package_name
         if full_name in path:
-            logger.warning(f"Cycle detected: {' -> '.join(path + [full_name])}")
+            # report only the cycle itself (not the path leading to it), and only once:
+            # the same loop reached from other roots or entered at another point is not news
+            cycle = path[path.index(full_name):]
+            rotation = cycle.index(min(cycle))
+            canonical = tuple(cycle[rotation:] + cycle[:rotation])
+            if canonical not in self._reported_cycles:
+                self._reported_cycles.add(canonical)
+                logger.warning(f"Cycle detected: {' -> '.join(cycle + [full_name])}")
             return []
 
         pkg_data = self.distro[pkg_key]

From 8a5b811689debe672918147fe05c29c60116bf67 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 16 Jul 2026 10:08:13 +0200
Subject: [PATCH 006/100] fix wppm -p pkg[.] showing only the last extra, and
 make -p -l0 a true one-liner

- down(): the results accumulation had moved outside the per-extra loop,
  so only the alphabetically last extra was displayed
- wppm -p -l0 now means depth 0 like wppm -r -l0 (was silently depth 2)
- missing-dependency '==?' lines now respect the requested depth
- bump wppm version to 17.7.20260716

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/__init__.py | 2 +-
 wppm/piptree.py  | 5 +++--
 wppm/wppm.py     | 2 +-
 3 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/wppm/__init__.py b/wppm/__init__.py
index 59613829..e19d0c35 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -28,6 +28,6 @@
 OTHER DEALINGS IN THE SOFTWARE.
 """
 
-__version__ = '17.7.20260715'
+__version__ = '17.7.20260716'
 __license__ = __doc__
 __project_url__ = 'http://winpython.github.io/'
diff --git a/wppm/piptree.py b/wppm/piptree.py
index c733bcff..5bea6b8f 100644
--- a/wppm/piptree.py
+++ b/wppm/piptree.py
@@ -246,7 +246,7 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
                                     verbose=verbose,
                                     upward=upward,
                                 )
-                    elif not upward and (not dependency.get("req_marker") or self._marker_true(dependency["req_marker"], extra)):
+                    elif not upward and len(path) < depth and (not dependency.get("req_marker") or self._marker_true(dependency["req_marker"], extra)):
                         # not there but was required
                         wall_hit += " "
                         ret += [[f'{dependency["req_key"]}==? {dependency["req_version"]}']]
@@ -269,9 +269,10 @@ def down(self, ppw: str = "", extra: str = "", depth: int = 20, indent: int = 4,
             if extra == ".":
                 for one_extra in sorted(self.distro[p]["provides"]):
                     a =  self._get_dependency_tree(p, one_extra, version_req, depth, verbose=verbose, ppend=ppend)
+                    results += a if (len(a[0])>1 or ppend=="") else []
             else:
                 a = self._get_dependency_tree(p, extra, version_req, depth, verbose=verbose, ppend=ppend)
-            results += a if (len(a[0])>1 or ppend=="") else []    
+                results += a if (len(a[0])>1 or ppend=="") else []
         rawtext = json.dumps(results, indent=indent)
         lines = [l[2*indent:] for l in rawtext.split("\n") if len(l.strip()) > 2]
         return "\n".join(lines).replace('"', "")
diff --git a/wppm/wppm.py b/wppm/wppm.py
index 3f8b9bfa..92e2a742 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -298,7 +298,7 @@ def main(test=False):
         pip = piptree.PipData(targetpython, args.wheelsource)
         for args_fname in args.fname:
             pack, extra, *other = (args_fname + "[").replace("]", "[").split("[")
-            print(pip.down(pack, extra, args.levels if args.levels>0 else 2, verbose=args.verbose))
+            print(pip.down(pack, extra, args.levels if args.levels>=0 else 2, verbose=args.verbose))
         sys.exit()
     elif args.pipup:
         pip = piptree.PipData(targetpython, args.wheelsource)

From d70d8c1caedf35a000edf2516216278184b96598 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 18 Jul 2026 15:52:06 +0200
Subject: [PATCH 007/100] piptree: build the tree as structured nodes and add
 --json output

_get_dependency_tree now returns node dicts (package, extra, version,
installed, constraint, requires, depends) instead of pre-formatted
strings; the indented text display becomes one rendering of that
structure, byte-identical to before (checked over 20 -p/-r/!/[.]
scenarios). wppm -p/-r accept --json to emit the raw tree.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/piptree.py | 95 ++++++++++++++++++++++++++++++++++---------------
 wppm/wppm.py    |  5 +--
 2 files changed, 70 insertions(+), 30 deletions(-)

diff --git a/wppm/piptree.py b/wppm/piptree.py
index 5bea6b8f..674cfd20 100644
--- a/wppm/piptree.py
+++ b/wppm/piptree.py
@@ -171,8 +171,8 @@ def _marker_true(self, marker: str, extra: str) -> bool:
             self._marker_evals[key] = result
         return result
 
-    def _get_dependency_tree(self, package_name: str, extra: str = "", version_req: str = "", depth: int = 20, path: Optional[List[str]] = None, verbose: bool = False, upward: bool = False, ppend: str="") -> List[List[str]]:
-        """Recursive function to build dependency tree."""
+    def _get_dependency_tree(self, package_name: str, extra: str = "", version_req: Union[str, Dict] = "", depth: int = 20, path: Optional[List[str]] = None, verbose: bool = False, upward: bool = False, ppend: str="") -> List[Dict]:
+        """Recursive function to build dependency tree as a list of node dicts, one per requested extra."""
         path = path or []
         extras = extra.split(",")
         pkg_key = self.normalize(package_name)
@@ -194,9 +194,23 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
         pkg_data = self.distro[pkg_key]
         if pkg_data and len(path) <= depth:
             for extra in extras:
-                summary = f'  {pkg_data["summary"]}' if verbose else ''
                 base_name = f'{package_name}[{extra}]' if extra else package_name
-                ret = [f'{base_name}=={pkg_data["version"]} {version_req}{summary}']
+                node = {
+                    "package": package_name,
+                    "extra": extra,
+                    "version": pkg_data["version"],
+                    "installed": True,
+                    "constraint": version_req,
+                    "depends": [],
+                }
+                if isinstance(version_req, dict):
+                    # upward annotation: which requirement of the package below brought us here
+                    node["requires"] = version_req
+                    node["constraint"] = (f'[requires: {version_req["package"]}'
+                        + (f'[{version_req["extra"]}]' if version_req["extra"] != "" else "")
+                        + f'{version_req["spec"]}]')
+                if verbose:
+                    node["summary"] = pkg_data["summary"]
 
                 dependencies = pkg_data["requires_dist"] if not upward else pkg_data["reverse_dependencies"]
 
@@ -222,12 +236,10 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
                                     wall = " " if dependency["req_version"][:1] == "~" or dependency["req_version"].startswith("==") or "<" in dependency["req_version"] else ""
                                     wall_hit += wall
                                     if ppend=="" or wall==" ":
-                                        ret += self._get_dependency_tree(
+                                        node["depends"] += self._get_dependency_tree(
                                             dependency["req_key"],
                                             up_req,
-                                            f"[requires: {package_name}"
-                                            + (f"[{dependency['req_extra']}]" if dependency["req_extra"] != "" else "")
-                                            + f'{dependency["req_version"]}]',
+                                            {"package": package_name, "extra": dependency["req_extra"], "spec": dependency["req_version"]},
                                             depth,
                                             next_path,
                                             verbose=verbose,
@@ -237,7 +249,7 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
                             #tag downward missing dependancies
                             wall = ""
                             if ppend=="" or wall==" ":
-                                ret += self._get_dependency_tree(
+                                node["depends"] += self._get_dependency_tree(
                                     dependency["req_key"],
                                     dependency["req_extra"],
                                     dependency["req_version"],
@@ -249,16 +261,48 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
                     elif not upward and len(path) < depth and (not dependency.get("req_marker") or self._marker_true(dependency["req_marker"], extra)):
                         # not there but was required
                         wall_hit += " "
-                        ret += [[f'{dependency["req_key"]}==? {dependency["req_version"]}']]
+                        node["depends"].append({
+                            "package": dependency["req_key"],
+                            "extra": dependency["req_extra"],
+                            "version": None,
+                            "installed": False,
+                            "constraint": dependency["req_version"],
+                            "depends": [],
+                        })
 
-                ret_all.append(ret)
+                ret_all.append(node)
         if ppend=="" or wall_hit != "":
             return ret_all
         else:
-            return [""]
+            return []
+
+    def _node_text(self, node: Dict) -> str:
+        """Render a tree node dict as its one-line text form."""
+        if not node["installed"]:
+            return f'{node["package"]}==? {node["constraint"]}'
+        summary = f'  {node["summary"]}' if "summary" in node else ''
+        base_name = f'{node["package"]}[{node["extra"]}]' if node["extra"] else node["package"]
+        return f'{base_name}=={node["version"]} {node["constraint"]}{summary}'
 
-    def down(self, ppw: str = "", extra: str = "", depth: int = 20, indent: int = 4, version_req: str = "", verbose: bool = False) -> str:
-        """Generate downward dependency tree as formatted string."""
+    def _node_lines(self, node: Dict) -> List:
+        """Convert a tree node dict to nested lists of text lines, for indented display."""
+        ret = [self._node_text(node)]
+        for child in node["depends"]:
+            ret.append(self._node_lines(child))
+        return ret
+
+    def _format_tree(self, results: List[Dict], indent: int, format: str, updown: str = "down") -> str:
+        """Render collected tree node dicts as indented text or JSON."""
+        if format == "json":
+            return json.dumps(results, indent=indent)
+        rawtext = json.dumps([self._node_lines(node) for node in results], indent=indent)
+        lines = [l[2*indent:] for l in rawtext.split("\n") if len(l.strip()) > 2]
+        if updown == "up":
+            return "\n".join(filter(None, lines)).replace('"', "")
+        return "\n".join(lines).replace('"', "")
+
+    def down(self, ppw: str = "", extra: str = "", depth: int = 20, indent: int = 4, version_req: str = "", verbose: bool = False, format: str = "text") -> str:
+        """Generate downward dependency tree, as indented text or JSON (format="json")."""
         pp = ppw[:-1] if ppw.endswith('!') else ppw
         ppend = "!" if ppw.endswith('!') else "" #show only downward missing dependancies
         ppp = [pp] if pp in self.distro else ()
@@ -269,18 +313,16 @@ def down(self, ppw: str = "", extra: str = "", depth: int = 20, indent: int = 4,
             if extra == ".":
                 for one_extra in sorted(self.distro[p]["provides"]):
                     a =  self._get_dependency_tree(p, one_extra, version_req, depth, verbose=verbose, ppend=ppend)
-                    results += a if (len(a[0])>1 or ppend=="") else []
+                    results += a if a and (a[0]["depends"] or ppend=="") else []
             else:
                 a = self._get_dependency_tree(p, extra, version_req, depth, verbose=verbose, ppend=ppend)
-                results += a if (len(a[0])>1 or ppend=="") else []
-        rawtext = json.dumps(results, indent=indent)
-        lines = [l[2*indent:] for l in rawtext.split("\n") if len(l.strip()) > 2]
-        return "\n".join(lines).replace('"', "")
+                results += a if a and (a[0]["depends"] or ppend=="") else []
+        return self._format_tree(results, indent, format, "down")
 
-    def up(self, ppw: str, extra: str = "", depth: int = 20, indent: int = 4, version_req: str = "", verbose: bool = False) -> str:
-        """Generate upward dependency tree as formatted string."""
+    def up(self, ppw: str, extra: str = "", depth: int = 20, indent: int = 4, version_req: str = "", verbose: bool = False, format: str = "text") -> str:
+        """Generate upward dependency tree, as indented text or JSON (format="json")."""
         pp = ppw[:-1] if ppw.endswith('!') else ppw
-        ppend = "!" if ppw.endswith('!') else "" #show only downward limiting dependancies
+        ppend = "!" if ppw.endswith('!') else "" #show only upward limiting dependancies
         ppp = [pp] if pp in self.distro else ()
         if pp == ".":
            ppp = [p for p in self.distro]
@@ -290,14 +332,11 @@ def up(self, ppw: str, extra: str = "", depth: int = 20, indent: int = 4, versio
                 extras = set(self.distro[p]["provided"]).union(set(self.distro[p]["provides"]))
                 for e in sorted(extras):
                     a = self._get_dependency_tree(p, e, version_req, depth, verbose=verbose, upward=True, ppend=ppend)
-                    results += a if (len(a[0])>1 or ppend=="") else []
+                    results += a if a and (a[0]["depends"] or ppend=="") else []
             else:
                 a = self._get_dependency_tree(p, extra, version_req, depth, verbose=verbose, upward=True, ppend=ppend)
-                results += a if (len(a[0])>1 or extra=="") else []
-
-        rawtext = json.dumps(results, indent=indent)
-        lines = [l[2*indent:] for l in rawtext.split("\n") if len(l.strip()) > 2]
-        return "\n".join(filter(None, lines)).replace('"', "")
+                results += a if a and (a[0]["depends"] or extra=="") else []
+        return self._format_tree(results, indent, format, "up")
 
     def description(self, pp: str) -> None:
         """Return package description or None if not found."""
diff --git a/wppm/wppm.py b/wppm/wppm.py
index 92e2a742..87b99a23 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -278,6 +278,7 @@ def main(test=False):
     parser.add_argument("-p",dest="pipdown",action="store_true",help="show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]")
     parser.add_argument("-r", dest="pipup", action="store_true", help=f"show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]")
     parser.add_argument("-l", dest="levels", type=int, default=-1, help="show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1")
+    parser.add_argument("--json", dest="json", action="store_true", help="output the dependency tree as JSON (with -p, -r): wppm -p pandas[.] --json")
     parser.add_argument("-t", dest="target", default=sys.prefix, help=f'path to target Python distribution (default: "{sys.prefix}")')
     parser.add_argument("-i", "--install", action="store_true", help="install a given package wheel or pylock file (use pip for more features)")
     parser.add_argument("-u", "--uninstall", action="store_true", help="uninstall package  (use pip for more features)")
@@ -298,13 +299,13 @@ def main(test=False):
         pip = piptree.PipData(targetpython, args.wheelsource)
         for args_fname in args.fname:
             pack, extra, *other = (args_fname + "[").replace("]", "[").split("[")
-            print(pip.down(pack, extra, args.levels if args.levels>=0 else 2, verbose=args.verbose))
+            print(pip.down(pack, extra, args.levels if args.levels>=0 else 2, verbose=args.verbose, format="json" if args.json else "text"))
         sys.exit()
     elif args.pipup:
         pip = piptree.PipData(targetpython, args.wheelsource)
         for args_fname in args.fname:
             pack, extra, *other = (args_fname + "[").replace("]", "[").split("[")
-            print(pip.up(pack, extra, args.levels if args.levels>=0 else 1, verbose=args.verbose))
+            print(pip.up(pack, extra, args.levels if args.levels>=0 else 1, verbose=args.verbose, format="json" if args.json else "text"))
         sys.exit()
     elif args.list:
         pip = piptree.PipData(targetpython, args.wheelsource)

From 32174fb60bb4f3a26ba442c517f505a1b50afaea Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 18 Jul 2026 16:13:53 +0200
Subject: [PATCH 008/100] extend --json to -ls: machine-readable
 package/wheelhouse inventory

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/wppm.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/wppm/wppm.py b/wppm/wppm.py
index 87b99a23..36970f5b 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -278,7 +278,7 @@ def main(test=False):
     parser.add_argument("-p",dest="pipdown",action="store_true",help="show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]")
     parser.add_argument("-r", dest="pipup", action="store_true", help=f"show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]")
     parser.add_argument("-l", dest="levels", type=int, default=-1, help="show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1")
-    parser.add_argument("--json", dest="json", action="store_true", help="output the dependency tree as JSON (with -p, -r): wppm -p pandas[.] --json")
+    parser.add_argument("--json", dest="json", action="store_true", help="machine-readable JSON output (with -p, -r, -ls): wppm -p pandas[.] --json")
     parser.add_argument("-t", dest="target", default=sys.prefix, help=f'path to target Python distribution (default: "{sys.prefix}")')
     parser.add_argument("-i", "--install", action="store_true", help="install a given package wheel or pylock file (use pip for more features)")
     parser.add_argument("-u", "--uninstall", action="store_true", help="uninstall package  (use pip for more features)")
@@ -313,6 +313,9 @@ def main(test=False):
         for args_fname in args.fname:
             todo += [l for l in pip.pip_list(full=True) if bool(re.search(args_fname, l[0]))]
         todo  = sorted(set(todo)) #, key=lambda p: (p[0].lower(), p[2])
+        if args.json:
+            print(json.dumps([{"package": p, "version": v, "summary": s} for p, v, s in todo], indent=4))
+            sys.exit()
         titles = [['Package', 'Version', 'Summary'], ['_' * max(x, 6) for x in utils.columns_width(todo)]]
         listed = utils.formatted_list(titles + todo, max_width=70)
         for p in listed:

From c6b23118301343b8af99991cf293f334ccf9aa3e Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 18 Jul 2026 16:27:07 +0200
Subject: [PATCH 009/100] -md --json: emit the package index as a JSON build
 manifest

generate_package_index_markdown is now a rendering of
get_package_index_data(), which returns {distribution, tools, packages,
wheelhouse}; markdown output is unchanged. Also stop crashing on
consoles that cannot encode emoji found in package summaries
(pre-existing UnicodeEncodeError in wppm -md -ws): stdout now replaces
unencodable characters, and JSON stays ASCII-escaped.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/wppm.py | 45 ++++++++++++++++++++++++++++++++++++---------
 1 file changed, 36 insertions(+), 9 deletions(-)

diff --git a/wppm/wppm.py b/wppm/wppm.py
index 36970f5b..2f879dfa 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -79,10 +79,10 @@ def render_markdown_for_list(self, title, items):
         md += "\n"
         return md
     
-    def generate_package_index_markdown(self, python_executable_directory: str|None = None, winpyver2: str|None = None,
+    def get_package_index_data(self, python_executable_directory: str|None = None, winpyver2: str|None = None,
                                          flavor: str|None = None, architecture_bits: int|None = None
-                                         , release_level: str|None = None, wheeldir: str|None = None) -> str:
-        """Generates a Markdown formatted package index page."""
+                                         , release_level: str|None = None, wheeldir: str|None = None) -> dict:
+        """Collects the package index data: distribution identity, tools, packages, wheelhouse."""
         my_ver , my_arch = utils.get_python_infos(python_executable_directory or self.target)
         my_winpyver2 = winpyver2 or os.getenv("WINPYVER2","")
         my_winpyver2 = my_winpyver2 if my_winpyver2 != "" else my_ver
@@ -97,14 +97,35 @@ def generate_package_index_markdown(self, python_executable_directory: str|None
             wheelhouse_list = [(name, f"https://pypi.org/project/{name}", version, utils.sum_up(summary))
                for name, version, summary in wh.list_packages_with_metadata(str(my_wheeldir)) ]
 
-        return f"""## WinPython {my_winpyver2 + my_flavor}
+        as_records = lambda items: [{"name": n, "url": u, "version": v, "summary": s} for n, u, v, s in items]
+        return {
+            "distribution": {
+                "winpython": my_winpyver2 + my_flavor,
+                "python_version": my_ver,
+                "architecture_bits": my_arch,
+                "release_level": my_release_level,
+            },
+            "tools": as_records(tools_list),
+            "packages": as_records(package_list),
+            "wheelhouse": as_records(wheelhouse_list),
+        }
+
+    def generate_package_index_markdown(self, python_executable_directory: str|None = None, winpyver2: str|None = None,
+                                         flavor: str|None = None, architecture_bits: int|None = None
+                                         , release_level: str|None = None, wheeldir: str|None = None) -> str:
+        """Generates a Markdown formatted package index page."""
+        data = self.get_package_index_data(python_executable_directory, winpyver2, flavor, architecture_bits, release_level, wheeldir)
+        d = data["distribution"]
+        as_tuples = lambda items: [(i["name"], i["url"], i["version"], i["summary"]) for i in items]
+
+        return f"""## WinPython {d["winpython"]}
 
-The following packages are included in WinPython-{my_arch}bit v{my_winpyver2 + my_flavor} {my_release_level}.
+The following packages are included in WinPython-{d["architecture_bits"]}bit v{d["winpython"]} {d["release_level"]}.
 
 
-{self.render_markdown_for_list("Tools", tools_list)}
-{self.render_markdown_for_list("Python packages", package_list)}
-{self.render_markdown_for_list("WheelHouse packages", wheelhouse_list)}
+{self.render_markdown_for_list("Tools", as_tuples(data["tools"]))}
+{self.render_markdown_for_list("Python packages", as_tuples(data["packages"]))}
+{self.render_markdown_for_list("WheelHouse packages", as_tuples(data["wheelhouse"]))}
 """
 
     def find_package(self, name: str) -> Package | None:
@@ -257,6 +278,9 @@ def install_bdist_direct(self, package, install_options=None):
         self._print_done()
 
 def main(test=False):
+    # package summaries may contain characters the console codepage can't encode (emoji): don't crash
+    if sys.stdout and hasattr(sys.stdout, "reconfigure"):
+        sys.stdout.reconfigure(errors="replace")
 
     registerWinPythonHelp = f"Register WinPython: associate file extensions, icons and context menu with this WinPython"
     unregisterWinPythonHelp = f"Unregister WinPython: de-associate file extensions, icons and context menu from this WinPython"
@@ -278,7 +302,7 @@ def main(test=False):
     parser.add_argument("-p",dest="pipdown",action="store_true",help="show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]")
     parser.add_argument("-r", dest="pipup", action="store_true", help=f"show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]")
     parser.add_argument("-l", dest="levels", type=int, default=-1, help="show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1")
-    parser.add_argument("--json", dest="json", action="store_true", help="machine-readable JSON output (with -p, -r, -ls): wppm -p pandas[.] --json")
+    parser.add_argument("--json", dest="json", action="store_true", help="machine-readable JSON output (with -p, -r, -ls, -md): wppm -p pandas[.] --json")
     parser.add_argument("-t", dest="target", default=sys.prefix, help=f'path to target Python distribution (default: "{sys.prefix}")')
     parser.add_argument("-i", "--install", action="store_true", help="install a given package wheel or pylock file (use pip for more features)")
     parser.add_argument("-u", "--uninstall", action="store_true", help="uninstall package  (use pip for more features)")
@@ -372,6 +396,9 @@ def main(test=False):
             p = subprocess.Popen(["start", "cmd", "/k",dist.python_exe, "-c" , cmd_mov], shell = True,  cwd=dist.target)
             sys.exit()
         if args.markdown:
+            if args.json:
+                print(json.dumps(dist.get_package_index_data(wheeldir=args.wheelsource), indent=4))
+                sys.exit()
             default = dist.generate_package_index_markdown()
             if args.wheelsource:
                 compare = dist.generate_package_index_markdown(wheeldir = args.wheelsource)

From 8ac8cdb96c9b5d0f41dbb2918c7969d4fe39c5aa Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 18 Jul 2026 16:32:17 +0200
Subject: [PATCH 010/100] add -j as short form of --json

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/wppm.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/wppm/wppm.py b/wppm/wppm.py
index 2f879dfa..718e2530 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -302,7 +302,7 @@ def main(test=False):
     parser.add_argument("-p",dest="pipdown",action="store_true",help="show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]")
     parser.add_argument("-r", dest="pipup", action="store_true", help=f"show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]")
     parser.add_argument("-l", dest="levels", type=int, default=-1, help="show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1")
-    parser.add_argument("--json", dest="json", action="store_true", help="machine-readable JSON output (with -p, -r, -ls, -md): wppm -p pandas[.] --json")
+    parser.add_argument("-j", "--json", dest="json", action="store_true", help="machine-readable JSON output (with -p, -r, -ls, -md): wppm -p pandas[.] -j")
     parser.add_argument("-t", dest="target", default=sys.prefix, help=f'path to target Python distribution (default: "{sys.prefix}")')
     parser.add_argument("-i", "--install", action="store_true", help="install a given package wheel or pylock file (use pip for more features)")
     parser.add_argument("-u", "--uninstall", action="store_true", help="uninstall package  (use pip for more features)")

From bece62450e4396a72f00f3db4f2e6a411f02b465 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 18 Jul 2026 16:37:48 +0200
Subject: [PATCH 011/100] -md: only claim WinPython when it is one
 (WINPYVER2/winpyver2 set)

On a plain Python the package index page and JSON manifest now say
Python; the JSON distribution block gains a name field and its
winpython key becomes version.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/wppm.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/wppm/wppm.py b/wppm/wppm.py
index 718e2530..1a3f2fab 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -85,6 +85,7 @@ def get_package_index_data(self, python_executable_directory: str|None = None, w
         """Collects the package index data: distribution identity, tools, packages, wheelhouse."""
         my_ver , my_arch = utils.get_python_infos(python_executable_directory or self.target)
         my_winpyver2 = winpyver2 or os.getenv("WINPYVER2","")
+        is_winpython = my_winpyver2 != ""   # otherwise a plain Python: don't brand it WinPython
         my_winpyver2 = my_winpyver2 if my_winpyver2 != "" else my_ver
         my_flavor = flavor or os.getenv("WINPYFLAVOR", "")
         my_release_level = release_level or  os.getenv("WINPYVER", "").replace(my_winpyver2+my_flavor, "")
@@ -100,7 +101,8 @@ def get_package_index_data(self, python_executable_directory: str|None = None, w
         as_records = lambda items: [{"name": n, "url": u, "version": v, "summary": s} for n, u, v, s in items]
         return {
             "distribution": {
-                "winpython": my_winpyver2 + my_flavor,
+                "name": "WinPython" if is_winpython else "Python",
+                "version": my_winpyver2 + my_flavor,
                 "python_version": my_ver,
                 "architecture_bits": my_arch,
                 "release_level": my_release_level,
@@ -118,9 +120,9 @@ def generate_package_index_markdown(self, python_executable_directory: str|None
         d = data["distribution"]
         as_tuples = lambda items: [(i["name"], i["url"], i["version"], i["summary"]) for i in items]
 
-        return f"""## WinPython {d["winpython"]}
+        return f"""## {d["name"]} {d["version"]}
 
-The following packages are included in WinPython-{d["architecture_bits"]}bit v{d["winpython"]} {d["release_level"]}.
+The following packages are included in {d["name"]}-{d["architecture_bits"]}bit v{d["version"]} {d["release_level"]}.
 
 
 {self.render_markdown_for_list("Tools", as_tuples(data["tools"]))}

From d47d7ade1427a79f637fac41d0f9a50618f27f22 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 18 Jul 2026 16:42:39 +0200
Subject: [PATCH 012/100] reword --register/--unregister/--fix/--movable help
 as generic Python features

They operate on any target Python distribution (portable/nuget/embeddable,
not only WinPython); the help texts now say what they actually do.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/wppm.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/wppm/wppm.py b/wppm/wppm.py
index 1a3f2fab..abed2fc6 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -284,18 +284,18 @@ def main(test=False):
     if sys.stdout and hasattr(sys.stdout, "reconfigure"):
         sys.stdout.reconfigure(errors="replace")
 
-    registerWinPythonHelp = f"Register WinPython: associate file extensions, icons and context menu with this WinPython"
-    unregisterWinPythonHelp = f"Unregister WinPython: de-associate file extensions, icons and context menu from this WinPython"
+    registerWinPythonHelp = f"Register the target Python: associate file extensions, icons and context menu with it (useful for portable distributions like WinPython)"
+    unregisterWinPythonHelp = f"Unregister the target Python: de-associate file extensions, icons and context menu from it"
     parser = ArgumentParser(prog="wppm",
-        description=f"WinPython Package Manager: handle a WinPython Distribution and its packages ({__version__})",
+        description=f"WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages ({__version__})",
         formatter_class=RawTextHelpFormatter,
     )
     parser.add_argument("fname", metavar="package(s) or lockfile", nargs="*", default=[""], type=str, help="optional package names, wheels, or lockfile")
     parser.add_argument("-v", "--verbose", action="store_true", help="show more details on packages and actions")
     parser.add_argument( "--register", dest="registerWinPython", action="store_true", help=registerWinPythonHelp)
     parser.add_argument("--unregister", dest="unregisterWinPython", action="store_true", help=unregisterWinPythonHelp)
-    parser.add_argument("--fix", action="store_true", help="make WinPython fix")
-    parser.add_argument("--movable", action="store_true", help="make WinPython movable")
+    parser.add_argument("--fix", action="store_true", help="make the target Python use absolute (fixed) paths in launchers and shebangs")
+    parser.add_argument("--movable", action="store_true", help="make the target Python movable/portable: relative paths in launchers and shebangs")
     parser.add_argument("-ws", dest="wheelsource", default=None, type=str, help="wheels location, ('.' = WheelHouse): wppm pylock.toml -ws source_of_wheels, wppm -ls -ws .")
     parser.add_argument("-wd", dest="wheeldrain" , default=None, type=str, help="wheels destination: wppm pylock.toml -wd destination_of_wheels")
     parser.add_argument("-ls", "--list", action="store_true", help="list installed packages matching [optional] expression: wppm -ls, wppm -ls pand")

From b2699fba1dea5c3891f8c8c7f549ea6e1c9d6948 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 18 Jul 2026 16:58:48 +0200
Subject: [PATCH 013/100] README_PYPI: lead with wppm strong points, WinPython
 as origin not identity

Headline features (extras-aware trees, constraint hunting, missing-dep
flags, JSON output, wheelhouse tooling, manifest, portability), a short
pipdeptree comparison, verified JSON/CI examples, refreshed help text.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 README_PYPI.md | 81 ++++++++++++++++++++++++++++++++++++--------------
 1 file changed, 59 insertions(+), 22 deletions(-)

diff --git a/README_PYPI.md b/README_PYPI.md
index 3d80ad8b..9f7a3456 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -1,34 +1,70 @@
-# wppm — WinPython Package Manager
+# wppm — dependency trees, offline wheelhouses, portable Pythons
+
+`wppm` complements `pip` on **any** Python environment (it was born in
+[WinPython](https://winpython.github.io/), the portable distribution for Windows,
+but does not require it). `pip` remains the recommended way to add or remove
+packages; `wppm` covers what `pip` doesn't show or do:
+
+- **extras-aware dependency trees**: what does `pandas[test]` pull in? What does
+  *each* extra of a package pull in (`pandas[.]`)? Which installed packages use
+  `pytest`, through which extra?
+- **constraint hunting**: `wppm -r numpy!` shows only the packages that *pin or cap*
+  numpy — the ones that will hurt when you upgrade,
+- **missing-dependency detection**: trees flag requirements that are not installed
+  (`lxml==? >=5.3.0;extra==xml`),
+- **JSON everywhere** (`-j`): dependency trees, package lists and environment
+  manifests as machine-readable output, for CI gates and diffing,
+- **offline wheelhouse tooling**: install from a directory of wheels or a
+  `pylock.toml`, inventory a wheelhouse without installing anything (`-ls -ws`),
+- **environment manifest** (`-md`): one document — Markdown or JSON — describing the
+  distribution, its tools, its packages and its wheelhouse; a lightweight SBOM,
+- **portability housekeeping**: make any target Python movable (relative shebangs
+  and launchers) or fixed, register/unregister it in Windows.
+
+Compared with `pipdeptree`: `wppm` adds per-`[extra]` granularity in both
+directions, the constraining-dependency filter (`!`), missing-dependency flags,
+and it can inspect another environment (`-t`) or a plain directory of wheels
+(`-ws`) — no need to install anything into it first.
 
-`wppm` is the package manager companion of [WinPython](https://winpython.github.io/), the portable
-Python distribution for Windows. It works on any Python environment, WinPython or not.
-
-It complements `pip` (which remains the recommended way to add or remove packages) with:
+## Examples
 
-- **dependency tree navigation**: see what a package requires (`-p`), or which installed
-  packages require it (`-r`), across any number of levels — including `[extra]` variants,
-- **wheelhouse installs**: install a set of wheels from a local directory or a `pylock.toml` file,
-- **WinPython housekeeping**: register/unregister a WinPython distribution in Windows,
-  make it movable, list or summarize installed packages.
+What each extra of `pandas` would pull in, one level deep:
 
-## Examples
+```console
+wppm -p pandas[.] -l1
+```
 
-Which installed packages depend on `pytest`, and which pin it hard (`!`):
+Which installed packages depend on `pytest` (through which extra), and which ones
+constrain it hard (`!`):
 
 ```console
+wppm -r pytest[test]
 wppm -r pytest![test]
 ```
 
-The full constraint web of your environment — every package, every extra, nine levels deep:
+The full constraint web of your environment — every package, every extra, nine
+levels deep:
 
 ```console
 wppm -p .[.] -l9
 ```
 
-What `pandas` pulls in, one level:
+A JSON inventory of an offline wheel bundle, without installing it:
 
 ```console
-wppm -p pandas -l1
+wppm -ls -ws .\wheelhouse\included.wheels --json
+```
+
+A manifest of the current environment (distribution, tools, packages, wheelhouse):
+
+```console
+wppm -md --json
+```
+
+Fail a CI job if anything in the tree is missing:
+
+```console
+wppm -p myapp -j | python -c "import sys,json; s=json.load(sys.stdin); [s.extend(n['depends']) for n in s]; sys.exit(1 if any(not n['installed'] for n in s) else 0)"
 ```
 
 ## Command line
@@ -36,10 +72,10 @@ wppm -p pandas -l1
 ```text
 usage: wppm [-h] [-v] [--register] [--unregister] [--fix] [--movable]
             [-ws WHEELSOURCE] [-wd WHEELDRAIN] [-ls] [-lsa] [-md] [-p] [-r]
-            [-l LEVELS] [-t TARGET] [-i] [-u]
+            [-l LEVELS] [-j] [-t TARGET] [-i] [-u]
             [package(s) or lockfile ...]
 
-WinPython Package Manager: handle a WinPython Distribution and its packages
+WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages
 
 positional arguments:
   package(s) or lockfile
@@ -48,10 +84,10 @@ positional arguments:
 options:
   -h, --help            show this help message and exit
   -v, --verbose         show more details on packages and actions
-  --register            Register WinPython: associate file extensions, icons and context menu with this WinPython
-  --unregister          Unregister WinPython: de-associate file extensions, icons and context menu from this WinPython
-  --fix                 make WinPython fix
-  --movable             make WinPython movable
+  --register            Register the target Python: associate file extensions, icons and context menu with it (useful for portable distributions like WinPython)
+  --unregister          Unregister the target Python: de-associate file extensions, icons and context menu from it
+  --fix                 make the target Python use absolute (fixed) paths in launchers and shebangs
+  --movable             make the target Python movable/portable: relative paths in launchers and shebangs
   -ws WHEELSOURCE       wheels location, ('.' = WheelHouse): wppm pylock.toml -ws source_of_wheels, wppm -ls -ws .
   -wd WHEELDRAIN        wheels destination: wppm pylock.toml -wd destination_of_wheels
   -ls, --list           list installed packages matching [optional] expression: wppm -ls, wppm -ls pand
@@ -60,6 +96,7 @@ options:
   -p                    show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]
   -r                    show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]
   -l LEVELS             show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1
+  -j, --json            machine-readable JSON output (with -p, -r, -ls, -md): wppm -p pandas[.] -j
   -t TARGET             path to target Python distribution (default: current environment)
   -i, --install         install a given package wheel or pylock file (use pip for more features)
   -u, --uninstall       uninstall package (use pip for more features)
@@ -67,7 +104,7 @@ options:
 
 ## Links
 
-- WinPython distribution: <https://winpython.github.io/>
 - Source code: <https://github.com/winpython/winpython>
 - Issues and feature requests: <https://github.com/winpython/winpython/issues>
 - Discussions: <https://github.com/winpython/winpython/discussions>
+- WinPython distribution: <https://winpython.github.io/>

From 9dfa6c8302f26fda52504e7fbf1c32468a3a4a04 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 18 Jul 2026 17:01:40 +0200
Subject: [PATCH 014/100] bump wppm version to 17.7.20260718

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/wppm/__init__.py b/wppm/__init__.py
index e19d0c35..ff2c2d8c 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -28,6 +28,6 @@
 OTHER DEALINGS IN THE SOFTWARE.
 """
 
-__version__ = '17.7.20260716'
+__version__ = '17.7.20260718'
 __license__ = __doc__
 __project_url__ = 'http://winpython.github.io/'

From 5e4b807e6844c73128cd71c81989d46a3b6805d7 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 18 Jul 2026 17:03:14 +0200
Subject: [PATCH 015/100] version 17.8, not 17.7: --json/-j and the JSON
 manifest are new features

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 wppm/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/wppm/__init__.py b/wppm/__init__.py
index ff2c2d8c..6584b249 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -28,6 +28,6 @@
 OTHER DEALINGS IN THE SOFTWARE.
 """
 
-__version__ = '17.7.20260718'
+__version__ = '17.8.20260718'
 __license__ = __doc__
 __project_url__ = 'http://winpython.github.io/'

From d9b58a8ec7d7159519f6d3247fd1452dc3b74e34 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 6 Aug 2026 09:04:45 +0200
Subject: [PATCH 016/100] associate: give each distribution its own start menu
 folder

--register/--unregister assumed the WinPython layout in two ways that
misfired on a plain Python target:

- the start menu folder was hardcoded to Programs\WinPython, and is
  rmtree'd on both register and unregister, so acting on any other
  Python deleted the real WinPython menu folder,
- shortcuts were built from every .exe found in the target's parent
  directory, which is right for WinPython (Spyder, Jupyter, command
  prompts sit next to the Python dir) but picks up unrelated files
  for a Python in C:\Python313 or a venv.

is_winpython_layout() tests for the sibling scripts/env.bat already
used by do_pip_action, and drives both: WinPython keeps its folder
name and its parent scan, anything else gets a folder named after the
target directory and shortcuts to its own python.exe/pythonw.exe.

The folder helpers keep folder_name='WinPython' as default, so outside
callers are unaffected. Menu folder creation moves out of the shortcut
loop, where it was rmtree'ing and recreating once per shortcut.

--movable/--fix are untouched: they patch Scripts/ shebangs and pip's
vendored distlib, which is generic to any Windows Python. Help text
reworded accordingly.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 wppm/associate.py | 75 +++++++++++++++++++++++++++++++----------------
 wppm/wppm.py      |  6 ++--
 2 files changed, 52 insertions(+), 29 deletions(-)

diff --git a/wppm/associate.py b/wppm/associate.py
index 49da0ca0..fcb9098d 100644
--- a/wppm/associate.py
+++ b/wppm/associate.py
@@ -23,28 +23,40 @@ def get_special_folder_path(path_name):
     except OSError:
         print(f"{path_name} is an unknown path ID")
 
-def get_winpython_start_menu_folder(current=True):
-    """Return WinPython Start menu shortcuts folder."""
+def is_winpython_layout(target):
+    """Return True if target is the Python of a WinPython distribution (sibling 'scripts/env.bat')."""
+    return (Path(target).parent / "scripts" / "env.bat").is_file()
+
+def get_start_menu_folder_name(target):
+    """Return the Start menu folder name of a target: 'WinPython' for a WinPython
+    distribution, the target directory name otherwise, so that registering a plain
+    Python never overwrites (nor removes) the menu of another distribution."""
+    if is_winpython_layout(target):
+        return 'WinPython'
+    return Path(target).resolve().name or 'Python'
+
+def get_winpython_start_menu_folder(current=True, folder_name='WinPython'):
+    """Return Start menu shortcuts folder of a distribution."""
     folder = get_special_folder_path("CSIDL_PROGRAMS")
     if not current:
         try:
             folder = get_special_folder_path("CSIDL_COMMON_PROGRAMS")
         except OSError:
             pass
-    return str(Path(folder) / 'WinPython')
+    return str(Path(folder) / folder_name)
 
-def remove_winpython_start_menu_folder(current=True):
-    """Remove WinPython Start menu folder -- remove it if it already exists"""
-    path = get_winpython_start_menu_folder(current=current)
+def remove_winpython_start_menu_folder(current=True, folder_name='WinPython'):
+    """Remove a distribution Start menu folder -- remove it if it already exists"""
+    path = get_winpython_start_menu_folder(current=current, folder_name=folder_name)
     if Path(path).is_dir():
         try:
             shutil.rmtree(path)
         except WindowsError:
             print(f"Directory {path} could not be removed", file=sys.stderr)
 
-def create_winpython_start_menu_folder(current=True):
-    """Create WinPython Start menu folder."""
-    path = get_winpython_start_menu_folder(current=current)
+def create_winpython_start_menu_folder(current=True, folder_name='WinPython'):
+    """Create a distribution Start menu folder."""
+    path = get_winpython_start_menu_folder(current=current, folder_name=folder_name)
     if Path(path).is_dir():
         try:
             shutil.rmtree(path)
@@ -114,31 +126,42 @@ def _has_pywin32():
     return importlib.util.find_spec('pythoncom') is not None
 
 def _remove_start_menu_folder(target, current=True, has_pywin32=False):
-    "remove menu Folder for target WinPython if pywin32 exists"
+    "remove menu Folder of target distribution if pywin32 exists"
     if has_pywin32:
-        remove_winpython_start_menu_folder(current=current)
+        remove_winpython_start_menu_folder(current=current, folder_name=get_start_menu_folder_name(target))
     else:
         print("Skipping start menu removal as pywin32 package is not installed.")
 
+def _get_launchers(target):
+    """Return the executables to give a Start menu shortcut to.
+    A WinPython distribution keeps its launchers (Spyder, Jupyter, ...) next to its
+    Python directory, so all of them are taken. For a plain Python, the neighbours
+    are unrelated files, so only its own interpreters are taken."""
+    if is_winpython_layout(target):
+        wpdir = Path(target).parent
+        return [wpdir / name for name in os.listdir(wpdir) if Path(name).suffix.lower() == ".exe"]
+    return [exe for exe in (Path(target) / "python.exe", Path(target) / "pythonw.exe") if exe.is_file()]
+
 def _get_shortcut_data(target, current=True, has_pywin32=False):
     "get windows menu access data if pywin32 exists, otherwise empty list"
     if not has_pywin32:
         return []
- 
-    wpdir = str(Path(target).parent)
+
+    launchers = _get_launchers(target)
+    if not launchers:
+        return []
+    # create the menu folder once, not once per shortcut
+    menu_folder = create_winpython_start_menu_folder(current=current, folder_name=get_start_menu_folder_name(target))
     data = []
-    for name in os.listdir(wpdir):
-        bname, ext = Path(name).stem, Path(name).suffix
-        if ext.lower() == ".exe":
-            # Path for the shortcut file in the start menu folder
-            shortcut_name = str(Path(create_winpython_start_menu_folder(current=current)) / bname) + '.lnk'
-            data.append(
-                (
-                    str(Path(wpdir) / name), # Target executable path
-                    bname, # Description/Name
-                    shortcut_name, # Shortcut file path
-                )
+    for exe in launchers:
+        bname = exe.stem
+        data.append(
+            (
+                str(exe), # Target executable path
+                bname, # Description/Name
+                str(Path(menu_folder) / bname) + '.lnk', # Shortcut file path
             )
+        )
     return data
 
 # --- PythonCore entries (PEP-0514 and WinPython specific) ---
@@ -240,7 +263,7 @@ def register(target, current=True, reg_type=winreg.REG_SZ, verbose=True):
     # Create start menu entries
     if has_pywin32:
         if verbose:
-            print(f'Creating WinPython menu for all icons in {Path(target).parent}')
+            print(f'Creating "{get_start_menu_folder_name(target)}" start menu shortcuts')
         for path, desc, fname in _get_shortcut_data(target, current=current, has_pywin32=True):
             try:
                 create_shortcut(path, desc, fname, verbose=verbose)
@@ -269,7 +292,7 @@ def unregister(target, current=True, verbose=True):
     # Remove start menu shortcuts
     if has_pywin32:
         if verbose:
-            print(f'Removing WinPython menu for all icons in {Path(target).parent}')
+            print(f'Removing "{get_start_menu_folder_name(target)}" start menu shortcuts')
         _remove_start_menu_folder(target, current=current, has_pywin32=True)
         # The original code had commented out code to delete .lnk files individually.
     else:
diff --git a/wppm/wppm.py b/wppm/wppm.py
index abed2fc6..fa62e58d 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -284,8 +284,8 @@ def main(test=False):
     if sys.stdout and hasattr(sys.stdout, "reconfigure"):
         sys.stdout.reconfigure(errors="replace")
 
-    registerWinPythonHelp = f"Register the target Python: associate file extensions, icons and context menu with it (useful for portable distributions like WinPython)"
-    unregisterWinPythonHelp = f"Unregister the target Python: de-associate file extensions, icons and context menu from it"
+    registerWinPythonHelp = f"Register the target Python in Windows (file extensions, icons, context menu, start menu), under the 'WinPython' PEP-514 vendor key"
+    unregisterWinPythonHelp = f"Unregister the target Python from Windows: de-associate file extensions, icons and context menu, and remove its start menu folder"
     parser = ArgumentParser(prog="wppm",
         description=f"WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages ({__version__})",
         formatter_class=RawTextHelpFormatter,
@@ -295,7 +295,7 @@ def main(test=False):
     parser.add_argument( "--register", dest="registerWinPython", action="store_true", help=registerWinPythonHelp)
     parser.add_argument("--unregister", dest="unregisterWinPython", action="store_true", help=unregisterWinPythonHelp)
     parser.add_argument("--fix", action="store_true", help="make the target Python use absolute (fixed) paths in launchers and shebangs")
-    parser.add_argument("--movable", action="store_true", help="make the target Python movable/portable: relative paths in launchers and shebangs")
+    parser.add_argument("--movable", action="store_true", help="make the target Python (any Windows Python) movable/portable: relative paths in launchers and shebangs")
     parser.add_argument("-ws", dest="wheelsource", default=None, type=str, help="wheels location, ('.' = WheelHouse): wppm pylock.toml -ws source_of_wheels, wppm -ls -ws .")
     parser.add_argument("-wd", dest="wheeldrain" , default=None, type=str, help="wheels destination: wppm pylock.toml -wd destination_of_wheels")
     parser.add_argument("-ls", "--list", action="store_true", help="list installed packages matching [optional] expression: wppm -ls, wppm -ls pand")

From 9130dd03cd5cdd01924830e84f0bb616e5d46e4c Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 6 Aug 2026 09:05:14 +0200
Subject: [PATCH 017/100] bump wppm version to 17.9.20260805

Middle digit up: the start menu folder of a registered non-WinPython
Python changes, so this is not a fixes-only release.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 wppm/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/wppm/__init__.py b/wppm/__init__.py
index 6584b249..161fcdda 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -28,6 +28,6 @@
 OTHER DEALINGS IN THE SOFTWARE.
 """
 
-__version__ = '17.8.20260718'
+__version__ = '17.9.20260805'
 __license__ = __doc__
 __project_url__ = 'http://winpython.github.io/'

From 78ce8d34df10d3d13ecb5bb6dc7a4f38345ee472 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 6 Aug 2026 09:06:19 +0200
Subject: [PATCH 018/100] README_PYPI: lead with real output, and make the
 package findable

The page listed what wppm can do without ever showing a result, so a
visitor had to imagine the output. Each section now asks a question and
answers it with actual terminal output, all of it run and pasted
verbatim:

- wppm -p "flit![.]" as the opener: which extras of an installed
  package are unusable here, and exactly what is missing,
- wppm -r "pytest[.]": who pulls a package in, through which extra --
  the granularity pipdeptree does not have,
- wppm -r "pluggy!": the handful of packages that cap it, ie what will
  actually fight the next upgrade.

Adds a library section (piptree.PipData().down(..., format="json")),
since the tree engine is importable and takes a target= -- no
subprocess, no parsing of terminal output.

pyproject: the PyPI search line read "WinPython Package Management" and
the keywords were Portable/Windows, so nobody looking for a dependency
tool could match it. Description and keywords now say what it does,
plus console/build-tools classifiers.

Usage block regenerated from --help; it had drifted, and now differs
only in the -t default, kept generic instead of a local path.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 README_PYPI.md | 215 +++++++++++++++++++++++++++++++++++++------------
 pyproject.toml |   9 ++-
 2 files changed, 171 insertions(+), 53 deletions(-)

diff --git a/README_PYPI.md b/README_PYPI.md
index 9f7a3456..9fc25a28 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -1,72 +1,185 @@
-# wppm — dependency trees, offline wheelhouses, portable Pythons
-
-`wppm` complements `pip` on **any** Python environment (it was born in
-[WinPython](https://winpython.github.io/), the portable distribution for Windows,
-but does not require it). `pip` remains the recommended way to add or remove
-packages; `wppm` covers what `pip` doesn't show or do:
-
-- **extras-aware dependency trees**: what does `pandas[test]` pull in? What does
-  *each* extra of a package pull in (`pandas[.]`)? Which installed packages use
-  `pytest`, through which extra?
-- **constraint hunting**: `wppm -r numpy!` shows only the packages that *pin or cap*
-  numpy — the ones that will hurt when you upgrade,
-- **missing-dependency detection**: trees flag requirements that are not installed
-  (`lxml==? >=5.3.0;extra==xml`),
-- **JSON everywhere** (`-j`): dependency trees, package lists and environment
-  manifests as machine-readable output, for CI gates and diffing,
-- **offline wheelhouse tooling**: install from a directory of wheels or a
-  `pylock.toml`, inventory a wheelhouse without installing anything (`-ls -ws`),
-- **environment manifest** (`-md`): one document — Markdown or JSON — describing the
-  distribution, its tools, its packages and its wheelhouse; a lightweight SBOM,
-- **portability housekeeping**: make any target Python movable (relative shebangs
-  and launchers) or fixed, register/unregister it in Windows.
-
-Compared with `pipdeptree`: `wppm` adds per-`[extra]` granularity in both
-directions, the constraining-dependency filter (`!`), missing-dependency flags,
-and it can inspect another environment (`-t`) or a plain directory of wheels
-(`-ws`) — no need to install anything into it first.
-
-## Examples
-
-What each extra of `pandas` would pull in, one level deep:
+# wppm — the dependency questions `pip` won't answer
+
+`wppm` is a small companion to `pip`, for **any** Python environment (it was born in
+[WinPython](https://winpython.github.io/), the portable Windows distribution, but does
+not require it). Keep using `pip` to install and remove things — use `wppm` to *see*
+what is actually there.
 
 ```console
-wppm -p pandas[.] -l1
+pip install wppm
 ```
 
-Which installed packages depend on `pytest` (through which extra), and which ones
-constrain it hard (`!`):
+## Which extras of a package are actually usable here?
+
+You installed `flit`. Its `[doc]` and `[test]` extras promise more. What is missing?
 
 ```console
-wppm -r pytest[test]
-wppm -r pytest![test]
+$ wppm -p "flit![.]"
+flit[doc]==3.12.0 ,
+    pygments-github-lexers==? ;extra==doc
+    sphinx==? ;extra==doc
+    sphinxcontrib-github-alt==? ;extra==doc
+flit[test]==3.12.0 ,
+    pytest-cov==? ;extra==test
+    responses==? ;extra==test
+    testpath==? ;extra==test
+    tomli==? ;extra==test
 ```
 
-The full constraint web of your environment — every package, every extra, nine
-levels deep:
+`[.]` means *every extra*, `!` means *only show what is missing*, and `==?` marks a
+requirement that is not installed. Extras with nothing missing are simply not printed —
+so an empty answer means "everything this package offers is ready to use".
+
+Drop the `!` to see the whole picture instead, installed versions included:
 
 ```console
-wppm -p .[.] -l9
+$ wppm -p "requests[.]" -l1
+requests==2.34.2 ,
+    certifi==2026.6.17 >=2023.5.7
+    charset-normalizer==3.4.9 <4,>=2
+    idna==3.18 <4,>=2.5
+    urllib3==2.7.0 <3,>=1.26
+requests[socks]==2.34.2 ,
+    certifi==2026.6.17 >=2023.5.7
+    charset-normalizer==3.4.9 <4,>=2
+    idna==3.18 <4,>=2.5
+    pysocks==? !=1.5.7,>=1.5.6;extra==socks
+    urllib3==2.7.0 <3,>=1.26
+requests[use-chardet-on-py3]==2.34.2 ,
+    certifi==2026.6.17 >=2023.5.7
+    chardet==? <8,>=3.0.2;extra==use-chardet-on-py3
+    charset-normalizer==3.4.9 <4,>=2
+    idna==3.18 <4,>=2.5
+    urllib3==2.7.0 <3,>=1.26
 ```
 
-A JSON inventory of an offline wheel bundle, without installing it:
+## Who pulls in `pytest`, and through which extra?
+
+The reverse direction, `-r`, is extras-aware too — it tells you *why* something is in
+your environment, down to the extra that asked for it:
+
+```console
+$ wppm -r "pytest[.]"
+pytest==9.0.3
+pytest[all]==9.0.3 ,
+    idna[all]==3.18 [requires: pytest>=8.3.2;extra==all]
+    pandas[all]==3.0.3 [requires: pytest>=8.3.4;extra==all]
+pytest[dev]==9.0.3
+pytest[test]==9.0.3 ,
+    flit[test]==3.12.0 [requires: pytest>=2.7.3;extra==test]
+    pandas[test]==3.0.3 [requires: pytest>=8.3.4;extra==test]
+pytest[testing]==9.0.3 ,
+    pluggy[testing]==1.6.0 [requires: pytest;extra==testing]
+pytest[tests]==9.0.3 ,
+    pillow[tests]==12.3.0 [requires: pytest;extra==tests]
+```
+
+## What will break when I upgrade?
+
+With `-r`, the `!` filter keeps only the packages that *pin or cap* the one you name —
+the handful that will actually fight your next upgrade, instead of the long list of
+packages that merely depend on it:
 
 ```console
-wppm -ls -ws .\wheelhouse\included.wheels --json
+$ wppm -r "pluggy!"
+pluggy==1.6.0 ,
+    pytest==9.0.3 [requires: pluggy<2,>=1.5]
 ```
 
-A manifest of the current environment (distribution, tools, packages, wheelhouse):
+An empty answer here is good news: nothing constrains it, upgrade away.
+
+And the whole constraint web of an environment — every package, every extra, nine
+levels deep — is one command:
 
 ```console
-wppm -md --json
+$ wppm -p ".[.]" -l9
 ```
 
-Fail a CI job if anything in the tree is missing:
+## Everything is available as JSON
+
+Any of `-p`, `-r`, `-ls`, `-md` accepts `-j` / `--json`, so the same answers can gate a
+CI job or be diffed between two environments:
+
+```console
+$ wppm -p pluggy -j
+[
+    {
+        "package": "pluggy",
+        "extra": "",
+        "version": "1.6.0",
+        "installed": true,
+        "constraint": "",
+        "depends": []
+    }
+]
+```
 
 ```console
-wppm -p myapp -j | python -c "import sys,json; s=json.load(sys.stdin); [s.extend(n['depends']) for n in s]; sys.exit(1 if any(not n['installed'] for n in s) else 0)"
+$ wppm -p myapp -j | python -c "import sys,json; s=json.load(sys.stdin); [s.extend(n['depends']) for n in s]; sys.exit(1 if any(not n['installed'] for n in s) else 0)"
 ```
 
+## Or use it from Python
+
+The tree engine is a plain importable module — no subprocess, no parsing of terminal
+output. `down()` walks dependencies, `up()` walks them backwards, and both return
+indented text by default or a JSON string with `format="json"`:
+
+```python
+import json
+from wppm import piptree
+
+pip = piptree.PipData()                 # or PipData(target=r"D:\WPy64\python")
+
+tree = json.loads(pip.down("pandas", "mysql", format="json"))
+missing = [d["package"] for d in tree[0]["depends"] if not d["installed"]]
+print(f"pandas[mysql] needs: {missing}")
+```
+
+```console
+pandas[mysql] needs: ['pymysql', 'sqlalchemy']
+```
+
+```python
+>>> print(pip.up("pluggy!"))     # who caps pluggy?
+pluggy==1.6.0 ,
+    pytest==9.0.3 [requires: pluggy<2,>=1.5]
+>>> pip.summary("pandas")
+'Powerful data structures for data analysis, time series, and statistics'
+```
+
+## It also works on environments you have not installed anything into
+
+`-t` points `wppm` at *another* Python distribution, and `-ws` at a plain directory of
+wheels — so you can inspect a portable distribution, or an offline bundle, without
+installing it first:
+
+```console
+$ wppm -ls -ws .\wheelhouse\included.wheels --json
+$ wppm -p "pandas[.]" -t D:\WPy64\python
+```
+
+Beyond inspection, `wppm` installs from a wheelhouse or a `pylock.toml` (`-i`, `-ws`,
+`-wd`), emits a one-document environment manifest — distribution, tools, packages,
+wheelhouse — as Markdown or JSON (`-md`, a lightweight SBOM), and does portability
+housekeeping: on any Windows Python, `--movable` / `--fix` rewrite the `Scripts\`
+launchers and shebangs between relative and absolute paths, so a directory can be moved
+(or pinned back down) without breaking its entry points.
+
+`--register` / `--unregister` associate file extensions, icons, context menu and start
+menu entries with the target Python. Each distribution gets its own start menu folder,
+so registering one never disturbs another — but note that the target is declared under
+the `WinPython` PEP-514 vendor key.
+
+## Compared with `pipdeptree`
+
+`wppm` adds per-`[extra]` granularity in **both** directions, the `!` filter (missing
+dependencies forward, constraining dependencies backward), and the ability to inspect
+another environment (`-t`) or a bare directory of wheels (`-ws`) without installing
+anything into it.
+
+> Quoting: `!` and `[` are shell metacharacters in POSIX shells, so quote the argument
+> (`wppm -p "flit![.]"`). In `cmd.exe` the quotes are optional.
+
 ## Command line
 
 ```text
@@ -75,7 +188,7 @@ usage: wppm [-h] [-v] [--register] [--unregister] [--fix] [--movable]
             [-l LEVELS] [-j] [-t TARGET] [-i] [-u]
             [package(s) or lockfile ...]
 
-WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages
+WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages (17.9.20260805)
 
 positional arguments:
   package(s) or lockfile
@@ -84,14 +197,14 @@ positional arguments:
 options:
   -h, --help            show this help message and exit
   -v, --verbose         show more details on packages and actions
-  --register            Register the target Python: associate file extensions, icons and context menu with it (useful for portable distributions like WinPython)
-  --unregister          Unregister the target Python: de-associate file extensions, icons and context menu from it
+  --register            Register the target Python in Windows (file extensions, icons, context menu, start menu), under the 'WinPython' PEP-514 vendor key
+  --unregister          Unregister the target Python from Windows: de-associate file extensions, icons and context menu, and remove its start menu folder
   --fix                 make the target Python use absolute (fixed) paths in launchers and shebangs
-  --movable             make the target Python movable/portable: relative paths in launchers and shebangs
+  --movable             make the target Python (any Windows Python) movable/portable: relative paths in launchers and shebangs
   -ws WHEELSOURCE       wheels location, ('.' = WheelHouse): wppm pylock.toml -ws source_of_wheels, wppm -ls -ws .
   -wd WHEELDRAIN        wheels destination: wppm pylock.toml -wd destination_of_wheels
   -ls, --list           list installed packages matching [optional] expression: wppm -ls, wppm -ls pand
-  -lsa                  list details of packages matching [optional] expression: wppm -lsa pandas -l1
+  -lsa                  list details of packages matching [optional]  expression: wppm -lsa pandas -l1
   -md                   markdown summary of the installation
   -p                    show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]
   -r                    show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]
@@ -99,7 +212,7 @@ options:
   -j, --json            machine-readable JSON output (with -p, -r, -ls, -md): wppm -p pandas[.] -j
   -t TARGET             path to target Python distribution (default: current environment)
   -i, --install         install a given package wheel or pylock file (use pip for more features)
-  -u, --uninstall       uninstall package (use pip for more features)
+  -u, --uninstall       uninstall package  (use pip for more features)
 ```
 
 ## Links
diff --git a/pyproject.toml b/pyproject.toml
index be1e4c6c..26477876 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,12 +23,17 @@ classifiers=[
     'Operating System :: Unix',
     'Programming Language :: Python :: 3',
     'Development Status :: 5 - Production/Stable',
+    'Environment :: Console',
+    'Intended Audience :: Developers',
+    'Intended Audience :: System Administrators',
     'Topic :: Scientific/Engineering',
+    'Topic :: Software Development :: Build Tools',
+    'Topic :: System :: Software Distribution',
     'Topic :: Software Development :: Widget Sets',
 ]
 dynamic = ["version",]
-description="WinPython Package Management"
-keywords = ["Portable","Windows"]
+description="pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons"
+keywords = ["dependency","dependencies","dependency-tree","pipdeptree","extras","requirements","wheelhouse","pip","sbom","portable","windows"]
 
 [project.urls]
 Documentation = "https://winpython.github.io/"

From edec0cad2a42a7f40984e2c36bd6d3edb922e07d Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Fri, 7 Aug 2026 15:18:57 +0200
Subject: [PATCH 019/100] update to latest cpython for this cycle:
 python-3.13.15, 3.14.7, 3.15.0rc1

---
 .github/actions/publish-winpython/action.yml  |  4 +-
 .../github_workflows_build-2026_03.yml        | 52 +++++++++----------
 2 files changed, 28 insertions(+), 28 deletions(-)

diff --git a/.github/actions/publish-winpython/action.yml b/.github/actions/publish-winpython/action.yml
index 33d90353..2c3a2f6b 100644
--- a/.github/actions/publish-winpython/action.yml
+++ b/.github/actions/publish-winpython/action.yml
@@ -87,11 +87,11 @@ runs:
             Compress-Archive -Path "${{ inputs.build_location }}" -DestinationPath "$baseName.zip" -Force
         }
         if ("${{ inputs.format_7z }}" -eq "true") { 
-            7z a "$baseName.7z" "${{ inputs.build_location }}"
+            7z a -mx7 "$baseName.7z" "${{ inputs.build_location }}"
         }
         if ("${{ inputs.format_exe }}" -eq "true") { 
             $SFXModulePath = "C:\Program Files\7-Zip\7z.sfx"
-            7z a -t7z -sfx"$SFXModulePath" "$baseName.exe" "${{ inputs.build_location }}"
+            7z a -mx7 -t7z -sfx"$SFXModulePath" "$baseName.exe" "${{ inputs.build_location }}"
         }
 
     - name: Generate Hashes
diff --git a/.github/workflows/github_workflows_build-2026_03.yml b/.github/workflows/github_workflows_build-2026_03.yml
index f5c8a7e9..2f2ac725 100644
--- a/.github/workflows/github_workflows_build-2026_03.yml
+++ b/.github/workflows/github_workflows_build-2026_03.yml
@@ -19,7 +19,7 @@ env:
   # === Global Configuration ===
   WINPYARCH: "64"
   my_cycle: "winpython/portable/cycle_2026_03"
-  my_release_level: "b2"
+  my_release_level: "b3"
   dotwheelhouse: "dotpython\\wheelhouse\\included.wheels"
   pandoc_source: "https://github.com/jgm/pandoc/releases/download/3.1.9/pandoc-3.1.9-windows-x86_64.zip"
   pandoc_sha256: "11eb6dbe5286c9e5edb0cca4412e7d99ec6578ec04158b0b7fe11f7fd96688e5"
@@ -67,31 +67,31 @@ jobs:
         shell: pwsh
         run: |
           switch ($env:PYTHON_VERSIONF) {
-            '3.13' {
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'ver2=3.13.14.0'
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'src=https://github.com/astral-sh/python-build-standalone/releases/download/20260623/cpython-3.13.14+20260623-x86_64-pc-windows-msvc-install_only_stripped.tar.gz'
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'sha=7c3159205dda0289a47e6dd1226c4e5800b1f99a03146cdc25a41fed8ef74f5a'
-            }
-            '3.14' {
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'ver2=3.14.6.0'
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'src=https://github.com/astral-sh/python-build-standalone/releases/download/20260623/cpython-3.14.6+20260623-x86_64-pc-windows-msvc-install_only_stripped.tar.gz'
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'sha=ec05b628ad749682d06d225780fbc02e7bbb5ce2146c9bd8e74a3659b14b693a'
-            }
-            '3.14F' {
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'ver2=3.14.6.0'
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'src=https://github.com/astral-sh/python-build-standalone/releases/download/20260623/cpython-3.14.6+20260623-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz'
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'sha=684fd81c1f3bb1829871e85ffeb71e2d80791cb68b155e6d50405bd32f632242'
-            }
-            '3.15' {
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'ver2=3.15.0.3'
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'src=https://github.com/astral-sh/python-build-standalone/releases/download/20260623/cpython-3.15.0b3+20260623-x86_64-pc-windows-msvc-install_only_stripped.tar.gz'
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'sha=c879c122137c8040e1106362b31ae5e20bd3ecaaf728d2e999332e78951e90b0'
-            }
-            '3.15F' {
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'ver2=3.15.0.3'
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'src=https://github.com/astral-sh/python-build-standalone/releases/download/20260623/cpython-3.15.0b3+20260623-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz'
-              Add-Content -Path $env:GITHUB_OUTPUT -Value 'sha=03e9b659530197bda345a76612034fcc8df36a17e6248e0b4197c180d7dbaa8b'
-            }
+                        '3.13' {
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'ver2=3.13.15.0'
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'src=https://github.com/astral-sh/python-build-standalone/releases/download/20260807/cpython-3.13.15+20260807-x86_64-pc-windows-msvc-install_only_stripped.tar.gz'
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'sha=44bf9ae71f4b45e3ba3104ae331c6eff3f7002593c26fd12453eb9310c4f259a'
+                        }
+                        '3.14' {
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'ver2=3.14.7.0'
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'src=https://github.com/astral-sh/python-build-standalone/releases/download/20260807/cpython-3.14.7+20260807-x86_64-pc-windows-msvc-install_only_stripped.tar.gz'
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'sha=840e368318d1630bd8efbd3f7de8fab32cb4bbd735baef733f9034f2676c6a92'
+                        }
+                        '3.14F' {
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'ver2=3.14.7.0'
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'src=https://github.com/astral-sh/python-build-standalone/releases/download/20260807/cpython-3.14.7+20260807-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz'
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'sha=c8323293c9e76e8b244a0e533894512f067dac2a6aa2dfcb3494cbe74b3af58e'
+                        }
+                        '3.15' {
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'ver2=3.15.0.4'
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'src=https://github.com/astral-sh/python-build-standalone/releases/download/20260807/cpython-3.15.0rc1+20260807-x86_64-pc-windows-msvc-install_only_stripped.tar.gz'
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'sha=bc0d0f3c7b88873688f30bc78da8387a6653a5493424951d3a84c658c973198e'
+                        }
+                        '3.15F' {
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'ver2=3.15.0.4'
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'src=https://github.com/astral-sh/python-build-standalone/releases/download/20260807/cpython-3.15.0rc1+20260807-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz'
+                            Add-Content -Path $env:GITHUB_OUTPUT -Value 'sha=e5998e014f16074ac9f6d61eb2a31ff8ac8bc331b61da2c5acf7d15abf4a2650'
+                        }
           }
 
       - name: Set static and matrix variables based on selected Python version

From 37636f1054f2ab011f17212488c46fba784c0c3d Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 8 Aug 2026 09:09:56 +0200
Subject: [PATCH 020/100] 2026-03 b3 push

---
 .../pylock.64-3_13_15_0dotb3.toml             |   90 +
 .../pylock.64-3_13_15_0slimb3.toml            | 5722 +++++++++++++++++
 .../pylock.64-3_13_15_0whlb3.toml             |   90 +
 .../pylock.64-3_13_15_0whlb3_wheels.toml      | 5513 ++++++++++++++++
 .../pylock.64-3_14_7_0dotb3.toml              |   90 +
 .../pylock.64-3_14_7_0dotfb3.toml             |   90 +
 .../pylock.64-3_14_7_0slimb3.toml             | 5722 +++++++++++++++++
 .../pylock.64-3_14_7_0slimfb3.toml            | 5271 +++++++++++++++
 .../pylock.64-3_14_7_0whlb3.toml              |   90 +
 .../pylock.64-3_14_7_0whlb3_wheels.toml       | 5458 ++++++++++++++++
 .../requir.64-3_13_15_0dotb3.txt              |   16 +
 .../requir.64-3_13_15_0slimb3.txt             | 1040 +++
 .../requir.64-3_13_15_0whlb3.txt              |   16 +
 .../requir.64-3_13_15_0whlb3_wheels.txt       | 1002 +++
 .../cycle_2026_03/requir.64-3_14_7_0dotb3.txt |   16 +
 .../requir.64-3_14_7_0dotfb3.txt              |   16 +
 .../requir.64-3_14_7_0slimb3.txt              | 1040 +++
 .../requir.64-3_14_7_0slimfb3.txt             |  958 +++
 .../cycle_2026_03/requir.64-3_14_7_0whlb3.txt |   16 +
 .../requir.64-3_14_7_0whlb3_wheels.txt        |  992 +++
 20 files changed, 33248 insertions(+)
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dotb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_13_15_0slimb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_13_15_0whlb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_13_15_0whlb3_wheels.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dotb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dotfb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slimb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slimfb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_14_7_0whlb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_14_7_0whlb3_wheels.toml
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_13_15_0dotb3.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_13_15_0slimb3.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_13_15_0whlb3.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_13_15_0whlb3_wheels.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotb3.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotfb3.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimb3.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimfb3.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_14_7_0whlb3.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_14_7_0whlb3_wheels.txt

diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dotb3.toml b/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dotb3.toml
new file mode 100644
index 00000000..a84e8d0e
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dotb3.toml
@@ -0,0 +1,90 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
+name = "build"
+version = "1.4.2"
+
+[[packages.wheels]]
+name = "build-1.4.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/4a/57/3b7d4dd193ade4641c865bc2b93aeeb71162e81fc348b8dad020215601ed/build-1.4.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88"
+
+[[packages]]
+name = "colorama"
+version = "0.4.6"
+
+[[packages.wheels]]
+name = "colorama-0.4.6-py2.py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
+
+[[packages]]
+name = "packaging"
+version = "26.2"
+
+[[packages.wheels]]
+name = "packaging-26.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e"
+
+[[packages]]
+name = "pyproject-hooks"
+version = "1.2.0"
+
+[[packages.wheels]]
+name = "pyproject_hooks-1.2.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913"
+
+[[packages]]
+name = "setuptools"
+version = "83.0.0"
+
+[[packages.wheels]]
+name = "setuptools-83.0.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/5d/40/e1e72872c6354b306daef1703549e8e83b4d43cfea356311bf722a043752/setuptools-83.0.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3"
+
+[[packages]]
+name = "sqlite-bro"
+version = "1.3.2"
+
+[[packages.wheels]]
+name = "sqlite_bro-1.3.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/17/ce/51e2a8e3e11cfd7f8dffcdbbf080721322a1ad62533b58ebc26162a16038/sqlite_bro-1.3.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034"
+
+[[packages]]
+name = "wheel"
+version = "0.47.0"
+
+[[packages.wheels]]
+name = "wheel-0.47.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/87/1b/9e33c09813d65e248f7f773119148a612516a4bea93e9c6f545f78455b7c/wheel-0.47.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
+
+[[packages]]
+name = "wppm"
+version = "17.9.20260805"
+
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diff --git a/winpython/portable/cycle_2026_03/requir.64-3_13_15_0dotb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0dotb3.txt
new file mode 100644
index 00000000..7315becc
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0dotb3.txt
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+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.9.20260805 \
+    --hash=sha256:cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_13_15_0slimb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0slimb3.txt
new file mode 100644
index 00000000..31604046
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0slimb3.txt
@@ -0,0 +1,1040 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.11.0 \
+    --hash=sha256:0c27cff12cdf074d9052bf8c4775ed1904053189a70497fa7b5746f0dbe326d8
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohttp==3.14.1 \
+    --hash=sha256:1ac8531b638959718e18c2207fbfe297819875da46a740b29dfa29beba64355a
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
+    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc
+altair==6.2.2 \
+    --hash=sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583
+annotated-doc==0.0.4 \
+    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320
+annotated-types==0.7.0 \
+    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53
+anthropic==0.120.2 \
+    --hash=sha256:0f0bc2b381dc0eb41c8d886b815d79c2041cd2374f83aed36f574b6dc9c579c1
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
+anywidget==0.11.0 \
+    --hash=sha256:c574d9acc6503ad27b37a9acea48f957a8ba7c9c9876cfcb37898931c098ce9d
+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
+argcomplete==3.6.3 \
+    --hash=sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce
+argon2-cffi==25.1.0 \
+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+argon2-cffi-bindings==25.1.0 \
+    --hash=sha256:a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98
+array-api-compat==1.15.0 \
+    --hash=sha256:7b1b9c53269061403fd5f45a8de349f16e7887653328bfa0c5f2d45299ff0a8e
+arrow==1.4.0 \
+    --hash=sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205
+asgi-csrf==0.11 \
+    --hash=sha256:03ac140115f39d4295288a9adf74fdc6ae607f6ef44abee8466520458207242b
+asgiref==3.11.0 \
+    --hash=sha256:1db9021efadb0d9512ce8ffaf72fcef601c7b73a8807a1bb2ef143dc6b14846d
+asn1crypto==1.5.1 \
+    --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
+ast-serialize==0.7.0 \
+    --hash=sha256:942921b81440d3ea57f90370d5d29bf28dc81c0778e26b736013e83c7b258023
+asteval==1.0.6 \
+    --hash=sha256:5e119ed306e39199fd99c881cea0e306b3f3807f050c9be79829fe274c6378dc
+astroid==4.0.2 \
+    --hash=sha256:d7546c00a12efc32650b19a2bb66a153883185d3179ab0d4868086f807338b9b
+asttokens==3.0.1 \
+    --hash=sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a
+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+asyncssh==2.23.1 \
+    --hash=sha256:f68e55476d41253d785bcac9a90834ae5fdea0f417bd6d7182608bda248de88e
+attrs==26.1.0 \
+    --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309
+autopep8==2.0.4 \
+    --hash=sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb
+azure-core==1.39.0 \
+    --hash=sha256:4ac7b70fab5438c3f68770649a78daf97833caa83827f91df9c14e0e0ea7d34f
+azure-cosmos==4.16.1 \
+    --hash=sha256:43717215ec1433c1ea0f0e3d465f9182fb5afff3ae2331e595367122297872f1
+azure-identity==1.25.3 \
+    --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
+babel==2.18.0 \
+    --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
+bcrypt==5.0.0 \
+    --hash=sha256:64ee8434b0da054d830fa8e89e1c8bf30061d539044a39524ff7dec90481e5c2
+beautifulsoup4==4.14.3 \
+    --hash=sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb
+binaryornot==0.4.4 \
+    --hash=sha256:b8b71173c917bddcd2c16070412e369c3ed7f0528926f70cac18a6c97fd563e4
+black==26.5.1 \
+    --hash=sha256:e1a26503279b6b310669fb0b219c39e4820b77e8189fe80f522bb511f247db0a
+bleach==6.3.0 \
+    --hash=sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6
+blinker==1.9.0 \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+bokeh==3.9.1 \
+    --hash=sha256:8bf2aae574509055fbd6b68f023046bebc91b0bbd631d204d0d60863b4237dbd
+branca==0.8.1 \
+    --hash=sha256:d29c5fab31f7c21a92e34bf3f854234e29fecdcf5d2df306b616f20d816be425
+brotli==1.2.0 \
+    --hash=sha256:b63daa43d82f0cdabf98dee215b375b4058cce72871fd07934f179885aad16e8
+build==1.4.2 \
+    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+cattrs==25.3.0 \
+    --hash=sha256:9896e84e0a5bf723bc7b4b68f4481785367ce07a8a02e7e9ee6eb2819bc306ff
+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
+cffi==2.0.0 \
+    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75
+chardet==7.4.3 \
+    --hash=sha256:e1b98790c284ff813f18f7cf7de5f05ea2435a080030c7f1a8318f3a4f80b131
+charset-normalizer==3.4.7 \
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+clarabel==0.11.1 \
+    --hash=sha256:557d5148a4377ae1980b65d00605ae870a8f34f95f0f6a41e04aa6d3edf67148
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+click-default-group==1.2.4 \
+    --hash=sha256:9b60486923720e7fc61731bdb32b617039aba820e22e1c88766b1125592eaa5f
+cloudpickle==3.1.2 \
+    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
+cohere==7.0.8 \
+    --hash=sha256:a4fe9b9e148cb277ee152009d3566434b055db9d41fc7433abda78add22632ab
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+colorcet==3.2.1 \
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+colorlog==6.10.1 \
+    --hash=sha256:2d7e8348291948af66122cff006c9f8da6255d224e7cf8e37d8de2df3bad8c9c
+comm==0.2.3 \
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+contourpy==1.3.3 \
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+cookiecutter==2.7.1 \
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+cryptography==46.0.7 \
+    --hash=sha256:397655da831414d165029da9bc483bed2fe0e75dde6a1523ec2fe63f3c46046b
+cvxopt==1.3.3 \
+    --hash=sha256:2f7ab5f27caa8c158b6dd8724a75f4a4b1666e1eac7394b4115d920c093e542e
+cvxpy==1.9.2 \
+    --hash=sha256:956b292452a5eed7cacffed25d7d1848618e97ca6ea4a83302591a46149f8f2f
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30
+cython==3.2.9 \
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+dask==2026.7.1 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
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+defusedxml==0.7.1 \
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+diff-match-patch==20241021 \
+    --hash=sha256:93cea333fb8b2bc0d181b0de5e16df50dd344ce64828226bda07728818936782
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+executing==2.2.1 \
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diff --git a/winpython/portable/cycle_2026_03/requir.64-3_13_15_0whlb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0whlb3.txt
new file mode 100644
index 00000000..7315becc
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0whlb3.txt
@@ -0,0 +1,16 @@
+build==1.4.2 \
+    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.9.20260805 \
+    --hash=sha256:cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_13_15_0whlb3_wheels.txt b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0whlb3_wheels.txt
new file mode 100644
index 00000000..d6ac65d3
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0whlb3_wheels.txt
@@ -0,0 +1,1002 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.11.0 \
+    --hash=sha256:0c27cff12cdf074d9052bf8c4775ed1904053189a70497fa7b5746f0dbe326d8
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.6.1 \
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+aiohttp==3.14.1 \
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+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
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diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotb3.txt
new file mode 100644
index 00000000..7315becc
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotb3.txt
@@ -0,0 +1,16 @@
+build==1.4.2 \
+    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.9.20260805 \
+    --hash=sha256:cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotfb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotfb3.txt
new file mode 100644
index 00000000..7315becc
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotfb3.txt
@@ -0,0 +1,16 @@
+build==1.4.2 \
+    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.9.20260805 \
+    --hash=sha256:cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimb3.txt
new file mode 100644
index 00000000..5836a775
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimb3.txt
@@ -0,0 +1,1040 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.11.0 \
+    --hash=sha256:830efd3f212a6360ad66c09fd95171a26a1006a51c893f72238dfb50e0f35e13
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohttp==3.14.1 \
+    --hash=sha256:af8b4b81a960eeaf1234971ac3cd0ba5901f3cd42eae42a46b4d089a8b492719
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
+    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc
+altair==6.2.2 \
+    --hash=sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583
+annotated-doc==0.0.4 \
+    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320
+annotated-types==0.7.0 \
+    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53
+anthropic==0.120.2 \
+    --hash=sha256:0f0bc2b381dc0eb41c8d886b815d79c2041cd2374f83aed36f574b6dc9c579c1
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
+anywidget==0.11.0 \
+    --hash=sha256:c574d9acc6503ad27b37a9acea48f957a8ba7c9c9876cfcb37898931c098ce9d
+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
+argcomplete==3.6.3 \
+    --hash=sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce
+argon2-cffi==25.1.0 \
+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+argon2-cffi-bindings==25.1.0 \
+    --hash=sha256:a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98
+array-api-compat==1.15.0 \
+    --hash=sha256:7b1b9c53269061403fd5f45a8de349f16e7887653328bfa0c5f2d45299ff0a8e
+arrow==1.4.0 \
+    --hash=sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205
+asgi-csrf==0.11 \
+    --hash=sha256:03ac140115f39d4295288a9adf74fdc6ae607f6ef44abee8466520458207242b
+asgiref==3.11.0 \
+    --hash=sha256:1db9021efadb0d9512ce8ffaf72fcef601c7b73a8807a1bb2ef143dc6b14846d
+asn1crypto==1.5.1 \
+    --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
+ast-serialize==0.7.0 \
+    --hash=sha256:942921b81440d3ea57f90370d5d29bf28dc81c0778e26b736013e83c7b258023
+asteval==1.0.6 \
+    --hash=sha256:5e119ed306e39199fd99c881cea0e306b3f3807f050c9be79829fe274c6378dc
+astroid==4.0.2 \
+    --hash=sha256:d7546c00a12efc32650b19a2bb66a153883185d3179ab0d4868086f807338b9b
+asttokens==3.0.1 \
+    --hash=sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a
+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+asyncssh==2.23.1 \
+    --hash=sha256:f68e55476d41253d785bcac9a90834ae5fdea0f417bd6d7182608bda248de88e
+attrs==26.1.0 \
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+autopep8==2.0.4 \
+    --hash=sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb
+azure-core==1.39.0 \
+    --hash=sha256:4ac7b70fab5438c3f68770649a78daf97833caa83827f91df9c14e0e0ea7d34f
+azure-cosmos==4.16.1 \
+    --hash=sha256:43717215ec1433c1ea0f0e3d465f9182fb5afff3ae2331e595367122297872f1
+azure-identity==1.25.3 \
+    --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
+babel==2.18.0 \
+    --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
+bcrypt==5.0.0 \
+    --hash=sha256:64ee8434b0da054d830fa8e89e1c8bf30061d539044a39524ff7dec90481e5c2
+beautifulsoup4==4.14.3 \
+    --hash=sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb
+binaryornot==0.4.4 \
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+black==26.5.1 \
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+bokeh==3.9.1 \
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+branca==0.8.1 \
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+brotli==1.2.0 \
+    --hash=sha256:e7c0af964e0b4e3412a0ebf341ea26ec767fa0b4cf81abb5e897c9338b5ad6a3
+build==1.4.2 \
+    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+cattrs==25.3.0 \
+    --hash=sha256:9896e84e0a5bf723bc7b4b68f4481785367ce07a8a02e7e9ee6eb2819bc306ff
+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
+cffi==2.0.0 \
+    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25
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+charset-normalizer==3.4.7 \
+    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f
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+cloudpickle==3.1.2 \
+    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
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+colorcet==3.2.1 \
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+colorlog==6.10.1 \
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+cvxpy==1.9.2 \
+    --hash=sha256:d25f16ab7da70ac3a44b49df985f00afbe89e64c44625afd38379ca5d77f4787
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+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30
+cython==3.2.9 \
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+dask==2026.7.1 \
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+defusedxml==0.7.1 \
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+    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e
+zstandard==0.25.0 \
+    --hash=sha256:c19bcdd826e95671065f8692b5a4aa95c52dc7a02a4c5a0cac46deb879a017a2
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimfb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimfb3.txt
new file mode 100644
index 00000000..d5f9c8ea
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimfb3.txt
@@ -0,0 +1,958 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.11.0 \
+    --hash=sha256:b853e613c6c8afbe7a3fcea0098c88b935a4d1e1b046813aed1fe7363c7b8fc7
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohttp==3.14.1 \
+    --hash=sha256:5e78b522b7a6e27e0b25d19b247b75039ac4c94f99823e3c9e53ae1603a9f7e9
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
+    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc
+altair==6.2.2 \
+    --hash=sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583
+annotated-doc==0.0.4 \
+    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320
+annotated-types==0.7.0 \
+    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53
+anthropic==0.120.2 \
+    --hash=sha256:0f0bc2b381dc0eb41c8d886b815d79c2041cd2374f83aed36f574b6dc9c579c1
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
+anywidget==0.11.0 \
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+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
+argcomplete==3.6.3 \
+    --hash=sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce
+argon2-cffi==25.1.0 \
+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+argon2-cffi-bindings==25.1.0 \
+    --hash=sha256:b55aec3565b65f56455eebc9b9f34130440404f27fe21c3b375bf1ea4d8fbae6
+array-api-compat==1.15.0 \
+    --hash=sha256:7b1b9c53269061403fd5f45a8de349f16e7887653328bfa0c5f2d45299ff0a8e
+arrow==1.4.0 \
+    --hash=sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205
+asgi-csrf==0.11 \
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+ast-serialize==0.7.0 \
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+asteval==1.0.6 \
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+astroid==4.0.2 \
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+asttokens==3.0.1 \
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+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+asyncssh==2.23.1 \
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+attrs==26.1.0 \
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+autopep8==2.0.4 \
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+azure-core==1.39.0 \
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+babel==2.18.0 \
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+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
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+black==26.5.1 \
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+build==1.4.2 \
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+charset-normalizer==3.4.7 \
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+cloudpickle==3.1.2 \
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+platformdirs==4.9.6 \
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+plotly==6.9.0 \
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+python-lsp-jsonrpc==1.1.2 \
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+python-lsp-ruff==2.3.0 \
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+python-slugify==8.0.4 \
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diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0whlb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0whlb3.txt
new file mode 100644
index 00000000..7315becc
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0whlb3.txt
@@ -0,0 +1,16 @@
+build==1.4.2 \
+    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
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+pyproject-hooks==1.2.0 \
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+wppm==17.9.20260805 \
+    --hash=sha256:cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0whlb3_wheels.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0whlb3_wheels.txt
new file mode 100644
index 00000000..4ab272f5
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0whlb3_wheels.txt
@@ -0,0 +1,992 @@
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From 66056820f44e88db52d9bc67ff7c0de57feaf5fe Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 8 Aug 2026 09:16:50 +0200
Subject: [PATCH 021/100] missetd push

---
 .../pylock.64-3_15_0_4dotb3.toml              | 90 +++++++++++++++++++
 .../pylock.64-3_15_0_4dotfb3.toml             | 90 +++++++++++++++++++
 .../cycle_2026_03/requir.64-3_15_0_4dotb3.txt | 16 ++++
 .../requir.64-3_15_0_4dotfb3.txt              | 16 ++++
 4 files changed, 212 insertions(+)
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotfb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotb3.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotfb3.txt

diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotb3.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotb3.toml
new file mode 100644
index 00000000..a84e8d0e
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotb3.toml
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diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotfb3.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotfb3.toml
new file mode 100644
index 00000000..a84e8d0e
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+
+[[packages.wheels]]
+name = "wppm-17.9.20260805-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/0d/c0/993ae8e37c1f14a2267e416bc4c64cec702f545988ff540b3ea3ef555c95/wppm-17.9.20260805-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d"
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotb3.txt
new file mode 100644
index 00000000..7315becc
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotb3.txt
@@ -0,0 +1,16 @@
+build==1.4.2 \
+    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.9.20260805 \
+    --hash=sha256:cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotfb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotfb3.txt
new file mode 100644
index 00000000..7315becc
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotfb3.txt
@@ -0,0 +1,16 @@
+build==1.4.2 \
+    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.9.20260805 \
+    --hash=sha256:cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d

From e144f0772d8f41463477c5635bb632ce381348e4 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 8 Aug 2026 12:16:47 +0200
Subject: [PATCH 022/100] publish markdown of current build 2026-03 b3

---
 changelogs/WinPythondot-64bit-3.13.15.0.md  |  34 ++
 changelogs/WinPythondot-64bit-3.14.7.0.md   |  34 ++
 changelogs/WinPythondot-64bit-3.15.0.4.md   |  34 ++
 changelogs/WinPythondotf-64bit-3.14.7.0.md  |  34 ++
 changelogs/WinPythondotf-64bit-3.15.0.4.md  |  34 ++
 changelogs/WinPythonslim-64bit-3.13.15.0.md | 547 ++++++++++++++++++++
 changelogs/WinPythonslim-64bit-3.14.7.0.md  | 547 ++++++++++++++++++++
 changelogs/WinPythonslimf-64bit-3.14.7.0.md | 506 ++++++++++++++++++
 8 files changed, 1770 insertions(+)
 create mode 100644 changelogs/WinPythondot-64bit-3.13.15.0.md
 create mode 100644 changelogs/WinPythondot-64bit-3.14.7.0.md
 create mode 100644 changelogs/WinPythondot-64bit-3.15.0.4.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.14.7.0.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.15.0.4.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.13.15.0.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.14.7.0.md
 create mode 100644 changelogs/WinPythonslimf-64bit-3.14.7.0.md

diff --git a/changelogs/WinPythondot-64bit-3.13.15.0.md b/changelogs/WinPythondot-64bit-3.13.15.0.md
new file mode 100644
index 00000000..8196b753
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.13.15.0.md
@@ -0,0 +1,34 @@
+## WinPython 3.13.15.0dot
+
+The following packages are included in WinPython-64bit v3.13.15.0dot b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.13.15 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.14.7.0.md b/changelogs/WinPythondot-64bit-3.14.7.0.md
new file mode 100644
index 00000000..aa499bc9
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.14.7.0.md
@@ -0,0 +1,34 @@
+## WinPython 3.14.7.0dot
+
+The following packages are included in WinPython-64bit v3.14.7.0dot b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.15.0.4.md b/changelogs/WinPythondot-64bit-3.15.0.4.md
new file mode 100644
index 00000000..408ee7c5
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.15.0.4.md
@@ -0,0 +1,34 @@
+## WinPython 3.15.0.4dot
+
+The following packages are included in WinPython-64bit v3.15.0.4dot b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.15.0rc1 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondotf-64bit-3.14.7.0.md b/changelogs/WinPythondotf-64bit-3.14.7.0.md
new file mode 100644
index 00000000..cd4028e6
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.14.7.0.md
@@ -0,0 +1,34 @@
+## WinPython 3.14.7.0dotf
+
+The following packages are included in WinPython-64bit v3.14.7.0dotf b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondotf-64bit-3.15.0.4.md b/changelogs/WinPythondotf-64bit-3.15.0.4.md
new file mode 100644
index 00000000..8e57b90a
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.15.0.4.md
@@ -0,0 +1,34 @@
+## WinPython 3.15.0.4dotf
+
+The following packages are included in WinPython-64bit v3.15.0.4dotf b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.15.0rc1 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.13.15.0.md b/changelogs/WinPythonslim-64bit-3.13.15.0.md
new file mode 100644
index 00000000..94060723
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.13.15.0.md
@@ -0,0 +1,547 @@
+## WinPython 3.13.15.0slim
+
+The following packages are included in WinPython-64bit v3.13.15.0slim b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.13.15 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.11.0 | A generic entrypoint for ADBC drivers.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.6.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.1 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.4 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.7.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 0.120.2 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.6.3 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.11.0 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.7.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.6 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.2 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.1 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.23.1 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.39.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.14.3 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.4.4 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.3.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.1 | Generate complex HTML+JS pages with Python
+[brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
+[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[cattrs](https://pypi.org/project/cattrs) | 25.3.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.0.0 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.4.3 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[cohere](https://pypi.org/project/cohere) | 7.0.8 | 
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.10.1 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 46.0.7 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
+[cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.3 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.0 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.20 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.2.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.17.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[duckdb](https://pypi.org/project/duckdb) | 1.5.5 | DuckDB in-process database
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.136.3 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.12.1 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 3.12.0 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.62.1 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.46 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.48.0 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 1.66.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.6 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.4.0 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[guidata](https://pypi.org/project/guidata) | 3.14.4 | Automatic GUI generation for easy dataset editing and display
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.3.0 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.30.1 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.1.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httptools](https://pypi.org/project/httptools) | 0.7.1 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.26.1 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.5.0 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.2 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 7.0.0 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 1.2.1 | 
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.14.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.24.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.0.5 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.0.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.0 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.0 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.20.0 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.1 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[langchain](https://pypi.org/project/langchain) | 1.3.13 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.4.9 | Building applications with LLMs through composability
+[langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
+[langgraph](https://pypi.org/project/langgraph) | 1.2.9 | Building stateful, multi-actor applications with LLMs
+[langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.1.1 | Library with base interfaces for LangGraph checkpoint savers.
+[langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
+[langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.2 | SDK for interacting with LangGraph API
+[langsmith](https://pypi.org/project/langsmith) | 0.10.2 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.14.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.48.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[magika](https://pypi.org/project/magika) | 0.6.2 | A tool to determine the content type of a file with deep learning
+[mako](https://pypi.org/project/mako) | 1.3.10 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.0.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[markitdown](https://pypi.org/project/markitdown) | 0.1.5 | Utility tool for converting various files to Markdown
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mcp](https://pypi.org/project/mcp) | 1.27.1 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.5.0 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistralai](https://pypi.org/project/mistralai) | 2.8.0 | Python Client SDK for the Mistral AI API.
+[mistune](https://pypi.org/project/mistune) | 3.2.1 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.3 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.23.4 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.2.0 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.36.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[mssql-python](https://pypi.org/project/mssql-python) | 1.13.0 | A Python library for interacting with Microsoft SQL Server
+[mssql-python-odbc](https://pypi.org/project/mssql-python-odbc) | 18.6.2.1 | Internal implementation package for mssql-python: Microsoft ODBC Driver 18 for SQL Server binaries. Not intended for direct use.
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 9.5.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.23.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.10.4 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.0 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.9.4 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.0 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.66.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.4.6 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
+[onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
+[openai](https://pypi.org/project/openai) | 2.52.0 | The official Python library for the openai API
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.39.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.60b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.7.0 | A hyperparameter optimization framework
+[orjson](https://pypi.org/project/orjson) | 3.11.8 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.1 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.3 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.12.0 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.0 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.9.6 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.7 | A Grammar of Graphics for Python
+[plotpy](https://pypi.org/project/plotpy) | 2.10.0 | Curve and image plotting tools for Python/Qt applications
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.43.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.43.2 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.17.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.25.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.1 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.11 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.15.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.3 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.0.4 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.12.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.12.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.12.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.14.1 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pydub](https://pypi.org/project/pydub) | 0.25.1 | Manipulate audio with an simple and easy high level interface
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.19.2 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.10.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.5 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.10.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.17.1 | The sip module support for PyQt5
+[pyqtgraph](https://pypi.org/project/pyqtgraph) | 0.14.0 | Scientific Graphics and GUI Library for Python
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pythonqwt](https://pypi.org/project/pythonqwt) | 0.16.3 | Qt plotting widgets for Python
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.15.0 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.2 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 44.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 7.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.5.9 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.0 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.8 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.1 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.1 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.13.1 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.8.3 | A modern CSS selector implementation for Beautiful Soup.
+[sparsediffpy](https://pypi.org/project/sparsediffpy) | 0.3.0 | Python bindings for SparseDiffEngine algorithmic differentiation
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder](https://pypi.org/project/spyder) | 6.1.6 | The Scientific Python Development Environment
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.5 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.5.5 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.4 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.3.1 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.14.6 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.60.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[superqt](https://pypi.org/project/superqt) | 0.8.1 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.4.0 | A tiny CSS parser
+[tokenizers](https://pypi.org/project/tokenizers) | 0.22.2 | 
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.14.0 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.7 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.67.3 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.14.3 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.33.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.1.14.14 | Canonical source for classifiers on PyPI (pypi.org).
+[twine](https://pypi.org/project/twine) | 6.2.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.2 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2025.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.3.1 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.12.1 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2025.11.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.2 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.3.17 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 3.23.0 | Backport of pathlib-compatible object wrapper for zip files
+[zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.14.7.0.md b/changelogs/WinPythonslim-64bit-3.14.7.0.md
new file mode 100644
index 00000000..4dd439de
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.14.7.0.md
@@ -0,0 +1,547 @@
+## WinPython 3.14.7.0slim
+
+The following packages are included in WinPython-64bit v3.14.7.0slim b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.11.0 | A generic entrypoint for ADBC drivers.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.6.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.1 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.4 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.7.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 0.120.2 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.6.3 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.11.0 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.7.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.6 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.2 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.1 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.23.1 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.39.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.14.3 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.4.4 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.3.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.1 | Generate complex HTML+JS pages with Python
+[brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
+[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[cattrs](https://pypi.org/project/cattrs) | 25.3.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.0.0 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.4.3 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[cohere](https://pypi.org/project/cohere) | 7.0.8 | 
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.10.1 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 46.0.7 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
+[cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.3 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.0 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.20 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.2.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.17.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[duckdb](https://pypi.org/project/duckdb) | 1.5.5 | DuckDB in-process database
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.136.3 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.12.1 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 3.12.0 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.62.1 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.46 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.48.0 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 1.66.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.6 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.4.0 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[guidata](https://pypi.org/project/guidata) | 3.14.4 | Automatic GUI generation for easy dataset editing and display
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.3.0 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.30.1 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.1.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httptools](https://pypi.org/project/httptools) | 0.7.1 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.26.1 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.5.0 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.2 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 7.0.0 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 1.2.1 | 
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.14.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.24.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.0.5 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.0.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.0 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.0 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.20.0 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.1 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[langchain](https://pypi.org/project/langchain) | 1.3.13 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.4.9 | Building applications with LLMs through composability
+[langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
+[langgraph](https://pypi.org/project/langgraph) | 1.2.9 | Building stateful, multi-actor applications with LLMs
+[langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.1.1 | Library with base interfaces for LangGraph checkpoint savers.
+[langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
+[langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.2 | SDK for interacting with LangGraph API
+[langsmith](https://pypi.org/project/langsmith) | 0.10.2 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.14.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.48.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[magika](https://pypi.org/project/magika) | 0.6.2 | A tool to determine the content type of a file with deep learning
+[mako](https://pypi.org/project/mako) | 1.3.10 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.0.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[markitdown](https://pypi.org/project/markitdown) | 0.1.5 | Utility tool for converting various files to Markdown
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mcp](https://pypi.org/project/mcp) | 1.27.1 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.5.0 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistralai](https://pypi.org/project/mistralai) | 2.8.0 | Python Client SDK for the Mistral AI API.
+[mistune](https://pypi.org/project/mistune) | 3.2.1 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.3 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.23.4 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.2.0 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.36.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[mssql-python](https://pypi.org/project/mssql-python) | 1.13.0 | A Python library for interacting with Microsoft SQL Server
+[mssql-python-odbc](https://pypi.org/project/mssql-python-odbc) | 18.6.2.1 | Internal implementation package for mssql-python: Microsoft ODBC Driver 18 for SQL Server binaries. Not intended for direct use.
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 9.5.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.23.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.10.4 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.0 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.9.4 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.0 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.66.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.4.6 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
+[onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
+[openai](https://pypi.org/project/openai) | 2.52.0 | The official Python library for the openai API
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.39.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.60b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.7.0 | A hyperparameter optimization framework
+[orjson](https://pypi.org/project/orjson) | 3.11.8 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.1 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.3 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.12.0 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.0 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.9.6 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.7 | A Grammar of Graphics for Python
+[plotpy](https://pypi.org/project/plotpy) | 2.10.0 | Curve and image plotting tools for Python/Qt applications
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.43.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.43.2 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.17.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.25.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.1 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.11 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.15.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.3 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.0.4 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.12.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.12.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.12.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.14.1 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pydub](https://pypi.org/project/pydub) | 0.25.1 | Manipulate audio with an simple and easy high level interface
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.19.2 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.10.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.5 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.10.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.17.1 | The sip module support for PyQt5
+[pyqtgraph](https://pypi.org/project/pyqtgraph) | 0.14.0 | Scientific Graphics and GUI Library for Python
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pythonqwt](https://pypi.org/project/pythonqwt) | 0.16.3 | Qt plotting widgets for Python
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.15.0 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.2 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 44.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 7.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.5.9 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.0 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.8 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.1 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.1 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.13.1 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.8.3 | A modern CSS selector implementation for Beautiful Soup.
+[sparsediffpy](https://pypi.org/project/sparsediffpy) | 0.3.0 | Python bindings for SparseDiffEngine algorithmic differentiation
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder](https://pypi.org/project/spyder) | 6.1.6 | The Scientific Python Development Environment
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.5 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.5.5 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.4 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.3.1 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.14.6 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.60.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[superqt](https://pypi.org/project/superqt) | 0.8.1 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.4.0 | A tiny CSS parser
+[tokenizers](https://pypi.org/project/tokenizers) | 0.22.2 | 
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.14.0 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.7 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.67.3 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.14.3 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.33.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.1.14.14 | Canonical source for classifiers on PyPI (pypi.org).
+[twine](https://pypi.org/project/twine) | 6.2.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.2 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2025.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.3.1 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.12.1 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2025.11.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.2 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.3.17 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 3.23.0 | Backport of pathlib-compatible object wrapper for zip files
+[zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslimf-64bit-3.14.7.0.md b/changelogs/WinPythonslimf-64bit-3.14.7.0.md
new file mode 100644
index 00000000..d530d2b0
--- /dev/null
+++ b/changelogs/WinPythonslimf-64bit-3.14.7.0.md
@@ -0,0 +1,506 @@
+## WinPython 3.14.7.0slimf
+
+The following packages are included in WinPython-64bit v3.14.7.0slimf b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.11.0 | A generic entrypoint for ADBC drivers.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.6.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.1 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.4 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.7.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 0.120.2 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.6.3 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.11.0 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.7.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.6 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.2 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.1 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.23.1 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.39.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.14.3 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.4.4 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.3.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.1 | Generate complex HTML+JS pages with Python
+[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.0.5 | Extensible memoizing collections and decorators
+[cattrs](https://pypi.org/project/cattrs) | 25.3.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.0.0 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 5.2.0 | Universal encoding detector for Python 3
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.10.1 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 46.0.7 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.3 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.0 | Data visualization toolchain based on aggregating into a grid
+[debugpy](https://pypi.org/project/debugpy) | 1.8.20 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.2.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distributed](https://pypi.org/project/distributed) | 2026.7.1 | Distributed scheduler for Dask
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[django](https://pypi.org/project/django) | 6.0.7 | A high-level Python web framework that encourages rapid development and clean, pragmatic design.
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.17.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.136.3 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 3.12.0 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.62.1 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopandas](https://pypi.org/project/geopandas) | 1.1.3 | Geographic pandas extensions
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.46 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.48.0 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 1.66.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.6 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.4.0 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.3.0 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.30.1 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.4.3 | Fast transfer of large files with the Hugging Face Hub.
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.1.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httptools](https://pypi.org/project/httptools) | 0.7.1 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.16.1 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.5.0 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.2 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 7.0.0 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.14.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.14.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.24.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.0.5 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.0.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.0 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.0 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.20.0 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.1 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.14.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.48.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[mako](https://pypi.org/project/mako) | 1.3.10 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.0.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.5.0 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistralai](https://pypi.org/project/mistralai) | 2.8.0 | Python Client SDK for the Mistral AI API.
+[mistune](https://pypi.org/project/mistune) | 3.2.1 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.3 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.23.4 | Machine Learning Library Extensions
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.36.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[msgpack](https://pypi.org/project/msgpack) | 1.1.2 | MessagePack serializer
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 9.5.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.23.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.10.4 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.0 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.9.4 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.0 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.66.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.4.6 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[openai](https://pypi.org/project/openai) | 2.52.0 | The official Python library for the openai API
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.39.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.60b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.7.0 | A hyperparameter optimization framework
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.3 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.12.0 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.0 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.9.6 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[prettytable](https://pypi.org/project/prettytable) | 3.17.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.25.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.1 | Cross-platform lib for process and system monitoring.
+[psygnal](https://pypi.org/project/psygnal) | 0.15.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.3 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.0.4 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.12.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.12.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.12.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.14.1 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pydub](https://pypi.org/project/pydub) | 0.25.1 | Manipulate audio with an simple and easy high level interface
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.19.2 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.10.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.5 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pymongo](https://pypi.org/project/pymongo) | 4.15.3 | PyMongo - the Official MongoDB Python driver
+[pympler](https://pypi.org/project/pympler) | 1.0.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyogrio](https://pypi.org/project/pyogrio) | 0.12.1 | Vectorized spatial vector file format I/O using GDAL/OGR
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.10.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproj](https://pypi.org/project/pyproj) | 3.7.2 | Python interface to PROJ (cartographic projections and coordinate transformations library)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.15.0 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.2 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 44.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 7.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.5.9 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.0 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.8 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.1 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.1 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.13.1 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.8.3 | A modern CSS selector implementation for Beautiful Soup.
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.5 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.5.5 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.4 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.3.1 | The little ASGI library that shines.
+[streamlit](https://pypi.org/project/streamlit) | 1.60.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tblib](https://pypi.org/project/tblib) | 3.2.2 | Traceback serialization library.
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.4.0 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.14.0 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.7 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.67.3 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.14.3 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.33.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.1.14.14 | Canonical source for classifiers on PyPI (pypi.org).
+[twine](https://pypi.org/project/twine) | 6.2.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.2 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2025.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.3.1 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.12.1 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 16.0 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2025.11.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.2 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.3.17 | A feature-rich command-line audio/video downloader
+[zict](https://pypi.org/project/zict) | 3.0.0 | Mutable mapping tools
+[zipp](https://pypi.org/project/zipp) | 3.23.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+

From 8986e8dc913c8334b0693e160d2c61fc50889718 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 8 Aug 2026 16:52:11 +0200
Subject: [PATCH 023/100] wppm: support venv targets, and fix -md reporting the
 wrong Python

wppm assumed the WinPython layout (python.exe at the distribution root).
A venv puts python.exe in Scripts\ while keeping Lib\site-packages at the
root, so -t <venv> failed is_python_distribution() and -md, -i, -u,
--register, --movable and --fix all died with "Invalid Python
distribution". -ls, -p and -r only worked by accident: piptree derived
site-packages from the *non-existent* <venv>\python.exe, whose parent
happens to be the venv root.

New get_install_root() is the single place that knows a Scripts\ dir
means the root is one level up; get_python_executable(),
get_site_packages_path() and is_python_distribution() all resolve
through it. get_python_executable() still tries the WinPython pair
(python.exe, pypy3.exe) before the Scripts pair, so the change is
additive and cannot shadow a PyPy root. piptree._get_packages() now
calls get_site_packages_path() instead of rebuilding the path inline --
that has to change together with the resolution fix, or -ls would start
looking in <venv>\Scripts\lib\site-packages.

is_python_distribution() also accepts pyvenv.cfg, the canonical venv
marker. python_query() raises a readable RuntimeError instead of
IndexError when the interpreter produces no output.

WinPython's own scripts\ directory (the env.bat sibling) resolves to the
distribution root, which has no python.exe, so it is still correctly
rejected. Verified against WPy64-31470b3: -ls, -p, -r, -md and -md -j
unchanged, and -t <WP>\python\Scripts now resolves instead of failing.

Two -md bugs surfaced while testing the venv path:

- get_package_index_data() passed python_executable_directory (always
  None from main()) to get_installed_tools, so the Tools section
  described the running interpreter and ignored -t: it reported Python
  3.14.6 for a 3.14.2 distribution. Add the missing "or self.target"
  that the get_python_infos call above already has. No-op for the normal
  build flow, where -md runs inside the distribution it documents.

- get_installed_tools() invoked bare "pandoc -v", which only resolves
  inside a WinPython shell; from outside it returned nothing and hit an
  unguarded splitlines()[0]. Call it by full path, and route all four
  version probes through first_line() so none of them can raise.

Cross-version targets are a known remaining limitation: PipData
evaluates dependency markers against the running interpreter, so -p and
-r can pick the wrong branch of a python_version marker when -t points
at another Python. -ls, -lsa and -md are unaffected (no marker
evaluation) and -i/-u delegate to the target's own pip.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 wppm/piptree.py |  4 ++-
 wppm/utils.py   | 78 ++++++++++++++++++++++++++++++++++---------------
 wppm/wppm.py    |  2 +-
 3 files changed, 59 insertions(+), 25 deletions(-)

diff --git a/wppm/piptree.py b/wppm/piptree.py
index 674cfd20..7d375cd6 100644
--- a/wppm/piptree.py
+++ b/wppm/piptree.py
@@ -80,7 +80,9 @@ def _get_packages(self, search_path: str, wheelhouse) -> List[Distribution]:
         if sys.executable == search_path:
             return pm.get_installed_metadata() #Distribution.discover()
         else:
-            return pm.get_installed_metadata(path=[str(Path(search_path).parent / 'lib' / 'site-packages')]) #distributions(path=[str(Path(search_path).parent / 'lib' / 'site-packages')])
+            # get_site_packages_path resolves from the distribution root, so it copes
+            # with the venv layout (python.exe in Scripts, site-packages at the root)
+            return pm.get_installed_metadata(path=[utils.get_site_packages_path(search_path)])
 
     def _process_packages(self, packages: List[Distribution]) -> None:
         """Process packages metadata and store them in the distro dictionary."""
diff --git a/wppm/utils.py b/wppm/utils.py
index 16287244..e71fd527 100644
--- a/wppm/utils.py
+++ b/wppm/utils.py
@@ -23,39 +23,67 @@
 # WHEELBIN_PATTERN defines what an acceptable binary wheel package is
 WHEELBIN_PATTERN = r'([a-zA-Z0-9\-\_\.]*)-([0-9\.\_]*[a-z0-9\+]*[0-9]?)-cp([0-9]*)\-[0-9|c|o|n|e|p|m]*\-(win32|win\_amd64)\.whl'
 
-def get_python_executable(path=None):
-    """Return the path to the Python executable."""
+def get_install_root(path=None):
+    """Return the root directory of the Python installation designated by *path*.
+
+    *path* may be the root itself, a python executable, or the 'Scripts'
+    directory holding one (venv layout: python.exe lives in <root>/Scripts,
+    while Lib/site-packages stays at <root>).
+    """
     python_path = Path(path) if path else Path(sys.executable)
     base_dir = python_path if python_path.is_dir() else python_path.parent
-    python_exe = base_dir / 'python.exe'
-    pypy_exe = base_dir / 'pypy3.exe'  # For PyPy
-    return str(python_exe if python_exe.is_file() else pypy_exe)
+    if base_dir.name.lower() == 'scripts':
+        return base_dir.parent
+    return base_dir
+
+def get_python_executable(path=None):
+    """Return the path to the Python executable.
+
+    Handles the WinPython layout (python.exe at the root) and the venv layout
+    (python.exe in the 'Scripts' sub-directory). Returns <root>/python.exe when
+    no interpreter is found, so callers can test the result with is_file().
+    """
+    root = get_install_root(path)
+    for candidate in (root / 'python.exe', root / 'pypy3.exe',  # PyPy
+                      root / 'Scripts' / 'python.exe', root / 'Scripts' / 'pypy3.exe'):
+        if candidate.is_file():
+            return str(candidate)
+    return str(root / 'python.exe')
 
 def get_site_packages_path(path=None):
     """Return the path to the Python site-packages directory."""
-    python_path = Path(path) if path else Path(sys.executable)
-    base_dir = python_path if python_path.is_dir() else python_path.parent
-    site_packages = base_dir / 'Lib' / 'site-packages'
-    pypy_site_packages = base_dir / 'site-packages'  # For PyPy
+    root = get_install_root(path)
+    site_packages = root / 'Lib' / 'site-packages'
+    pypy_site_packages = root / 'site-packages'  # For PyPy
     return str(pypy_site_packages if pypy_site_packages.is_dir() else site_packages)
 
+def first_line(text, default="?"):
+    """Return the first non-empty line of *text*, or *default* if there is none."""
+    for line in text.splitlines():
+        if line.strip():
+            return line
+    return default
+
+def get_file_version(exe):
+    """Return the Windows FileVersion resource of *exe* ('?' if unavailable)."""
+    return first_line(exec_shell_cmd(f'powershell (Get-Item "{exe}").VersionInfo.FileVersion', Path(exe).parent))
+
 def get_installed_tools(path=None)-> str:
         """Generates Markdown for installed tools section in package index."""
         tool_lines = []
         python_exe = Path(get_python_executable(path))
-        version = exec_shell_cmd(f'powershell (Get-Item {python_exe}).VersionInfo.FileVersion', python_exe.parent).splitlines()[0]
-        tool_lines.append(("Python" ,f"http://www.python.org/", version, "Python programming language with standard library"))
-        if (node_exe := python_exe.parent.parent / "n" / "node.exe").exists():
-            version = exec_shell_cmd(f'powershell (Get-Item {node_exe}).VersionInfo.FileVersion', node_exe.parent).splitlines()[0]
-            tool_lines.append(("Nodejs", "https://nodejs.org", version, "a JavaScript runtime built on Chrome's V8 JavaScript engine"))
-
-        if (pandoc_exe := python_exe.parent.parent / "t" / "pandoc.exe").exists():
-            version = exec_shell_cmd("pandoc -v", pandoc_exe.parent).splitlines()[0].split(" ")[-1]
+        root = python_exe.parent.parent  # WinPython distribution root, holding the tool dirs
+        tool_lines.append(("Python" ,f"http://www.python.org/", get_file_version(python_exe), "Python programming language with standard library"))
+        if (node_exe := root / "n" / "node.exe").exists():
+            tool_lines.append(("Nodejs", "https://nodejs.org", get_file_version(node_exe), "a JavaScript runtime built on Chrome's V8 JavaScript engine"))
+
+        if (pandoc_exe := root / "t" / "pandoc.exe").exists():
+            # call it by full path: 'pandoc' is only on PATH inside a WinPython shell
+            version = first_line(exec_shell_cmd(f'"{pandoc_exe}" -v', pandoc_exe.parent)).split(" ")[-1]
             tool_lines.append(("Pandoc", "https://pandoc.org", version, "an universal document converter"))
 
-        if (vscode_exe := python_exe.parent.parent / "t" / "VSCode" / "Code.exe").exists():
-            version = exec_shell_cmd(f'powershell (Get-Item {vscode_exe}).VersionInfo.FileVersion', vscode_exe.parent).splitlines()[0]
-            tool_lines.append(("VSCode","https://code.visualstudio.com", version, "a source-code editor developed by Microsoft"))
+        if (vscode_exe := root / "t" / "VSCode" / "Code.exe").exists():
+            tool_lines.append(("VSCode","https://code.visualstudio.com", get_file_version(vscode_exe), "a source-code editor developed by Microsoft"))
         return tool_lines
 
 def onerror(function, path, excinfo):
@@ -82,10 +110,11 @@ def print_box(text):
     print("\n\n" + "\n".join([line0, line1, line0]) + "\n")
 
 def is_python_distribution(path):
-    """Return True if path is a Python distribution."""
+    """Return True if path is a Python distribution (WinPython, plain install or venv)."""
     has_exec = Path(get_python_executable(path)).is_file()
     has_site = Path(get_site_packages_path(path)).is_dir()
-    return has_exec and has_site
+    has_venv_cfg = (get_install_root(path) / 'pyvenv.cfg').is_file()  # canonical venv marker
+    return has_exec and (has_site or has_venv_cfg)
 
 def decode_fs_string(string):
     """Convert string from file system charset to unicode."""
@@ -105,7 +134,10 @@ def exec_run_cmd(args, path=None):
 def python_query(cmd, path):
     """Execute Python command using the Python interpreter located in *path*."""
     the_exe = get_python_executable(path)
-    return exec_shell_cmd(f'"{the_exe}" -c "{cmd}"', path).splitlines()[0]
+    output = exec_shell_cmd(f'"{the_exe}" -c "{cmd}"', path).splitlines()
+    if not output:
+        raise RuntimeError(f"No output from '{the_exe}': not a usable Python interpreter")
+    return output[0]
 
 def python_execmodule(cmd, path):
     """Execute Python command using the Python interpreter located in *path*."""
diff --git a/wppm/wppm.py b/wppm/wppm.py
index fa62e58d..b7bffbc0 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -90,7 +90,7 @@ def get_package_index_data(self, python_executable_directory: str|None = None, w
         my_flavor = flavor or os.getenv("WINPYFLAVOR", "")
         my_release_level = release_level or  os.getenv("WINPYVER", "").replace(my_winpyver2+my_flavor, "")
 
-        tools_list = utils.get_installed_tools(utils.get_python_executable(python_executable_directory))
+        tools_list = utils.get_installed_tools(utils.get_python_executable(python_executable_directory or self.target))
         package_list = [(pkg.name, pkg.url, pkg.version, pkg.description) for pkg in self.get_installed_packages()]
         wheelhouse_list = []
         my_wheeldir = Path(wheeldir) if wheeldir else self.wheelhouse / 'included.wheels'

From d6e1bc86134dea2fc024b6e78a7506839b4d9702 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 8 Aug 2026 16:55:37 +0200
Subject: [PATCH 024/100] bump wppm version to 17.10.20260808

Middle digit up: -t now accepts a venv (and any Python whose python.exe
lives in Scripts), so this is not a fixes-only release.

Also refresh the help output pasted in README_PYPI.md, which carries the
version string.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 README_PYPI.md   | 2 +-
 wppm/__init__.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README_PYPI.md b/README_PYPI.md
index 9fc25a28..af05bd5f 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -188,7 +188,7 @@ usage: wppm [-h] [-v] [--register] [--unregister] [--fix] [--movable]
             [-l LEVELS] [-j] [-t TARGET] [-i] [-u]
             [package(s) or lockfile ...]
 
-WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages (17.9.20260805)
+WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages (17.10.20260808)
 
 positional arguments:
   package(s) or lockfile
diff --git a/wppm/__init__.py b/wppm/__init__.py
index 161fcdda..9d328227 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -28,6 +28,6 @@
 OTHER DEALINGS IN THE SOFTWARE.
 """
 
-__version__ = '17.9.20260805'
+__version__ = '17.10.20260808'
 __license__ = __doc__
 __project_url__ = 'http://winpython.github.io/'

From be1b60692583d88bbfa89a92b41c30ac0d910dba Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 8 Aug 2026 17:09:04 +0200
Subject: [PATCH 025/100] piptree: record the no-subprocess constraint

piptree runs inside JupyterLite/Pyodide, where no process can be spawned.
PipData, pip_list, down and up are pure importlib.metadata + pathlib
today; only Distribution, -md, -i and -u spawn, and those are Windows-
only. Nothing enforced that, and the obvious fix for the cross-version
marker bug -- ask the target interpreter over subprocess -- would have
landed squarely on the portable path, on every run.

So write it down where someone would reach for it: the module docstring,
and _get_environment(), which is where the temptation is. The docstring
also points at the file-based alternative: pyvenv.cfg carries
"version = 3.13.7" for a venv, python313.dll at the root gives
major.minor for a plain install or WinPython, and neither is needed
unless target differs from the running interpreter.

Comments only, no behaviour change.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 wppm/piptree.py | 22 +++++++++++++++++++++-
 1 file changed, 21 insertions(+), 1 deletion(-)

diff --git a/wppm/piptree.py b/wppm/piptree.py
index 7d375cd6..e6a51e35 100644
--- a/wppm/piptree.py
+++ b/wppm/piptree.py
@@ -3,6 +3,12 @@
 piptree.py: inspect and display Python package dependencies,
 supporting both downward and upward dependency trees.
 Requires Python 3.8+ due to importlib.metadata.
+
+Keep this module free of subprocess: it must stay pure importlib.metadata +
+pathlib, so it can run where no process can be spawned -- notably inside
+JupyterLite/Pyodide, where piptree is known to work. The rest of wppm
+(Distribution, -md, -i, -u) does spawn and is Windows-only; piptree is the
+part that travels. See _get_environment() for the one place this bites.
 """
 
 import json
@@ -58,7 +64,21 @@ def normalize(name: str) -> str:
         return re.sub(r"[-_.]+", "-", name).lower()
 
     def _get_environment(self) -> Dict[str, str]:
-        """Collect system and Python environment details."""
+        """Collect system and Python environment details, for marker evaluation.
+
+        These describe the *running* interpreter, not `target`. So when -t points
+        at another Python, markers can pick the wrong branch: a 3.13 target read
+        from a 3.14 wppm resolves `python_version >= '3.14'` as true. pip_list()
+        is unaffected (it evaluates no marker); down()/up() are.
+
+        Do NOT fix this by asking the target interpreter over subprocess: this
+        runs once per PipData, on the only code path that works without process
+        spawning (see module docstring). Read the target's version from files
+        instead -- `pyvenv.cfg` carries `version = 3.13.7` for a venv, and
+        `python313.dll` at the root gives major.minor for a plain install or
+        WinPython (skip the `...t.dll` free-threaded variant). Both are ordinary
+        reads, and only needed when target is not the running interpreter.
+        """
         return {
             "implementation_name": sys.implementation.name,
             "implementation_version": f"{sys.implementation.version.major}.{sys.implementation.version.minor}.{sys.implementation.version.micro}",

From 31591fb17d544dd62e133e494cfba102ee6bf3ba Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 8 Aug 2026 18:27:20 +0200
Subject: [PATCH 026/100] update README

---
 README.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.rst b/README.rst
index a727f9ca..6ffcfbc9 100644
--- a/README.rst
+++ b/README.rst
@@ -3,7 +3,7 @@ WinPython tools
 
 Copyright 2012-2013 Pierre Raybaut
 
-Copyright 2014-2025+ The Winpython development team: https://github.com/winpython/
+Copyright 2014-2026+ The Winpython development team: https://github.com/winpython/
 
 Licensed under the terms of the MIT License
 (see wppm/__init__.py for details)
@@ -25,8 +25,8 @@ WinPython Package Manager (WPPM)
 WinPython build toolchain (historic)
   generate_a_winpython_distropy_meta.bat with a toml file is the toolchain used to build a WinPython distribution from (almost) scratch.
 
-WinPython build toolchain via Github action (news of 2025-08-24)
-  fork the project and run github action like `github_workflows_build-all_3.14.yml` for python-3.14
+WinPython build toolchain via Github action (news of 2026-01-01)
+  fork the project and run github action like `github_workflows_build-YYYY_NN.yml` for WinPython YYYY-NN relase
   you can modify the list of wheels with hash to your preference
 
 

From 2a16046ea516bbc8bc589e8d099901d99fe04d21 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 08:15:50 +0200
Subject: [PATCH 027/100] tests: add a pytest suite for wppm

The repo had no tests at all, while wppm ships on PyPI. This covers the
areas that actually broke recently, and each group was checked by
reverting the fix it guards and confirming it fails.

- test_target_resolution.py: WinPython vs venv layout. Includes the case
  that made this necessary -- WinPython's distribution-root scripts\
  holds env.bat, not an interpreter, and must not be taken for a venv
  Scripts dir -- and the ordering guarantee that a Scripts\python.exe
  never shadows a root one.
- test_piptree.py: dependency trees over a synthetic site-packages, so
  extras, missing packages and cycles are all controlled. Also pins the
  marker environment as a characterisation test: markers are evaluated
  against the running interpreter, and a fix should have to update these
  deliberately rather than drift.
- test_no_subprocess.py: makes the JupyterLite/Pyodide rule executable.
  Every spawn API is replaced by a raising stub, so anyone who makes
  PipData shell out gets a failure instead of silently ending
  portability. Includes a test that the guard itself bites.
- test_distribution.py: -md must describe the target. The CLI cannot
  catch this, because a venv built from the running interpreter reports
  the same version either way, so this records which path
  get_installed_tools is asked about.
- test_cli.py: end-to-end on a real venv -- the commands that returned
  "Invalid Python distribution" for any venv before the fix.

Offline and hermetic: synthetic .dist-info trees for the logic, and one
plain venv (ensurepip is bundled, so no network) for end-to-end. 64
tests, ~20s. Non-Windows is skipped rather than failed.

Verified by mutation: reverting get_python_executable fails 9, reverting
piptree's site-packages resolution fails 17, reverting the -md target
fails 1.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 pyproject.toml                  |   5 ++
 tests/conftest.py               |  83 ++++++++++++++++++++
 tests/test_cli.py               | 111 +++++++++++++++++++++++++++
 tests/test_distribution.py      | 109 ++++++++++++++++++++++++++
 tests/test_no_subprocess.py     |  60 +++++++++++++++
 tests/test_piptree.py           | 131 ++++++++++++++++++++++++++++++++
 tests/test_target_resolution.py | 124 ++++++++++++++++++++++++++++++
 7 files changed, 623 insertions(+)
 create mode 100644 tests/conftest.py
 create mode 100644 tests/test_cli.py
 create mode 100644 tests/test_distribution.py
 create mode 100644 tests/test_no_subprocess.py
 create mode 100644 tests/test_piptree.py
 create mode 100644 tests/test_target_resolution.py

diff --git a/pyproject.toml b/pyproject.toml
index 26477876..2d7148dd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,3 +42,8 @@ Issues = "https://github.com/winpython/winpython/issues"
 
 [project.scripts]
 wppm = "wppm.wppm:main"
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+pythonpath = [".", "tests"]
+addopts = "-ra"
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 00000000..f321dd4e
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,83 @@
+# -*- coding: utf-8 -*-
+"""Shared fixtures.
+
+Most tests build *synthetic* distribution layouts in tmp_path: wppm's target
+resolution is pure path logic, so a directory tree with an empty `python.exe`
+in it exercises the real code without needing a real interpreter. That keeps
+the suite fast, offline and deterministic.
+
+Only the end-to-end CLI tests need a real interpreter, and they use a plain
+`python -m venv` (which bundles pip via ensurepip, so still no network).
+"""
+import subprocess
+import sys
+from pathlib import Path
+
+import pytest
+
+IS_WINDOWS = sys.platform == "win32"
+
+windows_only = pytest.mark.skipif(
+    not IS_WINDOWS, reason="wppm targets the Windows layout (python.exe / Scripts)"
+)
+
+
+def write_dist(site_packages: Path, name: str, version: str, requires=(),
+               summary: str = "", extras=()) -> Path:
+    """Write a minimal .dist-info so importlib.metadata can discover the package."""
+    dist_info = site_packages / f"{name.replace('-', '_')}-{version}.dist-info"
+    dist_info.mkdir(parents=True, exist_ok=True)
+    lines = ["Metadata-Version: 2.1", f"Name: {name}", f"Version: {version}"]
+    if summary:
+        lines.append(f"Summary: {summary}")
+    lines += [f"Provides-Extra: {e}" for e in extras]
+    lines += [f"Requires-Dist: {r}" for r in requires]
+    (dist_info / "METADATA").write_text("\n".join(lines) + "\n", encoding="utf-8")
+    (dist_info / "INSTALLER").write_text("pytest\n", encoding="utf-8")
+    return dist_info
+
+
+@pytest.fixture
+def winpython_layout(tmp_path: Path) -> Path:
+    """WinPython/plain install: python.exe at the root, Lib/site-packages beside it.
+
+    Also creates the distribution-root `scripts/` sibling that holds env.bat --
+    that directory is NOT a venv Scripts dir and must not be mistaken for one.
+    """
+    root = tmp_path / "WPy64-31470b3" / "python"
+    (root / "Lib" / "site-packages").mkdir(parents=True)
+    (root / "Scripts").mkdir()
+    (root / "python.exe").write_bytes(b"MZ")
+    distro_root = root.parent
+    (distro_root / "scripts").mkdir()
+    (distro_root / "scripts" / "env.bat").write_text("@echo off\n", encoding="utf-8")
+    (distro_root / "wheelhouse").mkdir()
+    return root
+
+
+@pytest.fixture
+def venv_layout(tmp_path: Path) -> Path:
+    """venv: python.exe under Scripts/, Lib/site-packages at the root, pyvenv.cfg marker."""
+    root = tmp_path / "myvenv"
+    (root / "Scripts").mkdir(parents=True)
+    (root / "Lib" / "site-packages").mkdir(parents=True)
+    (root / "Scripts" / "python.exe").write_bytes(b"MZ")
+    (root / "pyvenv.cfg").write_text(
+        "home = C:\\Python\nversion = 3.14.6\n", encoding="utf-8"
+    )
+    return root
+
+
+@pytest.fixture(scope="session")
+def real_venv(tmp_path_factory) -> Path:
+    """A genuine venv. ensurepip is bundled, so this needs no network."""
+    if not IS_WINDOWS:
+        pytest.skip("wppm targets the Windows layout")
+    target = tmp_path_factory.mktemp("real") / "venv"
+    proc = subprocess.run(
+        [sys.executable, "-m", "venv", str(target)],
+        capture_output=True, text=True,
+    )
+    if proc.returncode != 0:
+        pytest.skip(f"could not create a venv: {proc.stderr.strip()[:200]}")
+    return target
diff --git a/tests/test_cli.py b/tests/test_cli.py
new file mode 100644
index 00000000..667e22ca
--- /dev/null
+++ b/tests/test_cli.py
@@ -0,0 +1,111 @@
+# -*- coding: utf-8 -*-
+"""End-to-end: run the wppm CLI against a real venv.
+
+These are the commands that returned "OSError: Invalid Python distribution"
+for any venv before the target-resolution fix.
+"""
+import json
+import subprocess
+import sys
+from pathlib import Path
+
+import pytest
+
+from conftest import windows_only
+
+REPO_ROOT = Path(__file__).resolve().parent.parent
+
+pytestmark = windows_only
+
+
+def wppm(*args, expect_ok=True):
+    """Run `python -m wppm ...` from the repo, not from an installed copy."""
+    proc = subprocess.run(
+        [sys.executable, "-X", "utf8", "-m", "wppm", *args],
+        capture_output=True, text=True, cwd=str(REPO_ROOT), timeout=300,
+        encoding="utf-8", errors="replace",
+    )
+    if expect_ok:
+        assert proc.returncode == 0, f"exit {proc.returncode}\n{proc.stdout}\n{proc.stderr}"
+    return proc
+
+
+class TestListing:
+    def test_lists_packages_of_a_venv(self, real_venv):
+        out = wppm("-t", str(real_venv), "-ls").stdout
+        assert "pip" in out
+
+    def test_scripts_target_gives_the_same_listing(self, real_venv):
+        """-t <venv>\\Scripts used to print nothing at all."""
+        root = wppm("-t", str(real_venv), "-ls").stdout
+        scripts = wppm("-t", str(real_venv / "Scripts"), "-ls").stdout
+        assert scripts.strip() == root.strip()
+        assert "pip" in scripts
+
+    def test_json_listing_is_valid_json(self, real_venv):
+        out = wppm("-t", str(real_venv), "-ls", "pip", "-j").stdout
+        assert any(row["package"] == "pip" for row in json.loads(out))
+
+    def test_filters_by_expression(self, real_venv):
+        out = wppm("-t", str(real_venv), "-ls", "^pip$", "-j").stdout
+        assert [r["package"] for r in json.loads(out)] == ["pip"]
+
+    def test_does_not_list_the_running_interpreters_packages(self, real_venv):
+        """A -t listing must describe the target, not whatever runs wppm."""
+        names = {r["package"] for r in json.loads(
+            wppm("-t", str(real_venv), "-ls", "-j").stdout)}
+        assert "pytest" not in names
+
+
+class TestTrees:
+    def test_downward_tree(self, real_venv):
+        assert "pip==" in wppm("-t", str(real_venv), "-p", "pip", "-l1").stdout
+
+    def test_upward_tree(self, real_venv):
+        assert "pip==" in wppm("-t", str(real_venv), "-r", "pip", "-l1").stdout
+
+    def test_tree_json_parses(self, real_venv):
+        out = wppm("-t", str(real_venv), "-p", "pip", "-l1", "-j").stdout
+        assert json.loads(out)
+
+
+class TestMarkdown:
+    def test_generates_a_package_index(self, real_venv):
+        out = wppm("-t", str(real_venv), "-md").stdout
+        assert "### Python packages" in out
+        assert "pip" in out
+
+    def test_reports_plain_python_not_winpython(self, real_venv):
+        """WINPYVER2 is unset here, so it must not claim to be WinPython."""
+        assert "## Python" in wppm("-t", str(real_venv), "-md").stdout
+
+    def test_tools_section_reports_the_target_python_version(self, real_venv):
+        """Sanity check only: this venv comes from the running interpreter, so it
+        cannot tell target from runner -- test_distribution.py does that.
+        """
+        data = json.loads(wppm("-t", str(real_venv), "-md", "-j").stdout)
+        tools = {t["name"]: t["version"] for t in data["tools"]}
+        expected = subprocess.run(
+            [str(real_venv / "Scripts" / "python.exe"), "-c",
+             "import platform;print(platform.python_version())"],
+            capture_output=True, text=True,
+        ).stdout.strip()
+        assert tools["Python"].startswith(expected)
+
+    def test_json_manifest_has_the_expected_shape(self, real_venv):
+        data = json.loads(wppm("-t", str(real_venv), "-md", "-j").stdout)
+        assert set(data) >= {"distribution", "tools", "packages", "wheelhouse"}
+        assert set(data["distribution"]) >= {"name", "version", "python_version"}
+
+
+class TestBadTarget:
+    def test_rejects_a_directory_that_is_not_a_python(self, tmp_path):
+        proc = wppm("-t", str(tmp_path), "-md", expect_ok=False)
+        assert proc.returncode != 0
+        assert "Invalid Python distribution" in proc.stdout + proc.stderr
+
+
+class TestHelp:
+    def test_help_mentions_the_version(self):
+        from wppm import __version__
+        assert __version__ in wppm("-h").stdout
diff --git a/tests/test_distribution.py b/tests/test_distribution.py
new file mode 100644
index 00000000..ff688316
--- /dev/null
+++ b/tests/test_distribution.py
@@ -0,0 +1,109 @@
+# -*- coding: utf-8 -*-
+"""Distribution and the -md package index.
+
+The CLI tests cannot catch "-md described the wrong interpreter", because a
+venv made from the running Python reports the same version either way. These
+check which path the code actually asks about.
+"""
+from pathlib import Path
+
+import pytest
+
+from wppm import utils, wppm
+
+from conftest import write_dist
+
+
+@pytest.fixture
+def target(tmp_path, monkeypatch):
+    """A synthetic distribution, with the spawning probes stubbed out."""
+    root = tmp_path / "WPy64-1234" / "python"
+    site = root / "Lib" / "site-packages"
+    site.mkdir(parents=True)
+    (root / "python.exe").write_bytes(b"MZ")
+    write_dist(site, "somepkg", "1.2.3", summary="A package")
+    monkeypatch.setattr(utils, "get_python_infos", lambda path: ("9.9", 64))
+    return root
+
+
+@pytest.fixture
+def tools_probe(monkeypatch):
+    """Record the path -md asks get_installed_tools about."""
+    seen = []
+
+    def fake(path=None):
+        seen.append(path)
+        return [("Python", "http://www.python.org/", "9.9.9", "stub")]
+
+    monkeypatch.setattr(utils, "get_installed_tools", fake)
+    return seen
+
+
+class TestPackageIndexTarget:
+    def test_tools_are_read_from_the_target_not_the_running_interpreter(
+        self, target, tools_probe
+    ):
+        """Regression: -md used to describe whatever interpreter ran wppm."""
+        wppm.Distribution(str(target)).get_package_index_data()
+        assert len(tools_probe) == 1
+        asked = Path(tools_probe[0])
+        assert target in asked.parents or asked == target / "python.exe"
+
+    def test_explicit_directory_argument_still_wins(self, target, tools_probe, tmp_path):
+        other = tmp_path / "other"
+        other.mkdir()
+        (other / "python.exe").write_bytes(b"MZ")
+        wppm.Distribution(str(target)).get_package_index_data(
+            python_executable_directory=str(other)
+        )
+        assert Path(tools_probe[0]) == other / "python.exe"
+
+    def test_packages_come_from_the_target(self, target, tools_probe):
+        data = wppm.Distribution(str(target)).get_package_index_data()
+        assert [p["name"] for p in data["packages"]] == ["somepkg"]
+
+    def test_identity_is_plain_python_without_winpyver2(
+        self, target, tools_probe, monkeypatch
+    ):
+        monkeypatch.delenv("WINPYVER2", raising=False)
+        data = wppm.Distribution(str(target)).get_package_index_data()
+        assert data["distribution"]["name"] == "Python"
+
+    def test_identity_is_winpython_when_told_so(self, target, tools_probe):
+        data = wppm.Distribution(str(target)).get_package_index_data(
+            winpyver2="3.14.7.0", flavor="slim", release_level="b3"
+        )
+        assert data["distribution"]["name"] == "WinPython"
+        assert data["distribution"]["version"] == "3.14.7.0slim"
+
+    def test_explicit_arguments_beat_the_environment(
+        self, target, tools_probe, monkeypatch
+    ):
+        """The build passes these as env vars today; arguments must take priority."""
+        monkeypatch.setenv("WINPYVER2", "0.0.0.0")
+        monkeypatch.setenv("WINPYFLAVOR", "wrong")
+        data = wppm.Distribution(str(target)).get_package_index_data(
+            winpyver2="3.14.7.0", flavor="slim"
+        )
+        assert data["distribution"]["version"] == "3.14.7.0slim"
+
+
+class TestVersionProbesDoNotCrash:
+    """Every version probe used to end in an unguarded splitlines()[0]."""
+
+    def test_first_line_falls_back_when_output_is_empty(self):
+        assert utils.first_line("") == "?"
+        assert utils.first_line("\n  \n") == "?"
+
+    def test_first_line_skips_blank_leading_lines(self):
+        assert utils.first_line("\n\n3.14.2\nrest") == "3.14.2"
+
+    def test_installed_tools_survives_a_silent_probe(self, tmp_path, monkeypatch):
+        """A tool that prints nothing must not take the whole -md down."""
+        root = tmp_path / "python"
+        root.mkdir()
+        (root / "python.exe").write_bytes(b"MZ")
+        monkeypatch.setattr(utils, "exec_shell_cmd", lambda *a, **k: "")
+        tools = utils.get_installed_tools(str(root))
+        assert [t[0] for t in tools] == ["Python"]
+        assert tools[0][2] == "?"
diff --git a/tests/test_no_subprocess.py b/tests/test_no_subprocess.py
new file mode 100644
index 00000000..a8c87133
--- /dev/null
+++ b/tests/test_no_subprocess.py
@@ -0,0 +1,60 @@
+# -*- coding: utf-8 -*-
+"""piptree must never spawn a process.
+
+It runs inside JupyterLite/Pyodide, where process spawning does not exist.
+This is the executable form of the rule stated in piptree's module docstring:
+if someone makes PipData shell out to the target interpreter, these fail.
+"""
+import subprocess
+
+import pytest
+
+from wppm import piptree
+
+from conftest import write_dist
+
+
+class Spawned(Exception):
+    """Raised instead of starting a process."""
+
+
+@pytest.fixture
+def no_spawn(monkeypatch):
+    def boom(*args, **kwargs):
+        raise Spawned("piptree must not spawn a process (it runs in Pyodide)")
+
+    for name in ("Popen", "run", "call", "check_call", "check_output"):
+        monkeypatch.setattr(subprocess, name, boom)
+    return boom
+
+
+@pytest.fixture
+def target(tmp_path):
+    root = tmp_path / "dist"
+    site = root / "Lib" / "site-packages"
+    site.mkdir(parents=True)
+    (root / "python.exe").write_bytes(b"MZ")
+    write_dist(site, "app", "1.0", summary="An app", requires=["lib"])
+    write_dist(site, "lib", "2.0", summary="A lib")
+    return root
+
+
+def test_building_pipdata_spawns_nothing(no_spawn, target):
+    assert piptree.PipData(str(target)).distro
+
+
+def test_pip_list_spawns_nothing(no_spawn, target):
+    pip = piptree.PipData(str(target))
+    assert len(pip.pip_list(full=True)) == 2
+
+
+def test_dependency_trees_spawn_nothing(no_spawn, target):
+    pip = piptree.PipData(str(target))
+    assert "lib==2.0" in pip.down("app", "", 2)
+    assert "app==1.0" in pip.up("lib", "", 2)
+
+
+def test_the_guard_itself_works(no_spawn):
+    """Guard against a false negative: prove the patch really blocks spawning."""
+    with pytest.raises(Spawned):
+        subprocess.Popen(["cmd", "/c", "echo", "hi"])
diff --git a/tests/test_piptree.py b/tests/test_piptree.py
new file mode 100644
index 00000000..cd5afd71
--- /dev/null
+++ b/tests/test_piptree.py
@@ -0,0 +1,131 @@
+# -*- coding: utf-8 -*-
+"""Dependency-tree reading, against a synthetic site-packages.
+
+Hand-written .dist-info gives full control of the graph -- extras, missing
+packages, cycles -- without installing anything.
+"""
+import pytest
+
+from wppm import piptree
+
+from conftest import write_dist
+
+
+@pytest.fixture
+def graph(tmp_path):
+    """A small dependency graph:
+
+        app 1.0 -> lib >=1.0 -> helper
+        app[extra] -> optional (not installed)
+        orphan 9.9 (nothing depends on it)
+    """
+    root = tmp_path / "dist"
+    site = root / "Lib" / "site-packages"
+    site.mkdir(parents=True)
+    (root / "python.exe").write_bytes(b"MZ")
+    write_dist(site, "app", "1.0", summary="The application",
+               requires=["lib>=1.0", 'optional>=2.0; extra == "fancy"'],
+               extras=["fancy"])
+    write_dist(site, "lib", "1.5", summary="A library", requires=["helper"])
+    write_dist(site, "helper", "0.3", summary="A helper")
+    write_dist(site, "orphan", "9.9", summary="Depends on nothing")
+    return root
+
+
+@pytest.fixture
+def pip(graph):
+    return piptree.PipData(str(graph))
+
+
+class TestPipList:
+    def test_lists_every_installed_package(self, pip):
+        assert {n for n, _, _ in pip.pip_list(full=True)} == {
+            "app", "lib", "helper", "orphan"
+        }
+
+    def test_reports_version_and_summary(self, pip):
+        rows = {n: (v, s) for n, v, s in pip.pip_list(full=True)}
+        assert rows["app"] == ("1.0", "The application")
+
+    def test_reads_from_the_target_not_the_running_interpreter(self, pip):
+        """wppm itself must not leak into a -t listing."""
+        assert "pytest" not in {n for n, _, _ in pip.pip_list(full=True)}
+
+
+class TestDown:
+    def test_shows_direct_dependency(self, pip):
+        out = pip.down("app", "", 1)
+        assert "app==1.0" in out
+        assert "lib==1.5" in out
+
+    def test_recurses_to_the_requested_depth(self, pip):
+        assert "helper==0.3" in pip.down("app", "", 2)
+        assert "helper==0.3" not in pip.down("app", "", 1)
+
+    def test_leaf_package_has_no_dependencies(self, pip):
+        out = pip.down("helper", "", 2)
+        assert "helper==0.3" in out
+        assert "lib==" not in out
+
+    def test_extra_pulls_in_optional_dependency(self, pip):
+        out = pip.down("app", "fancy", 1)
+        assert "optional" in out
+
+    def test_uninstalled_dependency_is_marked_unknown(self, pip):
+        """`optional` is required by an extra but not installed."""
+        assert "optional==?" in pip.down("app", "fancy", 1)
+
+    def test_json_output_parses(self, pip):
+        import json
+        parsed = json.loads(pip.down("app", "", 2, format="json"))
+        assert parsed
+
+
+class TestUp:
+    def test_finds_reverse_dependency(self, pip):
+        out = pip.up("helper", "", 1)
+        assert "helper==0.3" in out
+        assert "lib==1.5" in out
+
+    def test_recurses_upward(self, pip):
+        assert "app==1.5" not in pip.up("helper", "", 2)
+        assert "app==1.0" in pip.up("helper", "", 2)
+
+    def test_orphan_has_no_dependants(self, pip):
+        out = pip.up("orphan", "", 2)
+        assert "orphan==9.9" in out
+        assert "app==" not in out
+
+
+class TestMarkerEnvironment:
+    """Characterisation tests: markers are evaluated against the RUNNING
+    interpreter, not the -t target. That is a known limitation -- see
+    piptree._get_environment. If someone fixes it, these tests should fail
+    and be rewritten deliberately rather than silently drift.
+    """
+
+    def test_environment_describes_the_running_interpreter(self, pip):
+        import platform
+        assert pip.environment["python_version"] == ".".join(
+            platform.python_version_tuple()[:2]
+        )
+
+    def test_environment_exposes_every_marker_field_packaging_needs(self, pip):
+        assert set(pip.environment) >= {
+            "implementation_name", "os_name", "platform_machine",
+            "platform_system", "python_full_version", "python_version",
+            "sys_platform",
+        }
+
+
+class TestCycles:
+    def test_mutual_dependency_terminates(self, tmp_path):
+        """A <-> B must not recurse forever."""
+        root = tmp_path / "cyc"
+        site = root / "Lib" / "site-packages"
+        site.mkdir(parents=True)
+        write_dist(site, "aaa", "1.0", requires=["bbb"])
+        write_dist(site, "bbb", "1.0", requires=["aaa"])
+        pip = piptree.PipData(str(root))
+        assert "aaa==1.0" in pip.down("aaa", "", 10)
+        assert "bbb==1.0" in pip.up("bbb", "", 10)
diff --git a/tests/test_target_resolution.py b/tests/test_target_resolution.py
new file mode 100644
index 00000000..089c4670
--- /dev/null
+++ b/tests/test_target_resolution.py
@@ -0,0 +1,124 @@
+# -*- coding: utf-8 -*-
+"""How wppm decides what a -t target is, and where its site-packages live.
+
+This is where the venv bug lived: a venv keeps python.exe in Scripts\\ while
+Lib\\site-packages stays at the root, so every layout question has two right
+answers depending on the flavour of installation.
+"""
+from pathlib import Path
+
+import pytest
+
+from wppm import utils
+
+
+class TestInstallRoot:
+    def test_root_directory_is_its_own_root(self, winpython_layout):
+        assert utils.get_install_root(str(winpython_layout)) == winpython_layout
+
+    def test_executable_resolves_to_its_directory(self, winpython_layout):
+        exe = winpython_layout / "python.exe"
+        assert utils.get_install_root(str(exe)) == winpython_layout
+
+    def test_scripts_directory_resolves_one_level_up(self, venv_layout):
+        assert utils.get_install_root(str(venv_layout / "Scripts")) == venv_layout
+
+    def test_scripts_match_is_case_insensitive(self, tmp_path):
+        (tmp_path / "SCRIPTS").mkdir()
+        assert utils.get_install_root(str(tmp_path / "SCRIPTS")) == tmp_path
+
+
+class TestPythonExecutable:
+    def test_finds_interpreter_at_root(self, winpython_layout):
+        found = Path(utils.get_python_executable(str(winpython_layout)))
+        assert found == winpython_layout / "python.exe"
+
+    def test_finds_interpreter_under_scripts(self, venv_layout):
+        found = Path(utils.get_python_executable(str(venv_layout)))
+        assert found == venv_layout / "Scripts" / "python.exe"
+
+    def test_scripts_target_finds_the_same_interpreter(self, venv_layout):
+        """-t <venv>\\Scripts and -t <venv> must agree."""
+        assert (utils.get_python_executable(str(venv_layout / "Scripts"))
+                == utils.get_python_executable(str(venv_layout)))
+
+    def test_root_interpreter_wins_over_one_in_scripts(self, winpython_layout):
+        """A Scripts\\python.exe must never shadow the real interpreter."""
+        (winpython_layout / "Scripts" / "python.exe").write_bytes(b"MZ")
+        found = Path(utils.get_python_executable(str(winpython_layout)))
+        assert found == winpython_layout / "python.exe"
+
+    def test_returns_a_nonexistent_root_path_when_nothing_found(self, tmp_path):
+        """Callers test the result with is_file(), so the fallback must be honest."""
+        found = Path(utils.get_python_executable(str(tmp_path)))
+        assert found == tmp_path / "python.exe"
+        assert not found.is_file()
+
+
+class TestSitePackages:
+    def test_resolves_from_root_for_winpython(self, winpython_layout):
+        found = Path(utils.get_site_packages_path(str(winpython_layout)))
+        assert found == winpython_layout / "Lib" / "site-packages"
+
+    def test_resolves_from_root_for_venv(self, venv_layout):
+        found = Path(utils.get_site_packages_path(str(venv_layout)))
+        assert found == venv_layout / "Lib" / "site-packages"
+
+    def test_venv_scripts_does_not_look_inside_scripts(self, venv_layout):
+        """The old code produced <venv>\\Scripts\\lib\\site-packages here."""
+        found = Path(utils.get_site_packages_path(str(venv_layout / "Scripts")))
+        assert found == venv_layout / "Lib" / "site-packages"
+        assert found.is_dir()
+
+    def test_resolves_from_an_executable_path(self, venv_layout):
+        exe = venv_layout / "Scripts" / "python.exe"
+        found = Path(utils.get_site_packages_path(str(exe)))
+        assert found == venv_layout / "Lib" / "site-packages"
+
+
+class TestIsPythonDistribution:
+    def test_accepts_winpython_layout(self, winpython_layout):
+        assert utils.is_python_distribution(str(winpython_layout))
+
+    def test_accepts_venv_layout(self, venv_layout):
+        assert utils.is_python_distribution(str(venv_layout))
+
+    def test_accepts_venv_via_scripts_directory(self, venv_layout):
+        assert utils.is_python_distribution(str(venv_layout / "Scripts"))
+
+    def test_accepts_venv_without_site_packages_via_pyvenv_cfg(self, venv_layout):
+        """pyvenv.cfg is the canonical marker even if Lib is missing."""
+        import shutil
+        shutil.rmtree(venv_layout / "Lib")
+        assert utils.is_python_distribution(str(venv_layout))
+
+    def test_rejects_empty_directory(self, tmp_path):
+        assert not utils.is_python_distribution(str(tmp_path))
+
+    def test_rejects_directory_with_no_interpreter(self, tmp_path):
+        (tmp_path / "Lib" / "site-packages").mkdir(parents=True)
+        assert not utils.is_python_distribution(str(tmp_path))
+
+    def test_rejects_winpython_scripts_sibling(self, winpython_layout):
+        """<WP>\\scripts holds env.bat, not an interpreter -- it is not a venv.
+
+        It resolves to the distribution root, which has no python.exe, so it
+        must still be refused rather than mistaken for a venv Scripts dir.
+        """
+        env_bat_dir = winpython_layout.parent / "scripts"
+        assert (env_bat_dir / "env.bat").is_file()
+        assert not utils.is_python_distribution(str(env_bat_dir))
+
+
+class TestPythonQuery:
+    def test_reports_a_readable_error_when_interpreter_produces_nothing(
+        self, tmp_path, monkeypatch
+    ):
+        """Used to raise IndexError: list index out of range."""
+        monkeypatch.setattr(utils, "exec_shell_cmd", lambda *a, **k: "")
+        with pytest.raises(RuntimeError, match="not a usable Python interpreter"):
+            utils.python_query("print(1)", str(tmp_path))
+
+    def test_returns_first_line_of_output(self, tmp_path, monkeypatch):
+        monkeypatch.setattr(utils, "exec_shell_cmd", lambda *a, **k: "3.14\nnoise\n")
+        assert utils.python_query("print(1)", str(tmp_path)) == "3.14"

From 3a87d0e290a6b95410a9626f0f9c921849e89a5b Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 08:46:07 +0200
Subject: [PATCH 028/100] strip PyPy support

PyPy is effectively dead for this project, and supporting it cost a
branch in every path that answers "where is the interpreter".

- get_python_executable: two candidates instead of four
- get_site_packages_path: collapses to <root>/Lib/site-packages, so the
  function no longer needs a filesystem probe to pick between layouts
- patch_shebang_line / patch_shebang_line_py: drop the pypy3 shebang
  variants, which keyed off the *running* interpreter rather than the
  target anyway. Also removes a dead `executable = sys.executable`
- handle_specific_packages: the pyuic .bat template substituted the
  interpreter name only to swap python.exe for pypy3.exe; with PyPy gone
  that replace was the identity
- make.py: the source zip is python-*.zip, no pypy3-*.zip

One reference is left on purpose: requirements64_slim.txt still notes
that pywinpty was added because terminado dropped a link for PyPy3. The
package is still required, and that comment is the only record of why.

64 tests pass. Re-checked against WPy64-31470b3 (523 packages listed,
-p and -md unchanged), a venv, and the running interpreter.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 winpython/make.py |  2 +-
 wppm/utils.py     | 15 +++------------
 wppm/wppm.py      |  8 +++-----
 3 files changed, 7 insertions(+), 18 deletions(-)

diff --git a/winpython/make.py b/winpython/make.py
index aed6765d..b3284ad3 100644
--- a/winpython/make.py
+++ b/winpython/make.py
@@ -73,7 +73,7 @@ def __init__(self, build_number: int, release_level: str, basedir_wpy: Path,
     def _get_python_zip_file(self) -> Path:
         """Finds the Python .zip file in the wheels directory."""
         for source_item in self.source_dirs.iterdir():
-            if re.match(r"(pypy3|python-).*\.zip", source_item.name):
+            if re.match(r"python-.*\.zip", source_item.name):
                 return source_item
         raise RuntimeError(f"Could not find Python zip package in {self.source_dirs}")
 
diff --git a/wppm/utils.py b/wppm/utils.py
index e71fd527..f5c9d9a0 100644
--- a/wppm/utils.py
+++ b/wppm/utils.py
@@ -44,18 +44,14 @@ def get_python_executable(path=None):
     no interpreter is found, so callers can test the result with is_file().
     """
     root = get_install_root(path)
-    for candidate in (root / 'python.exe', root / 'pypy3.exe',  # PyPy
-                      root / 'Scripts' / 'python.exe', root / 'Scripts' / 'pypy3.exe'):
+    for candidate in (root / 'python.exe', root / 'Scripts' / 'python.exe'):
         if candidate.is_file():
             return str(candidate)
     return str(root / 'python.exe')
 
 def get_site_packages_path(path=None):
     """Return the path to the Python site-packages directory."""
-    root = get_install_root(path)
-    site_packages = root / 'Lib' / 'site-packages'
-    pypy_site_packages = root / 'site-packages'  # For PyPy
-    return str(pypy_site_packages if pypy_site_packages.is_dir() else site_packages)
+    return str(get_install_root(path) / 'Lib' / 'site-packages')
 
 def first_line(text, default="?"):
     """Return the first non-empty line of *text*, or *default* if there is none."""
@@ -159,10 +155,7 @@ def get_python_long_version(path):
 def patch_shebang_line(fname, pad=b" ", to_movable=True, targetdir=""):
     """Remove absolute path to python.exe in shebang lines in binary files, or re-add it."""
     target_dir = targetdir if to_movable else os.path.abspath(os.path.join(os.path.dirname(fname), r"..")) + "\\"
-    executable = sys.executable
     shebang_line = re.compile(rb"""(#!.*pythonw?\.exe)"?""")  # Python3+
-    if "pypy3" in sys.executable:
-        shebang_line = re.compile(rb"""(#!.*pypy3w?\.exe)"?""")  # Pypy3+
     target_dir = target_dir.encode("utf-8")
 
     with open(fname, "rb") as fh:
@@ -186,10 +179,8 @@ def patch_shebang_line_py(fname, to_movable=True, targetdir=""):
     """Changes shebang line in '.py' file to relative or absolue path"""
     import fileinput
     exec_path = r'#!.\python.exe' if to_movable else '#!' + sys.executable
-    if 'pypy3' in sys.executable:
-        exec_path = r'#!.\pypy3.exe' if to_movable else exec_path
     for line in fileinput.input(fname, inplace=True):
-        if re.match(r'^#\!.*python\.exe$', line) or re.match(r'^#\!.*pypy3\.exe$', line):
+        if re.match(r'^#\!.*python\.exe$', line):
             print(exec_path)
         else:
             print(line, end='')
diff --git a/wppm/wppm.py b/wppm/wppm.py
index b7bffbc0..deae0e3b 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -231,9 +231,7 @@ def handle_specific_packages(self, package):
                 tmp_string = r"""@echo off
 if "%WINPYDIR%"=="" call "%~dp0..\..\scripts\env.bat"
 "%WINPYDIR%\python.exe" "%WINPYDIR%\Lib\site-packages\package.name\uic\pyuic.py" %1 %2 %3 %4 %5 %6 %7 %8 %9"""
-            # PyPy adaption: python.exe or pypy3.exe
-            my_exec = Path(utils.get_python_executable(self.target)).name
-            tmp_string = tmp_string.replace("python.exe", my_exec).replace("package.name", package.name)
+            tmp_string = tmp_string.replace("package.name", package.name)
             self.create_file(package, f"pyuic{package.name[-1]}.bat", "Scripts", tmp_string)
             # Adding missing __init__.py files (fixes Issue 8)
             uic_path = str(Path("Lib") / "site-packages" / package.name / "uic")
@@ -258,7 +256,7 @@ def uninstall(self, package):
         self._print(package, "Uninstalling")
         if package.name != "pip":
             # trick to get true target (if not current)
-            this_exec = utils.get_python_executable(self.target)  # PyPy !
+            this_exec = utils.get_python_executable(self.target)
             subprocess.call([this_exec, "-m", "pip", "uninstall", package.name, "-y"], cwd=self.target)
         self._print_done()
 
@@ -268,7 +266,7 @@ def install_bdist_direct(self, package, install_options=None):
         try:
             fname = utils.direct_pip_install(
                 package.fname,
-                python_exe=utils.get_python_executable(self.target),  # PyPy !
+                python_exe=utils.get_python_executable(self.target),
                 verbose=self.verbose,
                 install_options=install_options,
             )

From 0180f41bbfddf8298cd764d07a91dded4327ef15 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 09:07:01 +0200
Subject: [PATCH 029/100] ci: run the wppm test suite on push and pull request

The suite added in 2a16046 had nothing invoking it. This wires it up.

Matrix over Python 3.13 and 3.14 on windows-latest, the versions
WinPython currently ships. Path-filtered to wppm/, tests/ and
pyproject.toml so distribution-build commits do not trigger it, plus
workflow_dispatch for manual runs.

Test dependencies are hash-pinned in tests/requir.wppmtest.txt and
installed with --no-deps --require-hashes, matching build_wppm.yml: a
new pytest release cannot change what CI does without a visible commit.
The file was generated with wppm's own tooling (pip lock, then
wheelhouse.pylock_to_req), and the workflow header records the command
to refresh it.

Verified before committing rather than on the first red run: the exact
install line into a clean venv, then the suite on 3.14.6 and on 3.13.7
-- 64 passed on both -- and the workflow YAML parses.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 .github/workflows/test_wppm.yml | 55 +++++++++++++++++++++++++++++++++
 tests/requir.wppmtest.txt       | 12 +++++++
 2 files changed, 67 insertions(+)
 create mode 100644 .github/workflows/test_wppm.yml
 create mode 100644 tests/requir.wppmtest.txt

diff --git a/.github/workflows/test_wppm.yml b/.github/workflows/test_wppm.yml
new file mode 100644
index 00000000..72ab2c6a
--- /dev/null
+++ b/.github/workflows/test_wppm.yml
@@ -0,0 +1,55 @@
+name: test_wppm
+# Runs the wppm test suite on every push and pull request touching wppm.
+#
+# Dependencies are hash-pinned, like build_wppm.yml, so a new pytest release
+# cannot change what CI does without a visible commit. To refresh them:
+#   python -m pip lock -r <(printf 'pytest\npackaging\n') -o pylock.wppmtest.toml
+#   python -X utf8 -c "from wppm import wheelhouse as wh; wh.pylock_to_req('pylock.wppmtest.toml', r'tests/requir.wppmtest.txt')"
+
+on:
+  push:
+    paths:
+      - 'wppm/**'
+      - 'tests/**'
+      - 'pyproject.toml'
+      - '.github/workflows/test_wppm.yml'
+  pull_request:
+    paths:
+      - 'wppm/**'
+      - 'tests/**'
+      - 'pyproject.toml'
+      - '.github/workflows/test_wppm.yml'
+  workflow_dispatch:
+
+permissions: {}
+
+env:
+  PYTHONIOENCODING: utf-8
+
+jobs:
+  pytest:
+    name: pytest on Python ${{ matrix.python-version }}
+    runs-on: windows-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        # the versions WinPython currently ships
+        python-version: ['3.13', '3.14']
+
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          persist-credentials: false
+
+      - name: Install Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install pinned test dependencies
+        shell: bash
+        run: python -m pip install --no-deps --require-hashes -r tests/requir.wppmtest.txt
+
+      - name: Run the test suite
+        shell: bash
+        run: python -m pytest -q
diff --git a/tests/requir.wppmtest.txt b/tests/requir.wppmtest.txt
new file mode 100644
index 00000000..a625f6e6
--- /dev/null
+++ b/tests/requir.wppmtest.txt
@@ -0,0 +1,12 @@
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+iniconfig==2.3.0 \
+    --hash=sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12
+packaging==26.3 \
+    --hash=sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c
+pluggy==1.6.0 \
+    --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
+pygments==2.20.0 \
+    --hash=sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176
+pytest==9.1.1 \
+    --hash=sha256:37a86b45efb9a47a61a36449063e8e18d0cab3161329fc099eb21783169c4f0c

From b9c4dcde19974e8ac7316c1850537e8b4edd7300 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 09:30:47 +0200
Subject: [PATCH 030/100] build: drop the duplicate Pre requirements pass

Step 3 installed three requirement files: Mandatory, Pre, then Main. Pre
defaulted to the Mandatory file and nothing ever overrode it -- no
[[builds]] entry in winpython_builds_bd13/14/15.toml sets
my_requirements_pre, and neither does anything under C:\WinP. So every
flavor installed pip, setuptools and wppm twice, both times with
--force-reinstall, five flavors per cycle.

Removes the --pre-req argument and the meta script that fed it, rather
than leaving dead configurability behind.

Checked by generating all 5 build commands for bd314 with subprocess
stubbed out: none carries --pre-req, and each still parses against
build_winpython's argument list with zero unknown arguments.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 build_winpython_meta.py      | 3 ---
 winpython/build_winpython.py | 2 --
 2 files changed, 5 deletions(-)

diff --git a/build_winpython_meta.py b/build_winpython_meta.py
index 586c417a..482888b8 100644
--- a/build_winpython_meta.py
+++ b/build_winpython_meta.py
@@ -59,8 +59,6 @@ def run_build(build, python_versions):
     my_archive_dir = os.path.join(os.getcwd(), "WinPython_build_logs")
     os.makedirs(my_archive_dir, exist_ok=True)
 
-    my_requirements_pre = build.get("my_requirements_pre",  mandatory_requirements)
-
     # Build command
     build_cmd = [
         str(my_python_exe),
@@ -75,7 +73,6 @@ def run_build(build, python_versions):
         "--tools_dirs", my_toolsdirs,
         "--log-dir", my_archive_dir,
         "--mandatory-req", mandatory_requirements,
-        "--pre-req", my_requirements_pre,
         "--requirements", my_requirements,
         "--constraints", my_constraints,
         "--find-links", my_find_links,
diff --git a/winpython/build_winpython.py b/winpython/build_winpython.py
index 22a5fc4d..4ac6535a 100644
--- a/winpython/build_winpython.py
+++ b/winpython/build_winpython.py
@@ -175,7 +175,6 @@ def main():
     parser.add_argument('--find-links', default='wheelhouse', help='Path to local wheelhouse')
     parser.add_argument('--log-dir', default='WinPython_build_logs', help='Directory for logs')
     parser.add_argument('--mandatory-req', help='Mandatory requirements file')
-    parser.add_argument('--pre-req', help='Pre requirements file')
     parser.add_argument('--wheelhousereq', help='Wheelhouse requirements file')
     parser.add_argument('--create-installer', default='', help='default installer to create')
     args = parser.parse_args()
@@ -217,7 +216,6 @@ def main():
 
     for label, req in [
         ("Mandatory", args.mandatory_req),
-        ("Pre", args.pre_req),
         ("Main", args.requirements),
     ]:
         pip_install(target_python, req, args.constraints, args.find_links, label, ["--force-reinstall"])

From 4e376331c0f12220db73b9c02b637450a28cf876 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 12:04:46 +0200
Subject: [PATCH 031/100] build: add a --bytecode option, settable per build in
 the TOML

Profiling the real build logs showed Step 3 is 62-90% of a slim build,
and inside it resolve is 1.5% while install is 96.8%. The built slim
distro carries 38,590 .pyc for 38,590 .py: pip byte-compiles every
module, serially, and that is most of the 13.6 minutes.

Most local builds only exist to produce a pylock or pre-check the final
size, and do not need .pyc at all. So make it a choice, per build:

    bytecode = "pip"         # default: inline, exactly what ships today
    bytecode = "none"        # no .pyc -- throwaway builds
    bytecode = "parallel"    # --no-compile, then compileall over every core
    bytecode = "parallel-4"  # ... capped at 4 workers

Non-default modes pass --no-compile to pip and, for parallel, run one
compileall pass with the *target* interpreter after Step 4, so the
patched sources are the ones compiled. Compile failures stay non-fatal,
matching pip: some packages ship modules that will not compile here.

Measured on the build machine (8 cores, Defender realtime on), 2520-file
sample: compileall -j1 45s cold / 36s warm, -j0 18.7s. About 2x rather
than 8x, because the work is partly I/O-scan-bound rather than CPU-bound
-- worth having, but not the whole story. Antivirus exclusions for the
build trees are likely a bigger lever and are the user's call.

Default is unchanged, so release builds keep shipping .pyc exactly as
before. A typo in the TOML raises rather than silently shipping none.

tests/test_build_options.py covers the mode parsing, and winpython/** is
added to the CI path filter so build changes now run the suite. Wiring
verified end to end: existing TOMLs still yield --bytecode pip, a TOML
setting it yields it for that flavor only, the value survives
build_winpython's parser, and the emitted compileall command targets the
right interpreter and site-packages.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 .github/workflows/test_wppm.yml |  2 ++
 build_winpython_meta.py         |  3 +++
 tests/test_build_options.py     | 46 +++++++++++++++++++++++++++++++
 winpython/build_winpython.py    | 48 ++++++++++++++++++++++++++++++++-
 4 files changed, 98 insertions(+), 1 deletion(-)
 create mode 100644 tests/test_build_options.py

diff --git a/.github/workflows/test_wppm.yml b/.github/workflows/test_wppm.yml
index 72ab2c6a..6916433d 100644
--- a/.github/workflows/test_wppm.yml
+++ b/.github/workflows/test_wppm.yml
@@ -10,12 +10,14 @@ on:
   push:
     paths:
       - 'wppm/**'
+      - 'winpython/**'
       - 'tests/**'
       - 'pyproject.toml'
       - '.github/workflows/test_wppm.yml'
   pull_request:
     paths:
       - 'wppm/**'
+      - 'winpython/**'
       - 'tests/**'
       - 'pyproject.toml'
       - '.github/workflows/test_wppm.yml'
diff --git a/build_winpython_meta.py b/build_winpython_meta.py
index 482888b8..dbbf1f64 100644
--- a/build_winpython_meta.py
+++ b/build_winpython_meta.py
@@ -37,6 +37,8 @@ def run_build(build, python_versions):
     my_toolsdirs = build.get("toolsdirs", "")
     #my_install_options = build.get("install_options", "")
     wheelhousereq = build.get("wheelhousereq", "")
+    # "pip" (default, what ships) | "none" | "parallel" | "parallel-N"
+    my_bytecode = build.get("bytecode", "pip")
 
     # Get Python release info from TOML [pythons]
     py_target = my_python_target
@@ -77,6 +79,7 @@ def run_build(build, python_versions):
         "--constraints", my_constraints,
         "--find-links", my_find_links,
         "--wheelhousereq", wheelhousereq,
+        "--bytecode", my_bytecode,
         "--create-installer", my_create_installer,
         #"--install-options", env["my_install_options"],
     ]
diff --git a/tests/test_build_options.py b/tests/test_build_options.py
new file mode 100644
index 00000000..218d68d7
--- /dev/null
+++ b/tests/test_build_options.py
@@ -0,0 +1,46 @@
+# -*- coding: utf-8 -*-
+"""Build-script options: --bytecode mode parsing.
+
+The default must stay 'pip', because that is what release builds ship.
+"""
+import pytest
+
+from winpython.build_winpython import parse_bytecode_mode
+
+
+class TestBytecodeMode:
+    def test_default_keeps_pip_behaviour(self):
+        """No --no-compile, no extra pass: exactly what builds did before."""
+        assert parse_bytecode_mode("pip") == (False, None)
+
+    @pytest.mark.parametrize("empty", ["", None])
+    def test_missing_value_defaults_to_pip(self, empty):
+        assert parse_bytecode_mode(empty) == (False, None)
+
+    def test_none_skips_compilation_entirely(self):
+        no_compile, jobs = parse_bytecode_mode("none")
+        assert no_compile is True
+        assert jobs is None
+
+    def test_parallel_uses_every_core(self):
+        """compileall -j0 means one worker per core."""
+        assert parse_bytecode_mode("parallel") == (True, 0)
+
+    @pytest.mark.parametrize("value,jobs", [("parallel-1", 1), ("parallel-4", 4), ("parallel-16", 16)])
+    def test_parallel_n_caps_the_workers(self, value, jobs):
+        assert parse_bytecode_mode(value) == (True, jobs)
+
+    @pytest.mark.parametrize("value", ["PIP", "  None  ", "Parallel-4"])
+    def test_case_and_whitespace_tolerant(self, value):
+        parse_bytecode_mode(value)  # must not raise
+
+    @pytest.mark.parametrize("value", ["parallel-", "parallel-x", "quick", "no", "-j4", "parallel-4x"])
+    def test_rejects_nonsense_loudly(self, value):
+        """A typo in the TOML must fail the build, not silently ship no .pyc."""
+        with pytest.raises(ValueError, match="--bytecode"):
+            parse_bytecode_mode(value)
+
+    def test_only_pip_mode_lets_pip_compile(self):
+        """Every non-default mode has to pass --no-compile, or work is done twice."""
+        for mode in ("none", "parallel", "parallel-2"):
+            assert parse_bytecode_mode(mode)[0] is True
diff --git a/winpython/build_winpython.py b/winpython/build_winpython.py
index 4ac6535a..5373070e 100644
--- a/winpython/build_winpython.py
+++ b/winpython/build_winpython.py
@@ -58,6 +58,38 @@ def pip_install(python_exe: Path, req_file: str, constraints: str, find_links: s
     else:
         log_section(f"No {label} specified/skipped")
 
+def parse_bytecode_mode(value: str):
+    """Interpret --bytecode. Returns (skip pip's inline compile, compileall jobs).
+
+    pip        pip byte-compiles inline as it always has (default, unchanged)
+    none       no .pyc at all -- for throwaway builds: pylock, size pre-check
+    parallel   pip --no-compile, then one compileall pass over every core
+    parallel-N same, capped at N workers
+    """
+    mode = (value or "pip").strip().lower()
+    if mode == "pip":
+        return False, None
+    if mode == "none":
+        return True, None
+    if mode == "parallel":
+        return True, 0  # compileall -j0 = one worker per core
+    if mode.startswith("parallel-") and mode[9:].isdigit():
+        return True, int(mode[9:])
+    raise ValueError(f"--bytecode must be pip, none, parallel or parallel-N (got {value!r})")
+
+
+def compile_bytecode(target_python: Path, jobs: int):
+    """Byte-compile site-packages in one pass, using the *target* interpreter.
+
+    pip compiles serially while installing; doing it afterwards lets it run
+    across cores. Failures stay non-fatal: some packages ship modules that are
+    not importable on this Python, and pip tolerates those too.
+    """
+    site_packages = target_python.parent / "Lib" / "site-packages"
+    log_section(f"Byte-compiling {site_packages} (-j{jobs})")
+    run_command([str(target_python), "-m", "compileall", "-q", f"-j{jobs}", str(site_packages)], check=False)
+
+
 def patch_winpython(python_exe):
     cmd = [
         str(python_exe), "-c",
@@ -176,6 +208,11 @@ def main():
     parser.add_argument('--log-dir', default='WinPython_build_logs', help='Directory for logs')
     parser.add_argument('--mandatory-req', help='Mandatory requirements file')
     parser.add_argument('--wheelhousereq', help='Wheelhouse requirements file')
+    parser.add_argument('--bytecode', default='pip',
+                        help="byte-compilation: 'pip' (inline, the default and what ships), "
+                             "'none' (no .pyc -- for throwaway builds such as pylock generation "
+                             "or a size pre-check), 'parallel' or 'parallel-N' (pip --no-compile, "
+                             "then one compileall pass over N cores)")
     parser.add_argument('--create-installer', default='', help='default installer to create')
     args = parser.parse_args()
 
@@ -214,15 +251,24 @@ def main():
 
     log_section("🙏 Step 3: install requirements")
 
+    no_compile, compile_jobs = parse_bytecode_mode(args.bytecode)
+    pip_options = ["--force-reinstall"] + (["--no-compile"] if no_compile else [])
     for label, req in [
         ("Mandatory", args.mandatory_req),
         ("Main", args.requirements),
     ]:
-        pip_install(target_python, req, args.constraints, args.find_links, label, ["--force-reinstall"])
+        pip_install(target_python, req, args.constraints, args.find_links, label, pip_options)
 
     log_section("🙏 Step 4: Patch Winpython")
     patch_winpython(target_python)
 
+    # after patching, so the patched sources are the ones compiled
+    if compile_jobs is not None:
+        log_section("🙏 Step 4b: byte-compile")
+        compile_bytecode(target_python, compile_jobs)
+    elif no_compile:
+        log_section("🙏 Step 4b: byte-compile skipped (--bytecode none)")
+
     log_section(f"🙏 Step 5: install wheelhouse requirements {args.wheelhousereq}")
     if args.wheelhousereq:
         process_wheelhouse_requirements(target_python, winpydirbase, args, file_postfix)

From 76638ebcd1a298984f20fa3a9463cf700c48c0ac Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 16:32:42 +0200
Subject: [PATCH 032/100] build: silence package SyntaxWarnings during the
 parallel compile

Moving byte-compilation out of pip surfaced ~11 SyntaxWarnings per slim
build that nobody had seen before: invalid escape sequences in pydub and
ipywidgets, "'return' in a 'finally' block" in winappdbg, mssql_python,
sympy and win32comext.

They are not new, and nothing is wrong with the packages' .pyc. pip
wraps its own byte-compilation in warnings.filterwarnings("ignore")
(pip/_internal/operations/install/wheel.py), so it never showed them.
compileall as a CLI does not, so pass -W ignore and match pip.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 winpython/build_winpython.py | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/winpython/build_winpython.py b/winpython/build_winpython.py
index 5373070e..f18a2557 100644
--- a/winpython/build_winpython.py
+++ b/winpython/build_winpython.py
@@ -84,10 +84,17 @@ def compile_bytecode(target_python: Path, jobs: int):
     pip compiles serially while installing; doing it afterwards lets it run
     across cores. Failures stay non-fatal: some packages ship modules that are
     not importable on this Python, and pip tolerates those too.
+
+    -W ignore matches what pip does. pip wraps its own byte-compilation in
+    warnings.filterwarnings("ignore") (see pip/_internal/operations/install/
+    wheel.py), so the SyntaxWarnings that plenty of packages carry -- invalid
+    escape sequences, `is` against a literal -- never reach the build log.
+    Without this, moving the compile out of pip would surface all of them.
     """
     site_packages = target_python.parent / "Lib" / "site-packages"
     log_section(f"Byte-compiling {site_packages} (-j{jobs})")
-    run_command([str(target_python), "-m", "compileall", "-q", f"-j{jobs}", str(site_packages)], check=False)
+    run_command([str(target_python), "-W", "ignore", "-m", "compileall",
+                 "-q", f"-j{jobs}", str(site_packages)], check=False)
 
 
 def patch_winpython(python_exe):

From 453c8799f9d78debc3ce0017d780d8082c3f1e83 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 16:44:24 +0200
Subject: [PATCH 033/100] build: cap bare "parallel" at 4 workers

os.cpu_count() reports logical CPUs, so on the build laptop (i7-8550U,
4 cores / 8 threads) an uncapped default started 8 workers. Measured, the
compile is I/O- and antivirus-bound rather than CPU-bound -- -j4 beat
pip's serial inline compile by only 11% on a real slim build -- so the
extra 4 SMT workers buy contention, not speed.

"parallel" now means min(os.cpu_count(), 4). An explicit "parallel-N"
stays literal and uncapped, since that is a deliberate choice. Also
rejects parallel-0, which would have handed the count back to
ProcessPoolExecutor and undone the cap.

Deliberately os.cpu_count() and not os.process_cpu_count(): builds run on
Python 3.10 (WPy64-310111) where the latter does not exist, while CI
tests 3.13/3.14 and would not have caught it. Verified directly on
3.10.11.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 tests/test_build_options.py  | 27 +++++++++++++++++++++------
 winpython/build_winpython.py | 22 ++++++++++++++++------
 2 files changed, 37 insertions(+), 12 deletions(-)

diff --git a/tests/test_build_options.py b/tests/test_build_options.py
index 218d68d7..b91b98a5 100644
--- a/tests/test_build_options.py
+++ b/tests/test_build_options.py
@@ -3,9 +3,11 @@
 
 The default must stay 'pip', because that is what release builds ship.
 """
+import os
+
 import pytest
 
-from winpython.build_winpython import parse_bytecode_mode
+from winpython.build_winpython import PARALLEL_DEFAULT_MAX, parse_bytecode_mode
 
 
 class TestBytecodeMode:
@@ -22,19 +24,32 @@ def test_none_skips_compilation_entirely(self):
         assert no_compile is True
         assert jobs is None
 
-    def test_parallel_uses_every_core(self):
-        """compileall -j0 means one worker per core."""
-        assert parse_bytecode_mode("parallel") == (True, 0)
+    def test_parallel_is_capped(self):
+        """Bare 'parallel' must not spawn a worker per logical CPU.
+
+        Measured I/O-bound, so 8 workers on a 4-core/8-thread laptop only adds
+        contention. cpu_count() is logical, hence the cap.
+        """
+        no_compile, jobs = parse_bytecode_mode("parallel")
+        assert no_compile is True
+        assert jobs == min(os.cpu_count() or 1, PARALLEL_DEFAULT_MAX)
+        assert 1 <= jobs <= PARALLEL_DEFAULT_MAX
+
+    def test_parallel_never_asks_for_zero_workers(self):
+        """-j0 would hand the choice back to ProcessPoolExecutor, undoing the cap."""
+        assert parse_bytecode_mode("parallel")[1] >= 1
 
     @pytest.mark.parametrize("value,jobs", [("parallel-1", 1), ("parallel-4", 4), ("parallel-16", 16)])
-    def test_parallel_n_caps_the_workers(self, value, jobs):
+    def test_explicit_n_is_taken_literally_and_uncapped(self, value, jobs):
+        """An explicit N is a deliberate choice, so the cap must not apply."""
         assert parse_bytecode_mode(value) == (True, jobs)
 
     @pytest.mark.parametrize("value", ["PIP", "  None  ", "Parallel-4"])
     def test_case_and_whitespace_tolerant(self, value):
         parse_bytecode_mode(value)  # must not raise
 
-    @pytest.mark.parametrize("value", ["parallel-", "parallel-x", "quick", "no", "-j4", "parallel-4x"])
+    @pytest.mark.parametrize("value", ["parallel-", "parallel-x", "quick", "no", "-j4",
+                                       "parallel-4x", "parallel-0"])
     def test_rejects_nonsense_loudly(self, value):
         """A typo in the TOML must fail the build, not silently ship no .pyc."""
         with pytest.raises(ValueError, match="--bytecode"):
diff --git a/winpython/build_winpython.py b/winpython/build_winpython.py
index f18a2557..3abf6af6 100644
--- a/winpython/build_winpython.py
+++ b/winpython/build_winpython.py
@@ -58,13 +58,21 @@ def pip_install(python_exe: Path, req_file: str, constraints: str, find_links: s
     else:
         log_section(f"No {label} specified/skipped")
 
+PARALLEL_DEFAULT_MAX = 4  # bare "parallel" never goes above this
+
+
 def parse_bytecode_mode(value: str):
     """Interpret --bytecode. Returns (skip pip's inline compile, compileall jobs).
 
     pip        pip byte-compiles inline as it always has (default, unchanged)
     none       no .pyc at all -- for throwaway builds: pylock, size pre-check
-    parallel   pip --no-compile, then one compileall pass over every core
-    parallel-N same, capped at N workers
+    parallel   pip --no-compile, then one compileall pass over
+               min(cpu_count, PARALLEL_DEFAULT_MAX) workers
+    parallel-N same, with exactly N workers and no cap
+
+    os.cpu_count() reports logical CPUs, so on a 4-core/8-thread laptop an
+    uncapped default would start 8 workers for a job that measured I/O-bound
+    rather than CPU-bound. Cap the default and let -N override deliberately.
     """
     mode = (value or "pip").strip().lower()
     if mode == "pip":
@@ -72,8 +80,8 @@ def parse_bytecode_mode(value: str):
     if mode == "none":
         return True, None
     if mode == "parallel":
-        return True, 0  # compileall -j0 = one worker per core
-    if mode.startswith("parallel-") and mode[9:].isdigit():
+        return True, min(os.cpu_count() or 1, PARALLEL_DEFAULT_MAX)
+    if mode.startswith("parallel-") and mode[9:].isdigit() and int(mode[9:]) > 0:
         return True, int(mode[9:])
     raise ValueError(f"--bytecode must be pip, none, parallel or parallel-N (got {value!r})")
 
@@ -218,8 +226,10 @@ def main():
     parser.add_argument('--bytecode', default='pip',
                         help="byte-compilation: 'pip' (inline, the default and what ships), "
                              "'none' (no .pyc -- for throwaway builds such as pylock generation "
-                             "or a size pre-check), 'parallel' or 'parallel-N' (pip --no-compile, "
-                             "then one compileall pass over N cores)")
+                             "or a size pre-check), 'parallel' (pip --no-compile, then one "
+                             f"compileall pass over min(cpu_count, {PARALLEL_DEFAULT_MAX}) workers), "
+                             "or 'parallel-N' for exactly N workers. cpu_count is logical CPUs, "
+                             "so on a 4-core/8-thread machine 'parallel' uses 4, not 8")
     parser.add_argument('--create-installer', default='', help='default installer to create')
     args = parser.parse_args()
 

From 399a8c60fb919a9bae5241eb32c6dc3ccfe6293c Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 17:27:36 +0200
Subject: [PATCH 034/100] build: require Python 3.11 for local builds

tomllib is stdlib from 3.11, so drop the tomli fallback.
---
 build_winpython_meta.py | 13 ++-----------
 1 file changed, 2 insertions(+), 11 deletions(-)

diff --git a/build_winpython_meta.py b/build_winpython_meta.py
index dbbf1f64..71a007bb 100644
--- a/build_winpython_meta.py
+++ b/build_winpython_meta.py
@@ -1,17 +1,8 @@
 # build_winpython_meta.py
+# Local builds are made with Python 3.11 or later.
 import os
 import sys
-# Use tomllib if available (Python 3.11+), otherwise fall back to tomli
-try:
-    import tomllib  # Python 3.11+
-except ImportError:
-    try:
-        import tomli as tomllib  # For older Python versions
-    except ImportError:
-        print("Please install tomli for Python < 3.11: pip install tomli")
-        sys.exit(1)
-
-#import yaml: we choose toml, more python standard
+import tomllib  # stdlib since 3.11; we choose toml over yaml, more python standard
 import subprocess
 from pathlib import Path
 

From bca3601e49af73530b06d21f6be96b3cafb07219 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 17:30:09 +0200
Subject: [PATCH 035/100] README: Python3 >= 3.11

---
 README.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.rst b/README.rst
index 6ffcfbc9..8ba1d7d9 100644
--- a/README.rst
+++ b/README.rst
@@ -38,7 +38,7 @@ WinPython set of Wheel
 Dependencies
 ------------   
 
-* Python3 >= 3.10
+* Python3 >= 3.11
 
 
 Requirements

From 28a138f151bfd38dffb9a83c4949f10ad9068866 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 17:55:31 +0200
Subject: [PATCH 036/100] README: split Python requirement, build toolchain vs
 wppm

---
 README.rst | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/README.rst b/README.rst
index 8ba1d7d9..9ac34505 100644
--- a/README.rst
+++ b/README.rst
@@ -38,7 +38,9 @@ WinPython set of Wheel
 Dependencies
 ------------   
 
-* Python3 >= 3.11
+* Python3 >= 3.11 to run the build toolchain
+
+* Python3 >= 3.10 to run wppm
 
 
 Requirements

From 24368648edaed890caeef411a8fe82731f3261b2 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 9 Aug 2026 18:19:35 +0200
Subject: [PATCH 037/100] remove whl from local builds, and don't create .pyc
 everytime

---
 winpython_builds_bd13.toml |  4 ++--
 winpython_builds_bd14.toml | 14 +++++++------
 winpython_builds_bd15.toml | 41 ++++++++++++++++++++++++++++++++++++--
 3 files changed, 49 insertions(+), 10 deletions(-)

diff --git a/winpython_builds_bd13.toml b/winpython_builds_bd13.toml
index 9a3bd197..a4609bea 100644
--- a/winpython_builds_bd13.toml
+++ b/winpython_builds_bd13.toml
@@ -1,5 +1,5 @@
 [pythons]
-"313" = { python_target_release = "31314", release = "0", my_release_level = "b2" }
+"313" = { python_target_release = "31315", release = "0", my_release_level = "b3" }
 
 
 [[builds]]
@@ -36,7 +36,7 @@ toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
 install_options = "--no-index --pre --trusted-host=None --upgrade" 
 
 
-[[builds]]
+[[builds-nomore]]
 name = "whl"
 root_dir_for_builds = "C:\\Winp"
 python_target = "313"
diff --git a/winpython_builds_bd14.toml b/winpython_builds_bd14.toml
index 794859c0..6731e400 100644
--- a/winpython_builds_bd14.toml
+++ b/winpython_builds_bd14.toml
@@ -1,5 +1,5 @@
 [pythons]
-"314" = { python_target_release = "3146", release = "0", my_release_level = "b2" }
+"314" = { python_target_release = "3147", release = "0", my_release_level = "b3" }
 
 
 
@@ -10,7 +10,7 @@ python_target = "314"
 pyver = "3.14"
 flavor = "dot"
 arch = "64"
-create_installer = "7zip.zip"
+create_installer = "None"
 preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\bd314\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
@@ -19,7 +19,6 @@ find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
 install_options = "--no-index --pre --trusted-host=None --upgrade"
 
-
 [[builds]]
 name = "dotf"
 root_dir_for_builds = "C:\\Winp"
@@ -27,7 +26,7 @@ python_target = "314"
 pyver = "3.14"
 flavor = "dotf"
 arch = "64"
-create_installer = "7zip.zip"
+create_installer = "None"
 preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\bd314\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
@@ -45,7 +44,9 @@ python_target = "314"
 pyver = "3.14"
 flavor = "slim"
 arch = "64"
-create_installer = "None"
+# bytecode = "none"
+create_installer = "none"
+# create_installer = ".7z-mx7"
 preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\bd314\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\requirements_slim.txt"
@@ -63,6 +64,7 @@ python_target = "314"
 pyver = "3.14"
 flavor = "slimf"
 arch = "64"
+bytecode = "none"
 create_installer = "None"
 preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\bd314\\mandatory_requirements.txt"
@@ -73,7 +75,7 @@ toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
 install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 
-[[builds]]
+[[builds-nomore]]
 name = "whl"
 root_dir_for_builds = "C:\\Winp"
 python_target = "314"
diff --git a/winpython_builds_bd15.toml b/winpython_builds_bd15.toml
index 19606093..81b68a72 100644
--- a/winpython_builds_bd15.toml
+++ b/winpython_builds_bd15.toml
@@ -1,5 +1,5 @@
 [pythons]
-"315" = { python_target_release = "3150", release = "3", my_release_level = "b2" }
+"315" = { python_target_release = "3150", release = "4", my_release_level = "b3" }
 
 
 
@@ -10,7 +10,7 @@ python_target = "315"
 pyver = "3.15"
 flavor = "dot"
 arch = "64"
-create_installer = ".zip"
+create_installer = "None"
 preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\dot_requirements.txt"
@@ -37,3 +37,40 @@ toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
 install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 
+
+[[builds]]
+name = "slim"
+root_dir_for_builds = "C:\\Winp"
+python_target = "315"
+pyver = "3.15"
+flavor = "slim"
+arch = "64"
+bytecode = "none"
+create_installer = "None"
+preclear_build_directory = "Yes"
+mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
+requirements = "C:\\Winp\\bd315\\requirements_slim.txt"
+source_dirs = "C:\\Winp\\bd315\\packages.win-amd64"
+find_links = "C:\\Winp\\packages.srcreq"
+toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
+install_options = "--no-index --pre --trusted-host=None --upgrade"
+
+
+
+[[builds]]
+name = "slimf"
+root_dir_for_builds = "C:\\Winp"
+python_target = "315"
+pyver = "3.15"
+flavor = "slimf"
+arch = "64"
+bytecode = "none"
+create_installer = "None"
+preclear_build_directory = "Yes"
+mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
+requirements = "C:\\Winp\\bd315\\requirements_slimf.txt"
+source_dirs = "C:\\Winp\\bd315\\packages.win-amd64"
+find_links = "C:\\Winp\\packages.srcreq"
+toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
+install_options = "--no-index --pre --trusted-host=None --upgrade"
+

From c6e7a35435d13f495da6375d46e052ea60fd605f Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Mon, 10 Aug 2026 09:51:31 +0200
Subject: [PATCH 038/100] ci: draft a cycle-file build workflow

Sits beside the per-cycle workflows for comparison; nothing existing is
changed. Cycle data moves to cycles/2026_03.toml, so a new cycle is a
new file instead of a copy of the workflow.

Verified the TOML reproduces github_workflows_build-2026_03.yml exactly:
ver2, src and sha for all five versions, and the five flavors with their
formats.
---
 .github/scripts/cycle_config.py             |  61 ++++++
 .github/workflows/build_winpython_cycle.yml | 210 ++++++++++++++++++++
 cycles/2026_03.toml                         |  72 +++++++
 3 files changed, 343 insertions(+)
 create mode 100644 .github/scripts/cycle_config.py
 create mode 100644 .github/workflows/build_winpython_cycle.yml
 create mode 100644 cycles/2026_03.toml

diff --git a/.github/scripts/cycle_config.py b/.github/scripts/cycle_config.py
new file mode 100644
index 00000000..72c98730
--- /dev/null
+++ b/.github/scripts/cycle_config.py
@@ -0,0 +1,61 @@
+"""Read a cycle TOML and emit its build configuration as GITHUB_OUTPUT lines.
+
+    python .github/scripts/cycle_config.py cycles/2026_03.toml 3.14
+
+Writes to $GITHUB_OUTPUT when set, otherwise stdout, so it can be run locally
+to see exactly what a workflow run would get. tomllib is stdlib from 3.11, and
+GitHub runners are newer than that, so this needs no dependency.
+"""
+import json
+import os
+import sys
+import tomllib
+from pathlib import Path
+
+
+def build_config(cfg: dict, requested: str) -> dict:
+    pythons = cfg["pythons"]
+    if requested not in pythons:
+        raise SystemExit(
+            f"no entry for python {requested!r}; this cycle offers {', '.join(sorted(pythons))}"
+        )
+    entry = pythons[requested]
+
+    # the check the PowerShell version did: ver2's first 3 parts must appear in
+    # the tarball URL, so a copy-paste slip between the two cannot go unnoticed
+    short = ".".join(entry["ver2"].split(".")[:3])
+    if short not in entry["src"]:
+        raise SystemExit(f"{requested}: '{short}' not found in src {entry['src']}")
+
+    return {
+        "ver2": entry["ver2"],
+        "src": entry["src"],
+        "sha": entry["sha"],
+        "cycle_dir": cfg["cycle_dir"],
+        "release_level": cfg.get("release_level", ""),
+        "pandoc_source": cfg["pandoc"]["source"],
+        "pandoc_sha256": cfg["pandoc"]["sha256"],
+        # consumed by the build job as strategy.matrix via fromJSON
+        "matrix": json.dumps({"flavor": cfg["flavors"]}, separators=(",", ":")),
+    }
+
+
+def main(argv: list[str]) -> None:
+    if len(argv) != 3:
+        raise SystemExit(f"usage: {Path(argv[0]).name} <cycle.toml> <python_version>")
+    cfg_path = Path(argv[1])
+    if not cfg_path.is_file():
+        raise SystemExit(f"no such cycle file: {cfg_path}")
+    with cfg_path.open("rb") as fh:
+        cfg = tomllib.load(fh)
+
+    rendered = "".join(f"{k}={v}\n" for k, v in build_config(cfg, argv[2]).items())
+    out = os.environ.get("GITHUB_OUTPUT")
+    if out:
+        with open(out, "a", encoding="utf-8") as fh:
+            fh.write(rendered)
+    sys.stdout.write(rendered)
+
+
+if __name__ == "__main__":
+    main(sys.argv)
diff --git a/.github/workflows/build_winpython_cycle.yml b/.github/workflows/build_winpython_cycle.yml
new file mode 100644
index 00000000..daa41227
--- /dev/null
+++ b/.github/workflows/build_winpython_cycle.yml
@@ -0,0 +1,210 @@
+name: Build WinPython (cycle file)
+# Draft, sitting beside github_workflows_build-YYYY_NN.yml for comparison.
+#
+# Same build as those, but everything cycle-specific comes from cycles/<cycle>.toml
+# instead of being copied into a new workflow each time. A new cycle is a new TOML.
+
+on:
+  workflow_dispatch:
+    inputs:
+      cycle:
+        description: 'Build cycle (file name in cycles/, without .toml)'
+        required: true
+        default: '2026_03'
+        type: string
+      python_versionf:
+        description: 'Python version to build; must exist in that cycle file'
+        required: true
+        default: '3.14'
+        type: choice
+        options:
+          - '3.13'
+          - '3.14'
+          - '3.14F'
+          - '3.15'
+          - '3.15F'
+
+env:
+  WINPYARCH: "64"
+  dotwheelhouse: "dotpython\\wheelhouse\\included.wheels"
+
+jobs:
+  config:
+    # reads the cycle file once, instead of once per matrix leg
+    runs-on: ubuntu-latest
+    outputs:
+      ver2: ${{ steps.cfg.outputs.ver2 }}
+      src: ${{ steps.cfg.outputs.src }}
+      sha: ${{ steps.cfg.outputs.sha }}
+      cycle_dir: ${{ steps.cfg.outputs.cycle_dir }}
+      release_level: ${{ steps.cfg.outputs.release_level }}
+      pandoc_source: ${{ steps.cfg.outputs.pandoc_source }}
+      pandoc_sha256: ${{ steps.cfg.outputs.pandoc_sha256 }}
+      matrix: ${{ steps.cfg.outputs.matrix }}
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          persist-credentials: false
+
+      - name: Read cycle configuration
+        id: cfg
+        run: python .github/scripts/cycle_config.py "cycles/${{ inputs.cycle }}.toml" "${{ inputs.python_versionf }}"
+
+  build-winpython:
+    needs: config
+    runs-on: windows-latest
+    strategy:
+      fail-fast: true
+      matrix: ${{ fromJSON(needs.config.outputs.matrix) }}
+
+    env:
+      PYTHON_VERSIONF: ${{ inputs.python_versionf }}
+      WINPYFLAVOR: ${{ matrix.flavor.name }}
+      PANDOC: ${{ matrix.flavor.PANDOC }}
+      WINPYARCHDET: ${{ matrix.flavor.WINPYARCHDET }}
+      my_cycle: ${{ needs.config.outputs.cycle_dir }}
+      my_release_level: ${{ needs.config.outputs.release_level }}
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v6
+
+      - name: Set static and matrix variables based on selected Python version
+        shell: pwsh
+        env:
+          PYTHON_VERSIONF: ${{ env.PYTHON_VERSIONF }}
+          WINPYARCHDET: ${{ env.WINPYARCHDET }}
+          WINPYVER2: ${{ needs.config.outputs.ver2 }}
+          my_cycle: ${{ env.my_cycle }}
+          my_release_level: ${{ env.my_release_level }}
+          FLAVOR_NAME: ${{ matrix.flavor.name }}
+        run: |
+          # Normalize PYTHON_VERSION by removing trailing 'F' if present
+          $PYTHON_VERSION = $env:PYTHON_VERSIONF -replace 'F$',''
+          Add-Content -Path $env:GITHUB_ENV -Value "PYTHON_VERSION=$PYTHON_VERSION"
+
+          # Detect architecture (64 or 64F)
+          $detected_arch = if ($env:PYTHON_VERSIONF -like '*F') { '64F' } else { '64' }
+
+          $WINPYVER2 = $env:WINPYVER2
+          $BUILD_LOCATION = "WPy64-" + ($WINPYVER2 -replace '[.]', "")
+          Add-Content -Path $env:GITHUB_ENV -Value "build_location=$BUILD_LOCATION"
+
+          # ver2-vs-source consistency is checked in cycle_config.py
+
+          $WINPYREQUIREMENTS = ''
+          $WINPYREQUIREMENTSwhl = ''
+
+          # Generate requirement files expected names dynamically
+          $V_TAG = $env:WINPYVER2 -replace '\.', '_'
+          $testreq = "$($env:my_cycle)/requir.64-$($V_TAG)$($env:FLAVOR_NAME)$($env:my_release_level).txt"
+          $testwhl = "$($env:my_cycle)/requir.64-$($V_TAG)$($env:FLAVOR_NAME)$($env:my_release_level)_wheels.txt"
+
+          Write-Host "Checking for requirements files: $testreq and $testwhl (expected arch $detected_arch)"
+
+          if ($env:WINPYARCHDET -eq $detected_arch -and (Test-Path $testreq)) {
+            $WINPYREQUIREMENTS = $testreq
+            Write-Host "Found $WINPYREQUIREMENTS"
+            if (Test-Path $testwhl) {
+              $WINPYREQUIREMENTSwhl = $testwhl
+              Write-Host "Found also $WINPYREQUIREMENTSwhl"
+            }
+          }
+
+          Add-Content -Path $env:GITHUB_ENV -Value "WINPYREQUIREMENTS=$WINPYREQUIREMENTS"
+          Add-Content -Path $env:GITHUB_ENV -Value "WINPYREQUIREMENTSwhl=$WINPYREQUIREMENTSwhl"
+
+          $WINPYLOCKFILE = ''
+          $WINPYLOCKFILEwhl = ''
+
+          # Generate pylock files expected names dynamically
+          $testreq = "$($env:my_cycle)/pylock.64-$($V_TAG)$($env:FLAVOR_NAME)$($env:my_release_level).toml"
+          $testwhl = "$($env:my_cycle)/pylock.64-$($V_TAG)$($env:FLAVOR_NAME)$($env:my_release_level)_wheels.toml"
+
+          Write-Host "Checking for pylock files: $testreq and $testwhl (expected arch $detected_arch)"
+
+          if ($env:WINPYARCHDET -eq $detected_arch -and (Test-Path $testreq)) {
+            $WINPYLOCKFILE = $testreq
+            Write-Host "Found $WINPYLOCKFILE"
+            if (Test-Path $testwhl) {
+              $WINPYLOCKFILEwhl = $testwhl
+              Write-Host "Found also $WINPYLOCKFILEwhl"
+            }
+          }
+
+          Add-Content -Path $env:GITHUB_ENV -Value "WINPYLOCKFILE=$WINPYLOCKFILE"
+          Add-Content -Path $env:GITHUB_ENV -Value "WINPYLOCKFILEwhl=$WINPYLOCKFILEwhl"
+
+          $ARTIFACT_NAME = "publish_${PYTHON_VERSION}$($env:FLAVOR_NAME)"
+          Add-Content -Path $env:GITHUB_ENV -Value "ARTIFACT_NAME=$ARTIFACT_NAME"
+
+          $destwheelhouse = "$BUILD_LOCATION\wheelhouse\included.wheels"
+          Add-Content -Path $env:GITHUB_ENV -Value "destwheelhouse=$destwheelhouse"
+
+          $WINPYVER = "${WINPYVER2}$($env:FLAVOR_NAME)$($env:my_release_level)"
+          Add-Content -Path $env:GITHUB_ENV -Value "WINPYVER=$WINPYVER"
+
+          # Store WINPYVER2 in env for later steps
+          Add-Content -Path $env:GITHUB_ENV -Value "WINPYVER2=$WINPYVER2"
+
+      - name: Download, verify and extract python standalone
+        if: env.WINPYLOCKFILE != ''
+        uses: ./.github/actions/python-setup
+        with:
+          python_source: ${{ needs.config.outputs.src }}
+          python_sha256: ${{ needs.config.outputs.sha }}
+          build_location: ${{ env.build_location }}
+
+      - name: Download, checking hash and integrating pandoc binary
+        if: env.WINPYLOCKFILE != '' && env.PANDOC == '1'
+        uses: ./.github/actions/pandoc-setup
+        with:
+          pandoc_source: ${{ needs.config.outputs.pandoc_source }}
+          pandoc_sha256: ${{ needs.config.outputs.pandoc_sha256 }}
+          build_location: ${{ env.build_location }}
+
+      - name: Upgrade pip and patch launchers
+        if: env.WINPYLOCKFILE != ''
+        shell: pwsh
+        run: |
+          & "$env:build_location\python\python.exe" -m pip install --upgrade --force-reinstall pip --no-warn-script-location
+          & "$env:build_location\python\python.exe" -c "from wppm import wppm;dist=wppm.Distribution();dist.patch_standard_packages('pip', to_movable=True)"
+
+      - name: Download all requirements
+        if: ${{ env.WINPYLOCKFILE != '' }}
+        shell: pwsh
+        run: |
+          $py = "$env:build_location\python\python.exe"
+          & $py -m pip download --dest $env:dotwheelhouse --no-deps --require-hashes -r $env:WINPYLOCKFILE
+          if ($env:WINPYLOCKFILEwhl -ne '') {
+              & $py -m pip download --dest $env:destwheelhouse --no-deps --require-hashes -r $env:WINPYLOCKFILEwhl
+          }
+
+      - name: Install lockfile
+        if: env.WINPYLOCKFILE != ''
+        shell: pwsh
+        run: |
+          & "$env:build_location\python\python.exe" -m pip install --no-deps --require-hashes -r $env:WINPYLOCKFILE --no-warn-script-location
+
+      - name: Generate Assets and Hashes
+        if: env.WINPYLOCKFILE != ''
+        uses: ./.github/actions/publish-winpython
+        with:
+          build_location: ${{ env.build_location }}
+          winpy_flavor: ${{ env.WINPYFLAVOR }}
+          winpy_arch: ${{ env.WINPYARCH }}
+          winpy_ver: ${{ env.WINPYVER }}
+          winpy_ver2: ${{ env.WINPYVER2 }}
+          dotwheelhouse: ${{ env.dotwheelhouse }}
+          winpy_requirements_whl: ${{ env.WINPYREQUIREMENTSwhl }}
+          format_zip: ${{ matrix.flavor.formats.zip }}
+          format_7z: ${{ matrix.flavor.formats['7z'] }}
+          format_exe: ${{ matrix.flavor.formats.exe }}
+
+      - name: Upload artifacts
+        if: env.WINPYLOCKFILE != ''
+        uses: actions/upload-artifact@v6
+        with:
+          name: ${{ env.ARTIFACT_NAME }}
+          path: publish_output
+          retention-days: 66  # keeps artifact for 66 days
diff --git a/cycles/2026_03.toml b/cycles/2026_03.toml
new file mode 100644
index 00000000..9c8079f6
--- /dev/null
+++ b/cycles/2026_03.toml
@@ -0,0 +1,72 @@
+# WinPython 2026-03 build cycle.
+#
+# Everything that changes from one cycle to the next lives here, so a new cycle
+# is a new file rather than a copy of the workflow.
+
+cycle_dir     = "winpython/portable/cycle_2026_03"
+release_level = "b3"
+
+[pandoc]
+source = "https://github.com/jgm/pandoc/releases/download/3.1.9/pandoc-3.1.9-windows-x86_64.zip"
+sha256 = "11eb6dbe5286c9e5edb0cca4412e7d99ec6578ec04158b0b7fe11f7fd96688e5"
+
+# The python-build-standalone tarball for each version offered by the workflow.
+# ver2 is the WinPython 4-part version; its first 3 parts must appear in src.
+
+[pythons."3.13"]
+ver2 = "3.13.15.0"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260807/cpython-3.13.15+20260807-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "44bf9ae71f4b45e3ba3104ae331c6eff3f7002593c26fd12453eb9310c4f259a"
+
+[pythons."3.14"]
+ver2 = "3.14.7.0"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260807/cpython-3.14.7+20260807-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "840e368318d1630bd8efbd3f7de8fab32cb4bbd735baef733f9034f2676c6a92"
+
+[pythons."3.14F"]
+ver2 = "3.14.7.0"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260807/cpython-3.14.7+20260807-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "c8323293c9e76e8b244a0e533894512f067dac2a6aa2dfcb3494cbe74b3af58e"
+
+[pythons."3.15"]
+ver2 = "3.15.0.4"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260807/cpython-3.15.0rc1+20260807-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "bc0d0f3c7b88873688f30bc78da8387a6653a5493424951d3a84c658c973198e"
+
+[pythons."3.15F"]
+ver2 = "3.15.0.4"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260807/cpython-3.15.0rc1+20260807-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "e5998e014f16074ac9f6d61eb2a31ff8ac8bc331b61da2c5acf7d15abf4a2650"
+
+# Flavors become the job matrix. 2026-02 renamed "free" to "dotf", so this
+# varies per cycle too and belongs in the cycle file.
+
+[[flavors]]
+name         = "dot"
+PANDOC       = "0"
+WINPYARCHDET = "64"
+formats      = { zip = true, "7z" = false, exe = true }
+
+[[flavors]]
+name         = "slim"
+PANDOC       = "1"
+WINPYARCHDET = "64"
+formats      = { zip = false, "7z" = true, exe = true }
+
+[[flavors]]
+name         = "whl"
+PANDOC       = "0"
+WINPYARCHDET = "64"
+formats      = { zip = false, "7z" = true, exe = false }
+
+[[flavors]]
+name         = "dotf"
+PANDOC       = "0"
+WINPYARCHDET = "64F"
+formats      = { zip = true, "7z" = false, exe = true }
+
+[[flavors]]
+name         = "slimf"
+PANDOC       = "1"
+WINPYARCHDET = "64F"
+formats      = { zip = false, "7z" = true, exe = true }

From 018aff82c764fb8001ba06690db5847a976bbc98 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Mon, 10 Aug 2026 14:46:39 +0200
Subject: [PATCH 039/100] prepare python-3.15 slim

---
 winpython/build_winpython.py                  |  10 +-
 .../pylock.64-3_15_0_4slimb3.toml             | 222 ++++++++++++++++++
 .../pylock.64-3_15_0_4slimfb3.toml            | 189 +++++++++++++++
 .../requir.64-3_15_0_4slimb3.txt              |  40 ++++
 .../requir.64-3_15_0_4slimfb3.txt             |  34 +++
 5 files changed, 491 insertions(+), 4 deletions(-)
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimfb3.toml
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimfb3.txt

diff --git a/winpython/build_winpython.py b/winpython/build_winpython.py
index 3abf6af6..8a46355c 100644
--- a/winpython/build_winpython.py
+++ b/winpython/build_winpython.py
@@ -136,12 +136,14 @@ def generate_lockfiles(target_python: Path, winpydirbase: Path, constraints: str
         run_command(cmd)
     # check equality
     web, local = "", "local"
-    if not cmp(winpydirbase.parent / f"requir.{file_postfix}{web}.txt", winpydirbase.parent / f"requir.{file_postfix}{local}.txt"):
-        print("⚠️⚠️⚠️⚠️⚠️⚠️ ALARM ⚠️⚠️⚠️⚠️⚠️⚠️differences in ", winpydirbase.parent / f"requir.{file_postfix}{web}.txt", winpydirbase.parent / f"requir.{file_postfix}{local}.txt")
+    web_file = winpydirbase.parent / f"requir.{file_postfix}{web}.txt"
+    local_file = winpydirbase.parent / f"requir.{file_postfix}{local}.txt"
+    if not cmp(web_file, local_file):
+        logging.info( f"⚠️⚠️⚠️⚠️⚠️⚠️ ALARM ⚠️⚠️⚠️⚠️⚠️⚠️ differences in {web_file} {local_file}")
         raise os.error
     else:
-        print ("💖💖💖 match 💖💖💖 ok ",winpydirbase.parent / f"requir.{file_postfix}{web}.txt", winpydirbase.parent / f"requir.{file_postfix}{local}.txt")
-        print ("💖 housekeeping, removing local files 💖 ",  winpydirbase.parent / f"requir.{file_postfix}{local}.txt")
+        logging.info(f"💖💖💖 match 💖💖💖 ok {web_file} {local_file}")
+        logging.info(f"💖 housekeeping, removing local files 💖 {local_file}")
         os.remove (winpydirbase.parent / f"requir.{file_postfix}{local}.txt")
         os.remove (winpydirbase.parent / f"pylock.{file_postfix}{local}.toml")
         os.remove (winpydirbase.parent / f"requirement_temp.txt")
diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
new file mode 100644
index 00000000..2434cfb7
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
@@ -0,0 +1,222 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
+name = "ast-serialize"
+version = "0.7.0"
+
+[[packages.wheels]]
+name = "ast_serialize-0.7.0-cp315-abi3.abi3t-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/ed/cd/6de6248744d30875b875dd8e43a76427b0c2bf42b735ee26149002b9ee04/ast_serialize-0.7.0-cp315-abi3.abi3t-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "537f7a41a7bc1108e60cf8d6f5575beafe5b8a17d1a6ef0e758b4d4e4ad90d18"
+
+[[packages]]
+name = "build"
+version = "1.5.0"
+
+[[packages.wheels]]
+name = "build-1.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/0d/fe/6bea5c9162869c5beba5d9c8abbed835ec85bf1ec1fba05a3822325c45f3/build-1.5.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f"
+
+[[packages]]
+name = "cffi"
+version = "2.1.1"
+
+[[packages.wheels]]
+name = "cffi-2.1.1-cp315-cp315-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/e0/31/5158704cc474ab65c1647932e88be78dc0873f47130e253be38bcaf13d01/cffi-2.1.1-cp315-cp315-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "e6e8cff14d6fb0be70a09c0bdc58096f501952d04624ebf867e0e56da2df8960"
+
+[[packages]]
+name = "colorama"
+version = "0.4.6"
+
+[[packages.wheels]]
+name = "colorama-0.4.6-py2.py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
+
+[[packages]]
+name = "cython"
+version = "3.3.0a1"
+
+[[packages.wheels]]
+name = "cython-3.3.0a1-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/af/b5/d9c9015fb086d4136d9340468fea3b592fe966c0259ae8b0458ac7b92764/cython-3.3.0a1-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "bcd6d1d6a1ae6b9abdedb83f113999eed4381878be6deb99e03281af9d74b7a6"
+
+[[packages]]
+name = "librt"
+version = "0.14.0"
+
+[[packages.wheels]]
+name = "librt-0.14.0-cp315-cp315-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/61/66/12b9efe0c391c363e11ae05f2a5ef17c7ae6f3bd53894a787317b35caa7e/librt-0.14.0-cp315-cp315-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "07f34798827de9a3922ed748ae44cd82292ca7a189dbc480326fa5eb7a2ce18e"
+
+[[packages]]
+name = "mypy"
+version = "2.3.0"
+
+[[packages.wheels]]
+name = "mypy-2.3.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/2c/fa/fdc54fe583ba3cafbcedfb70eeeaf03849f75b1827a07096c7bd996f582d/mypy-2.3.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88"
+
+[[packages]]
+name = "mypy-extensions"
+version = "1.1.0"
+
+[[packages.wheels]]
+name = "mypy_extensions-1.1.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/79/7b/2c79738432f5c924bef5071f933bcc9efd0473bac3b4aa584a6f7c1c8df8/mypy_extensions-1.1.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"
+
+[[packages]]
+name = "numpy"
+version = "2.5.2"
+
+[[packages.wheels]]
+name = "numpy-2.5.2-cp315-cp315-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/c8/23/deafbb1700f79fae9cd1e91220f133d124cc267de1b584da3fbf6db2f6cd/numpy-2.5.2-cp315-cp315-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7"
+
+[[packages]]
+name = "packaging"
+version = "26.2"
+
+[[packages.wheels]]
+name = "packaging-26.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e"
+
+[[packages]]
+name = "pathspec"
+version = "1.1.1"
+
+[[packages.wheels]]
+name = "pathspec-1.1.1-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/f1/d9/7fb5aa316bc299258e68c73ba3bddbc499654a07f151cba08f6153988714/pathspec-1.1.1-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189"
+
+[[packages]]
+name = "pillow"
+version = "12.3.0"
+
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+wppm==17.10.20260808 \
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From f04f5b6db7c55e2b5a84067f00278ba32e6af66a Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Mon, 10 Aug 2026 15:28:00 +0200
Subject: [PATCH 040/100] fix python-3.15.0t

---
 .../pylock.64-3_15_0_4slimb3.toml             | 16 +++++------
 .../pylock.64-3_15_0_4slimfb3.toml            | 28 +++++++++----------
 .../requir.64-3_15_0_4slimb3.txt              |  8 +++---
 .../requir.64-3_15_0_4slimfb3.txt             | 12 ++++----
 winpython_builds_bd15.toml                    |  6 ++--
 5 files changed, 35 insertions(+), 35 deletions(-)

diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
index 2434cfb7..4d6d6cd1 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
@@ -3,14 +3,14 @@ created-by = "pip"
 
 [[packages]]
 name = "ast-serialize"
-version = "0.7.0"
+version = "0.8.0"
 
 [[packages.wheels]]
-name = "ast_serialize-0.7.0-cp315-abi3.abi3t-win_amd64.whl"
-url = "https://files.pythonhosted.org/packages/ed/cd/6de6248744d30875b875dd8e43a76427b0c2bf42b735ee26149002b9ee04/ast_serialize-0.7.0-cp315-abi3.abi3t-win_amd64.whl"
+name = "ast_serialize-0.8.0-cp315-abi3.abi3t-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/18/1d/84a327c0202a41aa5fdba3ade33904d6d8f3b9e6806fa83568d835395850/ast_serialize-0.8.0-cp315-abi3.abi3t-win_amd64.whl"
 
 [packages.wheels.hashes]
-sha256 = "537f7a41a7bc1108e60cf8d6f5575beafe5b8a17d1a6ef0e758b4d4e4ad90d18"
+sha256 = "bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16"
 
 [[packages]]
 name = "build"
@@ -58,14 +58,14 @@ sha256 = "bcd6d1d6a1ae6b9abdedb83f113999eed4381878be6deb99e03281af9d74b7a6"
 
 [[packages]]
 name = "librt"
-version = "0.14.0"
+version = "0.15.0"
 
 [[packages.wheels]]
-name = "librt-0.14.0-cp315-cp315-win_amd64.whl"
-url = "https://files.pythonhosted.org/packages/61/66/12b9efe0c391c363e11ae05f2a5ef17c7ae6f3bd53894a787317b35caa7e/librt-0.14.0-cp315-cp315-win_amd64.whl"
+name = "librt-0.15.0-cp315-cp315-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/e1/dc/3eb4c5e297343f0620a55532cd7c8d764d3001fa2159212dadf480464827/librt-0.15.0-cp315-cp315-win_amd64.whl"
 
 [packages.wheels.hashes]
-sha256 = "07f34798827de9a3922ed748ae44cd82292ca7a189dbc480326fa5eb7a2ce18e"
+sha256 = "b87d67e33afaf265262f2a66db578284b88ee2e6fcd224579cb5c15518677ad8"
 
 [[packages]]
 name = "mypy"
diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimfb3.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimfb3.toml
index ebf4785d..6806231f 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimfb3.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimfb3.toml
@@ -3,14 +3,14 @@ created-by = "pip"
 
 [[packages]]
 name = "ast-serialize"
-version = "0.7.0"
+version = "0.8.0"
 
 [[packages.wheels]]
-name = "ast_serialize-0.7.0-cp315-abi3.abi3t-win_amd64.whl"
-url = "https://files.pythonhosted.org/packages/ed/cd/6de6248744d30875b875dd8e43a76427b0c2bf42b735ee26149002b9ee04/ast_serialize-0.7.0-cp315-abi3.abi3t-win_amd64.whl"
+name = "ast_serialize-0.8.0-cp315-abi3.abi3t-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/18/1d/84a327c0202a41aa5fdba3ade33904d6d8f3b9e6806fa83568d835395850/ast_serialize-0.8.0-cp315-abi3.abi3t-win_amd64.whl"
 
 [packages.wheels.hashes]
-sha256 = "537f7a41a7bc1108e60cf8d6f5575beafe5b8a17d1a6ef0e758b4d4e4ad90d18"
+sha256 = "bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16"
 
 [[packages]]
 name = "build"
@@ -47,14 +47,14 @@ sha256 = "bcd6d1d6a1ae6b9abdedb83f113999eed4381878be6deb99e03281af9d74b7a6"
 
 [[packages]]
 name = "librt"
-version = "0.14.0"
+version = "0.15.0"
 
 [[packages.wheels]]
-name = "librt-0.14.0-cp315-cp315-win_amd64.whl"
-url = "https://files.pythonhosted.org/packages/61/66/12b9efe0c391c363e11ae05f2a5ef17c7ae6f3bd53894a787317b35caa7e/librt-0.14.0-cp315-cp315-win_amd64.whl"
+name = "librt-0.15.0-cp315-cp315t-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/6d/4a/1f1978c200f563beda63c36adff2d65bbecb81e365e8e69e572f5f70fbc6/librt-0.15.0-cp315-cp315t-win_amd64.whl"
 
 [packages.wheels.hashes]
-sha256 = "07f34798827de9a3922ed748ae44cd82292ca7a189dbc480326fa5eb7a2ce18e"
+sha256 = "dbd605739f228912dc49027cb764456b9757750bdc2b6b7773164db7096c6fd1"
 
 [[packages]]
 name = "mypy"
@@ -83,11 +83,11 @@ name = "numpy"
 version = "2.5.2"
 
 [[packages.wheels]]
-name = "numpy-2.5.2-cp315-cp315-win_amd64.whl"
-url = "https://files.pythonhosted.org/packages/c8/23/deafbb1700f79fae9cd1e91220f133d124cc267de1b584da3fbf6db2f6cd/numpy-2.5.2-cp315-cp315-win_amd64.whl"
+name = "numpy-2.5.2-cp315-cp315t-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/f1/18/195d6b86cd72dbbc501edfa778005fa6b87afd34c153e46028cd3a0938f4/numpy-2.5.2-cp315-cp315t-win_amd64.whl"
 
 [packages.wheels.hashes]
-sha256 = "07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7"
+sha256 = "e5651f3f87add730ee6608d915009e19c911fba0cb000c7e3ea994b7d768eb12"
 
 [[packages]]
 name = "packaging"
@@ -116,11 +116,11 @@ name = "pillow"
 version = "12.3.0"
 
 [[packages.wheels]]
-name = "pillow-12.3.0-cp315-cp315-win_amd64.whl"
-url = "https://files.pythonhosted.org/packages/3e/03/1846c49ba3b1d5550392a4bbd06d6fb4578e1cd91a803198b5c90f5f7d53/pillow-12.3.0-cp315-cp315-win_amd64.whl"
+name = "pillow-12.3.0-cp315-cp315t-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/e4/04/62bcd9f844984c5938d3b05264a61d797a29d3e0812341a8204af70bbdee/pillow-12.3.0-cp315-cp315t-win_amd64.whl"
 
 [packages.wheels.hashes]
-sha256 = "fa4ecea169a355be7a3ade2c783e2ed12f0e40d2c5621cda8b3297faf7fbb9f5"
+sha256 = "8cd2f7bdda092d99c9fc2fb7391354f306d01443d22785d0cbfafa2e2c8bb418"
 
 [[packages]]
 name = "pyproject-hooks"
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt
index b5adc2e7..fd01f47d 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt
@@ -1,5 +1,5 @@
-ast-serialize==0.7.0 \
-    --hash=sha256:537f7a41a7bc1108e60cf8d6f5575beafe5b8a17d1a6ef0e758b4d4e4ad90d18
+ast-serialize==0.8.0 \
+    --hash=sha256:bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16
 build==1.5.0 \
     --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
 cffi==2.1.1 \
@@ -8,8 +8,8 @@ colorama==0.4.6 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
 cython==3.3.0a1 \
     --hash=sha256:bcd6d1d6a1ae6b9abdedb83f113999eed4381878be6deb99e03281af9d74b7a6
-librt==0.14.0 \
-    --hash=sha256:07f34798827de9a3922ed748ae44cd82292ca7a189dbc480326fa5eb7a2ce18e
+librt==0.15.0 \
+    --hash=sha256:b87d67e33afaf265262f2a66db578284b88ee2e6fcd224579cb5c15518677ad8
 mypy==2.3.0 \
     --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88
 mypy-extensions==1.1.0 \
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimfb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimfb3.txt
index 7e21d5e8..4be98f61 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimfb3.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimfb3.txt
@@ -1,25 +1,25 @@
-ast-serialize==0.7.0 \
-    --hash=sha256:537f7a41a7bc1108e60cf8d6f5575beafe5b8a17d1a6ef0e758b4d4e4ad90d18
+ast-serialize==0.8.0 \
+    --hash=sha256:bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16
 build==1.5.0 \
     --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
 colorama==0.4.6 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
 cython==3.3.0a1 \
     --hash=sha256:bcd6d1d6a1ae6b9abdedb83f113999eed4381878be6deb99e03281af9d74b7a6
-librt==0.14.0 \
-    --hash=sha256:07f34798827de9a3922ed748ae44cd82292ca7a189dbc480326fa5eb7a2ce18e
+librt==0.15.0 \
+    --hash=sha256:dbd605739f228912dc49027cb764456b9757750bdc2b6b7773164db7096c6fd1
 mypy==2.3.0 \
     --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505
 numpy==2.5.2 \
-    --hash=sha256:07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7
+    --hash=sha256:e5651f3f87add730ee6608d915009e19c911fba0cb000c7e3ea994b7d768eb12
 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
 pathspec==1.1.1 \
     --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
 pillow==12.3.0 \
-    --hash=sha256:fa4ecea169a355be7a3ade2c783e2ed12f0e40d2c5621cda8b3297faf7fbb9f5
+    --hash=sha256:8cd2f7bdda092d99c9fc2fb7391354f306d01443d22785d0cbfafa2e2c8bb418
 pyproject-hooks==1.2.0 \
     --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
 setuptools==83.0.0 \
diff --git a/winpython_builds_bd15.toml b/winpython_builds_bd15.toml
index 81b68a72..78b52232 100644
--- a/winpython_builds_bd15.toml
+++ b/winpython_builds_bd15.toml
@@ -45,7 +45,7 @@ python_target = "315"
 pyver = "3.15"
 flavor = "slim"
 arch = "64"
-bytecode = "none"
+# bytecode = "none"
 create_installer = "None"
 preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
@@ -64,12 +64,12 @@ python_target = "315"
 pyver = "3.15"
 flavor = "slimf"
 arch = "64"
-bytecode = "none"
+# bytecode = "none"
 create_installer = "None"
 preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\requirements_slimf.txt"
-source_dirs = "C:\\Winp\\bd315\\packages.win-amd64"
+source_dirs = "C:\\Winp\\bd315\\packages.win-amd64t"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
 install_options = "--no-index --pre --trusted-host=None --upgrade"

From e08fd245fc84ebc21d83df7ee9b4f819697c785c Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Mon, 10 Aug 2026 15:53:29 +0200
Subject: [PATCH 041/100] alignment local / cloud actions

---
 .../cycle_2026_03/pylock.64-3_15_0_4dotb3.toml   | 16 ++++++++--------
 .../cycle_2026_03/pylock.64-3_15_0_4dotfb3.toml  | 16 ++++++++--------
 .../cycle_2026_03/requir.64-3_15_0_4dotb3.txt    |  8 ++++----
 .../cycle_2026_03/requir.64-3_15_0_4dotfb3.txt   |  8 ++++----
 winpython_builds_bd15.toml                       |  4 ++--
 5 files changed, 26 insertions(+), 26 deletions(-)

diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotb3.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotb3.toml
index a84e8d0e..f5ed35d6 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotb3.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotb3.toml
@@ -3,14 +3,14 @@ created-by = "pip"
 
 [[packages]]
 name = "build"
-version = "1.4.2"
+version = "1.5.0"
 
 [[packages.wheels]]
-name = "build-1.4.2-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/4a/57/3b7d4dd193ade4641c865bc2b93aeeb71162e81fc348b8dad020215601ed/build-1.4.2-py3-none-any.whl"
+name = "build-1.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/0d/fe/6bea5c9162869c5beba5d9c8abbed835ec85bf1ec1fba05a3822325c45f3/build-1.5.0-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88"
+sha256 = "13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f"
 
 [[packages]]
 name = "colorama"
@@ -80,11 +80,11 @@ sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
 
 [[packages]]
 name = "wppm"
-version = "17.9.20260805"
+version = "17.10.20260808"
 
 [[packages.wheels]]
-name = "wppm-17.9.20260805-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/0d/c0/993ae8e37c1f14a2267e416bc4c64cec702f545988ff540b3ea3ef555c95/wppm-17.9.20260805-py3-none-any.whl"
+name = "wppm-17.10.20260808-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/b2/9f/bad3e1e5e02dd1c9c67b92091231af2936ae4ee6e72e7dd33344139e0a26/wppm-17.10.20260808-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d"
+sha256 = "18df2d9fa2ae37081341edbb566476c8ab763663dd6ddad143343ca84f32b6dd"
diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotfb3.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotfb3.toml
index a84e8d0e..f5ed35d6 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotfb3.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotfb3.toml
@@ -3,14 +3,14 @@ created-by = "pip"
 
 [[packages]]
 name = "build"
-version = "1.4.2"
+version = "1.5.0"
 
 [[packages.wheels]]
-name = "build-1.4.2-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/4a/57/3b7d4dd193ade4641c865bc2b93aeeb71162e81fc348b8dad020215601ed/build-1.4.2-py3-none-any.whl"
+name = "build-1.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/0d/fe/6bea5c9162869c5beba5d9c8abbed835ec85bf1ec1fba05a3822325c45f3/build-1.5.0-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88"
+sha256 = "13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f"
 
 [[packages]]
 name = "colorama"
@@ -80,11 +80,11 @@ sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
 
 [[packages]]
 name = "wppm"
-version = "17.9.20260805"
+version = "17.10.20260808"
 
 [[packages.wheels]]
-name = "wppm-17.9.20260805-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/0d/c0/993ae8e37c1f14a2267e416bc4c64cec702f545988ff540b3ea3ef555c95/wppm-17.9.20260805-py3-none-any.whl"
+name = "wppm-17.10.20260808-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/b2/9f/bad3e1e5e02dd1c9c67b92091231af2936ae4ee6e72e7dd33344139e0a26/wppm-17.10.20260808-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d"
+sha256 = "18df2d9fa2ae37081341edbb566476c8ab763663dd6ddad143343ca84f32b6dd"
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotb3.txt
index 7315becc..fc2c0a6c 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotb3.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotb3.txt
@@ -1,5 +1,5 @@
-build==1.4.2 \
-    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
 colorama==0.4.6 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
 packaging==26.2 \
@@ -12,5 +12,5 @@ sqlite-bro==1.3.2 \
     --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
-wppm==17.9.20260805 \
-    --hash=sha256:cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d
+wppm==17.10.20260808 \
+    --hash=sha256:18df2d9fa2ae37081341edbb566476c8ab763663dd6ddad143343ca84f32b6dd
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotfb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotfb3.txt
index 7315becc..fc2c0a6c 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotfb3.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotfb3.txt
@@ -1,5 +1,5 @@
-build==1.4.2 \
-    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
 colorama==0.4.6 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
 packaging==26.2 \
@@ -12,5 +12,5 @@ sqlite-bro==1.3.2 \
     --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
-wppm==17.9.20260805 \
-    --hash=sha256:cbb16eb098cd7b7e294382831f9fc5b9efd625124737c0d4592e05fdbc46a89d
+wppm==17.10.20260808 \
+    --hash=sha256:18df2d9fa2ae37081341edbb566476c8ab763663dd6ddad143343ca84f32b6dd
diff --git a/winpython_builds_bd15.toml b/winpython_builds_bd15.toml
index 78b52232..ca9149dd 100644
--- a/winpython_builds_bd15.toml
+++ b/winpython_builds_bd15.toml
@@ -52,7 +52,7 @@ mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\requirements_slim.txt"
 source_dirs = "C:\\Winp\\bd315\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
+toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
 install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 
@@ -71,6 +71,6 @@ mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\requirements_slimf.txt"
 source_dirs = "C:\\Winp\\bd315\\packages.win-amd64t"
 find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
+toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
 install_options = "--no-index --pre --trusted-host=None --upgrade"
 

From 5c3f4eaf7c03b6ca6ea46c0f0f5f4739e71e35a3 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Tue, 11 Aug 2026 14:35:25 +0200
Subject: [PATCH 042/100] python-3.!5 half-slim (270 packages vs 520)

---
 .../pylock.64-3_15_0_4slimb3.toml             | 2914 ++++++++++++++++-
 .../requir.64-3_15_0_4slimb3.txt              |  500 +++
 2 files changed, 3332 insertions(+), 82 deletions(-)

diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
index 4d6d6cd1..98d436d2 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
@@ -1,192 +1,2711 @@
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diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt
index fd01f47d..81182094 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt
@@ -1,40 +1,540 @@
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+    --hash=sha256:e2a873b9b9e7fc38721ad73d5f4e6c9ed140d428a339970f505c07056997d40b
+geopy==2.4.1 \
+    --hash=sha256:ae8b4bc5c1131820f4d75fce9d4aaaca0c85189b3aa5d64c3dcaf5e3b7b882a7
+gitdb==4.0.12 \
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+gitpython==3.1.46 \
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+graphene==3.4.3 \
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+greenlet==3.5.5 \
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+jaraco-functools==4.6.0 \
+    --hash=sha256:99e3dc0060c5cbe8fcd1cdb36258e2a65ca40f1566b2033b12abb1bb44dd3c30
+jedi==0.20.0 \
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+joblib==1.5.3 \
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+jsonschema-specifications==2025.9.1 \
+    --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe
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 librt==0.15.0 \
     --hash=sha256:b87d67e33afaf265262f2a66db578284b88ee2e6fcd224579cb5c15518677ad8
+locket==1.0.0 \
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+markdown-it-py==4.0.0 \
+    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147
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 mypy==2.3.0 \
     --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505
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+networkx==3.6.1 \
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 numpy==2.5.2 \
     --hash=sha256:07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7
+opentelemetry-api==1.41.1 \
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 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
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 pathspec==1.1.1 \
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 pillow==12.3.0 \
     --hash=sha256:fa4ecea169a355be7a3ade2c783e2ed12f0e40d2c5621cda8b3297faf7fbb9f5
+pipdeptree==3.1.0 \
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+platformdirs==4.10.0 \
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 pycparser==3.0 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
+pydocstyle==6.3.0 \
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+pylint==4.0.6 \
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+pylint-venv==3.0.4 \
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 pyproject-hooks==1.2.0 \
     --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+pyserial==3.5 \
+    --hash=sha256:c4451db6ba391ca6ca299fb3ec7bae67a5c55dde170964c7a14ceefec02f2cf0
+pysocks==1.7.1 \
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+    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9
+python-barcode==0.16.1 \
+    --hash=sha256:5776567478c9a0dae473374bb86631ba0b5ea99aaf302763b364e367ac51f367
+python-dateutil==2.9.0.post0 \
+    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
+python-dotenv==1.2.2 \
+    --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a
+python-json-logger==4.1.0 \
+    --hash=sha256:132994765cf75bf44554be9aa49b06ef2345d23661a96720262716438141b6b2
+python-multipart==0.0.32 \
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+python-slugify==8.0.4 \
+    --hash=sha256:276540b79961052b66b7d116620b36518847f52d5fd9e3a70164fc8c50faa6b8
+pytokens==0.4.1 \
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+pytoolconfig==1.3.1 \
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+pyviz-comms==3.0.6 \
+    --hash=sha256:4eba6238cd4a7f4add2d11879ce55411785b7d38a7c5dba42c7a0826ca53e6c2
 pywin32==312 \
     --hash=sha256:c2f03a0f73f804a13c2735b99392b0cd426bb4f2c4d0178e5ac966a0f21618d5
+qrcode==8.2 \
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+    --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
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+    --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
+rope==1.14.0 \
+    --hash=sha256:00a7ea8c0c376fc0b053b2f2f8ef3bfb8b50fecf1ebf3eb80e4f8bd7f1941918
+rpds-py==2026.6.3 \
+    --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146
+rsa==4.9.1 \
+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762
+rtree==1.4.1 \
+    --hash=sha256:efe125f416fd27150197ab8521158662943a40f87acab8028a1aac4ad667a489
+ruff==0.16.1 \
+    --hash=sha256:09b05e8b90c2cb06ad63464350e7a45e8e44a2dfe52072ebfba6666ca8d3f596
+rx==3.2.0 \
+    --hash=sha256:922c5f4edb3aa1beaa47bf61d65d5380011ff6adcd527f26377d05cb73ed8ec8
+scramp==1.4.8 \
+    --hash=sha256:87c2f15976845a2872fe5490a06097f0d01813cceb53774ea168c911f2ad025c
+send2trash==2.1.0 \
+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
 setuptools==83.0.0 \
     --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+simpy==4.1.1 \
+    --hash=sha256:7c5ae380240fd2238671160e4830956f8055830a8317edf5c05e495b3823cd88
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274
+smmap==5.0.3 \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
+sortedcontainers==2.4.0 \
+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sounddevice==0.5.5 \
+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.13.1 \
+    --hash=sha256:1e70a05a0626524a69e9f0f4dd2ec174b4e9567f4d8b6c11d38b5c289be36ee9
+soupsieve==2.8.3 \
+    --hash=sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
 sqlite-bro==1.3.2 \
     --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.1.1 \
+    --hash=sha256:b52fd3d58b2778aacb35a074323aac49a924a323f98ee74027e590b08d1e6f32
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba
+squarify==0.4.4 \
+    --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
+sse-starlette==3.4.4 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+stack-data==0.6.3 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==1.3.1 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
+sympy==1.14.0 \
+    --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
+tabulate==0.10.0 \
+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
+tenacity==9.1.4 \
+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
+termcolor==3.3.0 \
+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tinycss2==1.4.0 \
+    --hash=sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tqdm==4.67.3 \
+    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+traitlets==5.14.3 \
+    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.33.0 \
+    --hash=sha256:3bd5d87f781d9b0192d592aef28691f8951d6c2e41b7e1da4c25cde6c180ae9b
+trove-classifiers==2026.1.14.14 \
+    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
 typing-extensions==4.16.0 \
     --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.2 \
+    --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7
+tzdata==2025.3 \
+    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1
+tzlocal==5.3.1 \
+    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.7.0 \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
 wppm==17.10.20260808 \
     --hash=sha256:18df2d9fa2ae37081341edbb566476c8ab763663dd6ddad143343ca84f32b6dd
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.3.17 \
+    --hash=sha256:32992db94303a8a5d211a183f2174834fe7f8c29d83ed2e7a324eae97a8f26d8
+zipp==3.23.0 \
+    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e

From 70049e4be8b989cb74601c8833b82b97d7940e32 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Tue, 11 Aug 2026 15:43:59 +0200
Subject: [PATCH 043/100] bigger 3.15 slim (297 packages)

---
 .../pylock.64-3_15_0_4slimb3.toml             | 253 ++++++++++++++++++
 .../requir.64-3_15_0_4slimb3.txt              |  46 ++++
 2 files changed, 299 insertions(+)

diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
index 98d436d2..41dd3702 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimb3.toml
@@ -122,6 +122,28 @@ url = "https://files.pythonhosted.org/packages/74/f5/9373290775639cb67a2fce7f629
 [packages.wheels.hashes]
 sha256 = "f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce"
 
+[[packages]]
+name = "argon2-cffi"
+version = "25.1.0"
+
+[[packages.wheels]]
+name = "argon2_cffi-25.1.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741"
+
+[[packages]]
+name = "argon2-cffi-bindings"
+version = "25.1.0"
+
+[[packages.wheels]]
+name = "argon2_cffi_bindings-25.1.0-cp39-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/e2/c6/a759ece8f1829d1f162261226fbfd2c6832b3ff7657384045286d2afa384/argon2_cffi_bindings-25.1.0-cp39-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98"
+
 [[packages]]
 name = "array-api-compat"
 version = "1.15.0"
@@ -232,6 +254,17 @@ url = "https://files.pythonhosted.org/packages/e5/e2/c2e3abf398f80732e58b03be77b
 [packages.wheels.hashes]
 sha256 = "eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315"
 
+[[packages]]
+name = "asyncssh"
+version = "2.23.1"
+
+[[packages.wheels]]
+name = "asyncssh-2.23.1-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/ef/94/9aa81bde40627af70388d634152e7c53e7533788e662b8093047501a1473/asyncssh-2.23.1-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "f68e55476d41253d785bcac9a90834ae5fdea0f417bd6d7182608bda248de88e"
+
 [[packages]]
 name = "attrs"
 version = "26.1.0"
@@ -265,6 +298,17 @@ url = "https://files.pythonhosted.org/packages/7f/b4/9c984ad33ca9e5c378ea472fc9a
 [packages.wheels.hashes]
 sha256 = "43717215ec1433c1ea0f0e3d465f9182fb5afff3ae2331e595367122297872f1"
 
+[[packages]]
+name = "azure-identity"
+version = "1.25.3"
+
+[[packages.wheels]]
+name = "azure_identity-1.25.3-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/49/9a/417b3a533e01953a7c618884df2cb05a71e7b68bdbce4fbdb62349d2a2e8/azure_identity-1.25.3-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c"
+
 [[packages]]
 name = "babel"
 version = "2.18.0"
@@ -276,6 +320,17 @@ url = "https://files.pythonhosted.org/packages/77/f5/21d2de20e8b8b0408f0681956ca
 [packages.wheels.hashes]
 sha256 = "e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35"
 
+[[packages]]
+name = "bcrypt"
+version = "5.0.0"
+
+[[packages.wheels]]
+name = "bcrypt-5.0.0-cp39-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/9f/b9/9d9a641194a730bda138b3dfe53f584d61c58cd5230e37566e83ec2ffa0d/bcrypt-5.0.0-cp39-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "64ee8434b0da054d830fa8e89e1c8bf30061d539044a39524ff7dec90481e5c2"
+
 [[packages]]
 name = "beautifulsoup4"
 version = "4.14.3"
@@ -452,6 +507,17 @@ url = "https://files.pythonhosted.org/packages/6d/c1/e419ef3723a074172b68aaa89c9
 [packages.wheels.hashes]
 sha256 = "2d7e8348291948af66122cff006c9f8da6255d224e7cf8e37d8de2df3bad8c9c"
 
+[[packages]]
+name = "cryptography"
+version = "46.0.7"
+
+[[packages.wheels]]
+name = "cryptography-46.0.7-cp311-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/2b/02/7788f9fefa1d060ca68717c3901ae7fffa21ee087a90b7f23c7a603c32ae/cryptography-46.0.7-cp311-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "397655da831414d165029da9bc483bed2fe0e75dde6a1523ec2fe63f3c46046b"
+
 [[packages]]
 name = "cython"
 version = "3.3.0a1"
@@ -463,6 +529,17 @@ url = "https://files.pythonhosted.org/packages/af/b5/d9c9015fb086d4136d9340468fe
 [packages.wheels.hashes]
 sha256 = "bcd6d1d6a1ae6b9abdedb83f113999eed4381878be6deb99e03281af9d74b7a6"
 
+[[packages]]
+name = "deap"
+version = "1.4.4"
+
+[[packages.wheels]]
+name = "deap-1.4.4-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/7d/6e/4ba2e2e45fde8483b67e7bee7401a7f132e02c4058d31b6db301f546089a/deap-1.4.4-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "06c2fcf2e9f870da035c1372c9156ee817c2c31659ee70aae2dcc0849d2c8c49"
+
 [[packages]]
 name = "defusedxml"
 version = "0.7.1"
@@ -749,6 +826,17 @@ url = "https://files.pythonhosted.org/packages/6a/09/e21df6aef1e1ffc0c816f0522dd
 [packages.wheels.hashes]
 sha256 = "79812ed143d9d25b6d176a10bb511de0f9c67b1fa641d82097b0ab90398a2058"
 
+[[packages]]
+name = "google-auth"
+version = "2.48.0"
+
+[[packages.wheels]]
+name = "google_auth-2.48.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/83/1d/d6466de3a5249d35e832a52834115ca9d1d0de6abc22065f049707516d47/google_auth-2.48.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "2e2a537873d449434252a9632c28bfc268b0adb1e53f9fb62afc5333a975903f"
+
 [[packages]]
 name = "graphene"
 version = "3.4.3"
@@ -837,6 +925,17 @@ url = "https://files.pythonhosted.org/packages/64/e2/2c0af0a52d16be74a4f194564fc
 [packages.wheels.hashes]
 sha256 = "aac80bec8b6fe35e8480f1c335be8910fa210a0e6f735a139be205dadcacb544"
 
+[[packages]]
+name = "hf-xet"
+version = "1.6.0"
+
+[[packages.wheels]]
+name = "hf_xet-1.6.0-cp38-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/98/b7/8c59a66d15205024662f1d66968136f13893f96df1ddc5087e2e281fc95f/hf_xet-1.6.0-cp38-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "fb4fadde1b2b70bf4c0c14a6dccbe7194b1c28947fefd5bbe3fed9d940676c3b"
+
 [[packages]]
 name = "hpack"
 version = "4.1.0"
@@ -1266,6 +1365,17 @@ url = "https://files.pythonhosted.org/packages/2a/7f/a946aa4f8752b37102b41e64dca
 [packages.wheels.hashes]
 sha256 = "78cdb0ba5e938053ccf63651b352508d2efa9411dc8810bfb05f2dc5140c0048"
 
+[[packages]]
+name = "moocore"
+version = "0.2.0"
+
+[[packages.wheels]]
+name = "moocore-0.2.0-cp310-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/3f/f0/535c1d448dbfa8ee79a83c36a6ded5a54ea35d02fac1fe2907ae540e369b/moocore-0.2.0-cp310-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "ea057409731e73dbc4ba4214cbf7747309695b01314f8786678b758cc9c561c4"
+
 [[packages]]
 name = "more-itertools"
 version = "11.1.0"
@@ -1288,6 +1398,28 @@ url = "https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9a
 [packages.wheels.hashes]
 sha256 = "a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"
 
+[[packages]]
+name = "msal"
+version = "1.36.0"
+
+[[packages.wheels]]
+name = "msal-1.36.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/2a/d3/414d1f0a5f6f4fe5313c2b002c54e78a3332970feb3f5fed14237aa17064/msal-1.36.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "36ecac30e2ff4322d956029aabce3c82301c29f0acb1ad89b94edcabb0e58ec4"
+
+[[packages]]
+name = "msal-extensions"
+version = "1.3.1"
+
+[[packages.wheels]]
+name = "msal_extensions-1.3.1-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/5e/75/bd9b7bb966668920f06b200e84454c8f3566b102183bc55c5473d96cb2b9/msal_extensions-1.3.1-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca"
+
 [[packages]]
 name = "multidict"
 version = "6.7.1"
@@ -1365,6 +1497,17 @@ url = "https://files.pythonhosted.org/packages/9e/c9/b2622292ea83fbb4ec318f5b9ab
 [packages.wheels.hashes]
 sha256 = "d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762"
 
+[[packages]]
+name = "nh3"
+version = "0.3.3"
+
+[[packages.wheels]]
+name = "nh3-0.3.3-cp38-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/73/88/1ce287ef8649dc51365b5094bd3713b76454838140a32ab4f8349973883c/nh3-0.3.3-cp38-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "2efd17c0355d04d39e6d79122b42662277ac10a17ea48831d90b46e5ef7e4fc0"
+
 [[packages]]
 name = "numpy"
 version = "2.5.2"
@@ -1376,6 +1519,17 @@ url = "https://files.pythonhosted.org/packages/c8/23/deafbb1700f79fae9cd1e91220f
 [packages.wheels.hashes]
 sha256 = "07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7"
 
+[[packages]]
+name = "opencv-python"
+version = "5.0.0.93"
+
+[[packages.wheels]]
+name = "opencv_python-5.0.0.93-cp37-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/21/f0/9fa6e85cb10c8eb36a0222d27e50fe381b86ce49a55446bf39f491727564/opencv_python-5.0.0.93-cp37-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "f90ba04b8f73bc5c3814037699739f0156f597338a98f05956c684e7c3ca10d2"
+
 [[packages]]
 name = "opentelemetry-api"
 version = "1.41.1"
@@ -1585,6 +1739,28 @@ url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc30694
 [packages.wheels.hashes]
 sha256 = "e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"
 
+[[packages]]
+name = "polars"
+version = "1.43.2"
+
+[[packages.wheels]]
+name = "polars-1.43.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/2b/fe/0888040a24e4504098b85d8ad486b14cb01cf6b030bbe479dfc2dcffc2ac/polars-1.43.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "22aa0cb92a1ee2d60d6a15a638b2e8e0dd99aea21ac0cd8fb29da8e382e075a9"
+
+[[packages]]
+name = "polars-runtime-32"
+version = "1.43.2"
+
+[[packages.wheels]]
+name = "polars_runtime_32-1.43.2-cp310-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/29/9e/647401ae8a607bc0cc40ed7b8592d5b1be90ded0dc9b9d6d3aeb03f9524b/polars_runtime_32-1.43.2-cp310-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "00e33c28e321410c8d66e814a90043101e3bdd9ed2c6dabda07565aa8adbbdf1"
+
 [[packages]]
 name = "priority"
 version = "2.0.0"
@@ -1640,6 +1816,17 @@ url = "https://files.pythonhosted.org/packages/0a/19/8d0cb6f20a1ef7b18f1c8986ad5
 [packages.wheels.hashes]
 sha256 = "230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87"
 
+[[packages]]
+name = "psutil"
+version = "7.2.1"
+
+[[packages.wheels]]
+name = "psutil-7.2.1-cp37-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/34/68/d9317542e3f2b180c4306e3f45d3c922d7e86d8ce39f941bb9e2e9d8599e/psutil-7.2.1-cp37-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "b1b0671619343aa71c20ff9767eced0483e4fc9e1f489d50923738caf6a03c17"
+
 [[packages]]
 name = "psygnal"
 version = "0.15.1"
@@ -1816,6 +2003,17 @@ url = "https://files.pythonhosted.org/packages/a6/10/040e1928236e3d34b26639e3427
 [packages.wheels.hashes]
 sha256 = "31006a3df398f58f962c9e5620e756b284e8b2bc490594ce5ee5da41920cb32c"
 
+[[packages]]
+name = "pynacl"
+version = "1.6.2"
+
+[[packages.wheels]]
+name = "pynacl-1.6.2-cp38-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/41/ad/334600e8cacc7d86587fe5f565480fde569dfb487389c8e1be56ac21d8ac/pynacl-1.6.2-cp38-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "62985f233210dee6548c223301b6c25440852e13d59a8b81490203c3227c5ba0"
+
 [[packages]]
 name = "pyomo"
 version = "6.10.1"
@@ -1904,6 +2102,17 @@ url = "https://files.pythonhosted.org/packages/8d/59/b4572118e098ac8e46e399a1dd0
 [packages.wheels.hashes]
 sha256 = "2725bd0a9925919b9b51739eea5f9e2bae91e83288108a9ad338b2e3a4435ee5"
 
+[[packages]]
+name = "pyspnego"
+version = "0.12.0"
+
+[[packages.wheels]]
+name = "pyspnego-0.12.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/01/e9/95430b8f3b747ebd3b86a66484a79ef387167655bcb15ab416f563045565/pyspnego-0.12.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "84cc8dae6ad21e04b37c50c1d3c743f05f193e39498f6010cc68ec1146afd007"
+
 [[packages]]
 name = "pytest"
 version = "9.0.3"
@@ -2058,6 +2267,17 @@ url = "https://files.pythonhosted.org/packages/0f/cd/7e1de64a4a6f69c04214169657c
 [packages.wheels.hashes]
 sha256 = "c2f03a0f73f804a13c2735b99392b0cd426bb4f2c4d0178e5ac966a0f21618d5"
 
+[[packages]]
+name = "pyzmq"
+version = "27.1.0"
+
+[[packages.wheels]]
+name = "pyzmq-27.1.0-cp312-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/fc/7f/a21b20d577e4100c6a41795842028235998a643b1ad406a6d4163ea8f53e/pyzmq-27.1.0-cp312-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "9ce490cf1d2ca2ad84733aa1d69ce6855372cb5ce9223802450c9b2a7cba0ccf"
+
 [[packages]]
 name = "qrcode"
 version = "8.2"
@@ -2102,6 +2322,17 @@ url = "https://files.pythonhosted.org/packages/a0/f4/c67b0b3f1b9245e8d266f0f112c
 [packages.wheels.hashes]
 sha256 = "2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0"
 
+[[packages]]
+name = "requests-ntlm"
+version = "1.3.0"
+
+[[packages.wheels]]
+name = "requests_ntlm-1.3.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/9e/5d/836b97537a390cf811b0488490c389c5a614f0a93acb23f347bd37a2d914/requests_ntlm-1.3.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "4c7534a7d0e482bb0928531d621be4b2c74ace437e88c5a357ceb7452d25a510"
+
 [[packages]]
 name = "requests-toolbelt"
 version = "1.0.0"
@@ -2454,6 +2685,17 @@ url = "https://files.pythonhosted.org/packages/dc/67/805710444ea8cc75fbf70b920ed
 [packages.wheels.hashes]
 sha256 = "3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973"
 
+[[packages]]
+name = "sspilib"
+version = "0.5.0"
+
+[[packages.wheels]]
+name = "sspilib-0.5.0-cp311-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/17/6a/a11abf90172ff580ac2f9ade3496d868e05e851c4ecf487dd5baeb966b1d/sspilib-0.5.0-cp311-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "ca2a21a4e90db563c2cec639c66b3a29ea53129a0c55ff1e4154a02937f6bd45"
+
 [[packages]]
 name = "stack-data"
 version = "0.6.3"
@@ -2630,6 +2872,17 @@ url = "https://files.pythonhosted.org/packages/fb/12/5911ae3eeec47800503a238d971
 [packages.wheels.hashes]
 sha256 = "15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8"
 
+[[packages]]
+name = "tornado"
+version = "6.5.7"
+
+[[packages.wheels]]
+name = "tornado-6.5.7-cp39-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/c9/a4/b393076ffb21b469eec5b328a0534cf03a3b90bfc6b1f09507cdd075d938/tornado-6.5.7-cp39-abi3-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4"
+
 [[packages]]
 name = "tqdm"
 version = "4.67.3"
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt
index 81182094..000055db 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimb3.txt
@@ -20,6 +20,10 @@ appdirs==1.4.4 \
     --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
 argcomplete==3.6.3 \
     --hash=sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce
+argon2-cffi==25.1.0 \
+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+argon2-cffi-bindings==25.1.0 \
+    --hash=sha256:a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98
 array-api-compat==1.15.0 \
     --hash=sha256:7b1b9c53269061403fd5f45a8de349f16e7887653328bfa0c5f2d45299ff0a8e
 arrow==1.4.0 \
@@ -40,14 +44,20 @@ asttokens==3.0.1 \
     --hash=sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a
 async-lru==2.3.0 \
     --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+asyncssh==2.23.1 \
+    --hash=sha256:f68e55476d41253d785bcac9a90834ae5fdea0f417bd6d7182608bda248de88e
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309
 azure-core==1.39.0 \
     --hash=sha256:4ac7b70fab5438c3f68770649a78daf97833caa83827f91df9c14e0e0ea7d34f
 azure-cosmos==4.16.1 \
     --hash=sha256:43717215ec1433c1ea0f0e3d465f9182fb5afff3ae2331e595367122297872f1
+azure-identity==1.25.3 \
+    --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
 babel==2.18.0 \
     --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
+bcrypt==5.0.0 \
+    --hash=sha256:64ee8434b0da054d830fa8e89e1c8bf30061d539044a39524ff7dec90481e5c2
 beautifulsoup4==4.14.3 \
     --hash=sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb
 binaryornot==0.4.4 \
@@ -80,8 +90,12 @@ colorama==0.4.6 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
 colorlog==6.10.1 \
     --hash=sha256:2d7e8348291948af66122cff006c9f8da6255d224e7cf8e37d8de2df3bad8c9c
+cryptography==46.0.7 \
+    --hash=sha256:397655da831414d165029da9bc483bed2fe0e75dde6a1523ec2fe63f3c46046b
 cython==3.3.0a1 \
     --hash=sha256:bcd6d1d6a1ae6b9abdedb83f113999eed4381878be6deb99e03281af9d74b7a6
+deap==1.4.4 \
+    --hash=sha256:06c2fcf2e9f870da035c1372c9156ee817c2c31659ee70aae2dcc0849d2c8c49
 defusedxml==0.7.1 \
     --hash=sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61
 diff-match-patch==20241021 \
@@ -134,6 +148,8 @@ gitdb==4.0.12 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
 gitpython==3.1.46 \
     --hash=sha256:79812ed143d9d25b6d176a10bb511de0f9c67b1fa641d82097b0ab90398a2058
+google-auth==2.48.0 \
+    --hash=sha256:2e2a537873d449434252a9632c28bfc268b0adb1e53f9fb62afc5333a975903f
 graphene==3.4.3 \
     --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
 graphql-core==3.2.6 \
@@ -150,6 +166,8 @@ h2==4.3.0 \
     --hash=sha256:c438f029a25f7945c69e0ccf0fb951dc3f73a5f6412981daee861431b70e2bdd
 hatchling==1.31.0 \
     --hash=sha256:aac80bec8b6fe35e8480f1c335be8910fa210a0e6f735a139be205dadcacb544
+hf-xet==1.6.0 \
+    --hash=sha256:fb4fadde1b2b70bf4c0c14a6dccbe7194b1c28947fefd5bbe3fed9d940676c3b
 hpack==4.1.0 \
     --hash=sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496
 html5lib==1.1 \
@@ -228,10 +246,16 @@ mercantile==1.2.1 \
     --hash=sha256:30f457a73ee88261aab787b7069d85961a5703bb09dc57a170190bc042cd023f
 mistune==3.2.1 \
     --hash=sha256:78cdb0ba5e938053ccf63651b352508d2efa9411dc8810bfb05f2dc5140c0048
+moocore==0.2.0 \
+    --hash=sha256:ea057409731e73dbc4ba4214cbf7747309695b01314f8786678b758cc9c561c4
 more-itertools==11.1.0 \
     --hash=sha256:4b65538ae22f6fed0ce4874efd317463a7489796a0939fa66824dd542125a192
 mpmath==1.3.0 \
     --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
+msal==1.36.0 \
+    --hash=sha256:36ecac30e2ff4322d956029aabce3c82301c29f0acb1ad89b94edcabb0e58ec4
+msal-extensions==1.3.1 \
+    --hash=sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca
 multidict==6.7.1 \
     --hash=sha256:55d97cc6dae627efa6a6e548885712d4864b81110ac76fa4e534c03819fa4a56
 mypy==2.3.0 \
@@ -246,8 +270,12 @@ nest-asyncio==1.6.0 \
     --hash=sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c
 networkx==3.6.1 \
     --hash=sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762
+nh3==0.3.3 \
+    --hash=sha256:2efd17c0355d04d39e6d79122b42662277ac10a17ea48831d90b46e5ef7e4fc0
 numpy==2.5.2 \
     --hash=sha256:07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7
+opencv-python==5.0.0.93 \
+    --hash=sha256:f90ba04b8f73bc5c3814037699739f0156f597338a98f05956c684e7c3ca10d2
 opentelemetry-api==1.41.1 \
     --hash=sha256:a22df900e75c76dc08440710e51f52f1aa6b451b429298896023e60db5b3139f
 opentelemetry-semantic-conventions==0.62b1 \
@@ -286,6 +314,10 @@ plotly==6.9.0 \
     --hash=sha256:36bebe2f1bb13884774fe61689c329071446f6ce4a8927fb1f0d6fb24f581236
 pluggy==1.6.0 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
+polars==1.43.2 \
+    --hash=sha256:22aa0cb92a1ee2d60d6a15a638b2e8e0dd99aea21ac0cd8fb29da8e382e075a9
+polars-runtime-32==1.43.2 \
+    --hash=sha256:00e33c28e321410c8d66e814a90043101e3bdd9ed2c6dabda07565aa8adbbdf1
 priority==2.0.0 \
     --hash=sha256:6f8eefce5f3ad59baf2c080a664037bb4725cd0a790d53d59ab4059288faf6aa
 prometheus-client==0.25.0 \
@@ -296,6 +328,8 @@ propcache==0.5.2 \
     --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe
 protobuf==7.35.1 \
     --hash=sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87
+psutil==7.2.1 \
+    --hash=sha256:b1b0671619343aa71c20ff9767eced0483e4fc9e1f489d50923738caf6a03c17
 psygnal==0.15.1 \
     --hash=sha256:4221140e633e45b076953c64bcb9b41a744833527f9a037c1ca98bc270798cbf
 ptpython==3.0.32 \
@@ -328,6 +362,8 @@ pylint==4.0.6 \
     --hash=sha256:d11a0e1fdb7b1cd46ec5d6fc78fee8b95f28695b2d6140e5809925f61e32ea54
 pylint-venv==3.0.4 \
     --hash=sha256:31006a3df398f58f962c9e5620e756b284e8b2bc490594ce5ee5da41920cb32c
+pynacl==1.6.2 \
+    --hash=sha256:62985f233210dee6548c223301b6c25440852e13d59a8b81490203c3227c5ba0
 pyomo==6.10.1 \
     --hash=sha256:7a81b5301d4c0389809c1afd12311d23db04522341566332229d8ce4226bccb1
 pypandoc==1.15 \
@@ -344,6 +380,8 @@ pyserial==3.5 \
     --hash=sha256:c4451db6ba391ca6ca299fb3ec7bae67a5c55dde170964c7a14ceefec02f2cf0
 pysocks==1.7.1 \
     --hash=sha256:2725bd0a9925919b9b51739eea5f9e2bae91e83288108a9ad338b2e3a4435ee5
+pyspnego==0.12.0 \
+    --hash=sha256:84cc8dae6ad21e04b37c50c1d3c743f05f193e39498f6010cc68ec1146afd007
 pytest==9.0.3 \
     --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9
 python-barcode==0.16.1 \
@@ -372,6 +410,8 @@ pyviz-comms==3.0.6 \
     --hash=sha256:4eba6238cd4a7f4add2d11879ce55411785b7d38a7c5dba42c7a0826ca53e6c2
 pywin32==312 \
     --hash=sha256:c2f03a0f73f804a13c2735b99392b0cd426bb4f2c4d0178e5ac966a0f21618d5
+pyzmq==27.1.0 \
+    --hash=sha256:9ce490cf1d2ca2ad84733aa1d69ce6855372cb5ce9223802450c9b2a7cba0ccf
 qrcode==8.2 \
     --hash=sha256:16e64e0716c14960108e85d853062c9e8bba5ca8252c0b4d0231b9df4060ff4f
 referencing==0.37.0 \
@@ -380,6 +420,8 @@ reportlab==5.0.0 \
     --hash=sha256:9d5a3affa84919e1111ede580031266a570e93b1ce388219621347965ff1d93c
 requests==2.34.2 \
     --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0
+requests-ntlm==1.3.0 \
+    --hash=sha256:4c7534a7d0e482bb0928531d621be4b2c74ace437e88c5a357ceb7452d25a510
 requests-toolbelt==1.0.0 \
     --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
 rfc3339-validator==0.1.4 \
@@ -444,6 +486,8 @@ squarify==0.4.4 \
     --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
 sse-starlette==3.4.4 \
     --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sspilib==0.5.0 \
+    --hash=sha256:ca2a21a4e90db563c2cec639c66b3a29ea53129a0c55ff1e4154a02937f6bd45
 stack-data==0.6.3 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
 starlette==1.3.1 \
@@ -476,6 +520,8 @@ tomlkit==0.15.0 \
     --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.5.7 \
+    --hash=sha256:de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4
 tqdm==4.67.3 \
     --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
 traitlets==5.14.3 \

From d9a73014e15c39e51767b1a44d28560acafc9d25 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Wed, 12 Aug 2026 16:54:50 +0200
Subject: [PATCH 044/100] single mandatory_requirements and constraints,
 overridable per build

Both are read from [[builds]] now, with the files beside the script as
default, and a missing declared file raises instead of being skipped.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 build_winpython_meta.py                | 20 ++++++++++++++++++--
 generate_a_winpython_distropy_meta.bat |  2 +-
 winpython_builds_bd13.toml             |  6 +++---
 winpython_builds_bd14.toml             | 10 +++++-----
 winpython_builds_bd15.toml             |  8 ++++----
 5 files changed, 31 insertions(+), 15 deletions(-)

diff --git a/build_winpython_meta.py b/build_winpython_meta.py
index 71a007bb..a5253ee0 100644
--- a/build_winpython_meta.py
+++ b/build_winpython_meta.py
@@ -13,6 +13,19 @@ def load_builds(config_file):
     python_versions = config.get("pythons", {})
     return builds, python_versions
 
+def declared_file(build, key, default):
+    """Path named by the build for `key`, else `default`.
+
+    A path a build spells out must exist: pip_install() skips a missing
+    requirements file without failing, which would drop the packages silently.
+    """
+    declared = build.get(key)
+    if declared is None:
+        return str(default)
+    if not Path(declared).exists():
+        raise FileNotFoundError(f"build {build['name']!r} sets {key} = {declared!r}, which does not exist")
+    return str(declared)
+
 def run_build(build, python_versions):
     print(f"\n=== Building WinPython: {build['name']} ===")
     print(build)
@@ -37,8 +50,11 @@ def run_build(build, python_versions):
     my_python_target_release = vinfo.get("python_target_release", "")
     my_release = vinfo.get("release", "")
     my_release_level = vinfo.get("my_release_level", "b0")
-    mandatory_requirements = vinfo.get("mandatory_requirements", os.path.join(os.getcwd(), "mandatory_requirements.txt"))
-    my_constraints = build.get("my_constraints", r"C:\WinP\constraints.txt")
+    # A build may name its own file for a specific problem; otherwise the one
+    # shipped beside this script is used.
+    here = Path(__file__).parent
+    mandatory_requirements = declared_file(build, "mandatory_requirements", here / "mandatory_requirements.txt")
+    my_constraints = declared_file(build, "constraints", here / "constraints.txt")
 
     # Build directory logic
     my_basedir = f"{root_dir_for_builds}\\bd{my_python_target}"
diff --git a/generate_a_winpython_distropy_meta.bat b/generate_a_winpython_distropy_meta.bat
index e796b2d9..c13a2bf4 100644
--- a/generate_a_winpython_distropy_meta.bat
+++ b/generate_a_winpython_distropy_meta.bat
@@ -1,2 +1,2 @@
 cd /D %~dp0
-call "C:\WinPdev\WPy64-310111\python-3.10.11.amd64\python.exe" %~dp0\build_winpython_meta.py %1
+call "C:\WinPdev\WPy64-31190\python-3.11.9.amd64\python.exe" %~dp0\build_winpython_meta.py %1
diff --git a/winpython_builds_bd13.toml b/winpython_builds_bd13.toml
index a4609bea..1787106b 100644
--- a/winpython_builds_bd13.toml
+++ b/winpython_builds_bd13.toml
@@ -11,7 +11,7 @@ flavor = "dot"
 arch = "64"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd313\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd313\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd313\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
@@ -28,7 +28,7 @@ flavor = "slim"
 arch = "64"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd313\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd313\\requirements64_slim.txt"
 source_dirs = "C:\\Winp\\bd313\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
@@ -45,7 +45,7 @@ flavor = "whl"
 arch = "64"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd313\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd313\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd313\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
diff --git a/winpython_builds_bd14.toml b/winpython_builds_bd14.toml
index 6731e400..86d507a2 100644
--- a/winpython_builds_bd14.toml
+++ b/winpython_builds_bd14.toml
@@ -12,7 +12,7 @@ flavor = "dot"
 arch = "64"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd314\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd314\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
@@ -28,7 +28,7 @@ flavor = "dotf"
 arch = "64"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd314\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd314\\packages.win-amd64t"
 find_links = "C:\\Winp\\packages.srcreq"
@@ -48,7 +48,7 @@ arch = "64"
 create_installer = "none"
 # create_installer = ".7z-mx7"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd314\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\requirements_slim.txt"
 source_dirs = "C:\\Winp\\bd314\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
@@ -67,7 +67,7 @@ arch = "64"
 bytecode = "none"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd314\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\requirements_slimf.txt"
 source_dirs = "C:\\Winp\\bd314\\packages.win-amd64t"
 find_links = "C:\\Winp\\packages.srcreq"
@@ -84,7 +84,7 @@ flavor = "whl"
 arch = "64"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd314\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd314\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
diff --git a/winpython_builds_bd15.toml b/winpython_builds_bd15.toml
index ca9149dd..bc099eaf 100644
--- a/winpython_builds_bd15.toml
+++ b/winpython_builds_bd15.toml
@@ -12,7 +12,7 @@ flavor = "dot"
 arch = "64"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd315\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
@@ -29,7 +29,7 @@ flavor = "dotf"
 arch = "64"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd315\\packages.win-amd64t"
 find_links = "C:\\Winp\\packages.srcreq"
@@ -48,7 +48,7 @@ arch = "64"
 # bytecode = "none"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\requirements_slim.txt"
 source_dirs = "C:\\Winp\\bd315\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
@@ -67,7 +67,7 @@ arch = "64"
 # bytecode = "none"
 create_installer = "None"
 preclear_build_directory = "Yes"
-mandatory_requirements = "C:\\Winp\\bd315\\mandatory_requirements.txt"
+mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\requirements_slimf.txt"
 source_dirs = "C:\\Winp\\bd315\\packages.win-amd64t"
 find_links = "C:\\Winp\\packages.srcreq"

From b4e68dfda9485964d7b23585abee80b187d583e2 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Wed, 12 Aug 2026 17:05:35 +0200
Subject: [PATCH 045/100] drop build keys nothing reads

install_options, preclear_build_directory and pyver were set on every
build and used by none: pip flags are fixed in pip_install, the build
directory is always cleared, and python_target already gives the version.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 build_winpython_meta.py    |  2 --
 winpython_builds_bd13.toml |  9 ---------
 winpython_builds_bd14.toml | 15 ---------------
 winpython_builds_bd15.toml | 12 ------------
 4 files changed, 38 deletions(-)

diff --git a/build_winpython_meta.py b/build_winpython_meta.py
index a5253ee0..611dbf3b 100644
--- a/build_winpython_meta.py
+++ b/build_winpython_meta.py
@@ -39,7 +39,6 @@ def run_build(build, python_versions):
     my_source_dirs = build.get("source_dirs", "")
     my_find_links = build.get("find_links", "")
     my_toolsdirs = build.get("toolsdirs", "")
-    #my_install_options = build.get("install_options", "")
     wheelhousereq = build.get("wheelhousereq", "")
     # "pip" (default, what ships) | "none" | "parallel" | "parallel-N"
     my_bytecode = build.get("bytecode", "pip")
@@ -88,7 +87,6 @@ def run_build(build, python_versions):
         "--wheelhousereq", wheelhousereq,
         "--bytecode", my_bytecode,
         "--create-installer", my_create_installer,
-        #"--install-options", env["my_install_options"],
     ]
 
     print("Running build command:")
diff --git a/winpython_builds_bd13.toml b/winpython_builds_bd13.toml
index 1787106b..8c3fc047 100644
--- a/winpython_builds_bd13.toml
+++ b/winpython_builds_bd13.toml
@@ -6,49 +6,40 @@
 name = "dot"
 root_dir_for_builds = "C:\\Winp"
 python_target = "313"
-pyver = "3.13"
 flavor = "dot"
 arch = "64"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd313\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd313\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 
 [[builds]]
 name = "slim"
 root_dir_for_builds = "C:\\Winp"
 python_target = "313"
-pyver = "3.13"
 flavor = "slim"
 arch = "64"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd313\\requirements64_slim.txt"
 source_dirs = "C:\\Winp\\bd313\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
-install_options = "--no-index --pre --trusted-host=None --upgrade" 
 
 
 [[builds-nomore]]
 name = "whl"
 root_dir_for_builds = "C:\\Winp"
 python_target = "313"
-pyver = "3.13"
 flavor = "whl"
 arch = "64"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd313\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd313\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 wheelhousereq = "C:\\Winp\\bd313\\requirements64_whl.txt"
diff --git a/winpython_builds_bd14.toml b/winpython_builds_bd14.toml
index 86d507a2..5b86d6c8 100644
--- a/winpython_builds_bd14.toml
+++ b/winpython_builds_bd14.toml
@@ -7,33 +7,27 @@
 name = "dot"
 root_dir_for_builds = "C:\\Winp"
 python_target = "314"
-pyver = "3.14"
 flavor = "dot"
 arch = "64"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd314\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 [[builds]]
 name = "dotf"
 root_dir_for_builds = "C:\\Winp"
 python_target = "314"
-pyver = "3.14"
 flavor = "dotf"
 arch = "64"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd314\\packages.win-amd64t"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 
 
@@ -41,19 +35,16 @@ install_options = "--no-index --pre --trusted-host=None --upgrade"
 name = "slim"
 root_dir_for_builds = "C:\\Winp"
 python_target = "314"
-pyver = "3.14"
 flavor = "slim"
 arch = "64"
 # bytecode = "none"
 create_installer = "none"
 # create_installer = ".7z-mx7"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\requirements_slim.txt"
 source_dirs = "C:\\Winp\\bd314\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 
 
@@ -61,33 +52,27 @@ install_options = "--no-index --pre --trusted-host=None --upgrade"
 name = "slimf"
 root_dir_for_builds = "C:\\Winp"
 python_target = "314"
-pyver = "3.14"
 flavor = "slimf"
 arch = "64"
 bytecode = "none"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\requirements_slimf.txt"
 source_dirs = "C:\\Winp\\bd314\\packages.win-amd64t"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 
 [[builds-nomore]]
 name = "whl"
 root_dir_for_builds = "C:\\Winp"
 python_target = "314"
-pyver = "3.14"
 flavor = "whl"
 arch = "64"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd314\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 wheelhousereq = "C:\\Winp\\bd314\\requirements_whl.txt"
diff --git a/winpython_builds_bd15.toml b/winpython_builds_bd15.toml
index bc099eaf..1704bd14 100644
--- a/winpython_builds_bd15.toml
+++ b/winpython_builds_bd15.toml
@@ -7,34 +7,28 @@
 name = "dot"
 root_dir_for_builds = "C:\\Winp"
 python_target = "315"
-pyver = "3.15"
 flavor = "dot"
 arch = "64"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd315\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 
 [[builds]]
 name = "dotf"
 root_dir_for_builds = "C:\\Winp"
 python_target = "315"
-pyver = "3.15"
 flavor = "dotf"
 arch = "64"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\dot_requirements.txt"
 source_dirs = "C:\\Winp\\bd315\\packages.win-amd64t"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 
 
@@ -42,18 +36,15 @@ install_options = "--no-index --pre --trusted-host=None --upgrade"
 name = "slim"
 root_dir_for_builds = "C:\\Winp"
 python_target = "315"
-pyver = "3.15"
 flavor = "slim"
 arch = "64"
 # bytecode = "none"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\requirements_slim.txt"
 source_dirs = "C:\\Winp\\bd315\\packages.win-amd64"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 
 
 
@@ -61,16 +52,13 @@ install_options = "--no-index --pre --trusted-host=None --upgrade"
 name = "slimf"
 root_dir_for_builds = "C:\\Winp"
 python_target = "315"
-pyver = "3.15"
 flavor = "slimf"
 arch = "64"
 # bytecode = "none"
 create_installer = "None"
-preclear_build_directory = "Yes"
 mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
 requirements = "C:\\Winp\\bd315\\requirements_slimf.txt"
 source_dirs = "C:\\Winp\\bd315\\packages.win-amd64t"
 find_links = "C:\\Winp\\packages.srcreq"
 toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
-install_options = "--no-index --pre --trusted-host=None --upgrade"
 

From 35bd8ac645a7f05dad7ef205ffcc90f7fe6aca7f Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 13 Aug 2026 15:48:57 +0200
Subject: [PATCH 046/100] one builds toml for every python

A build is a (python, flavor) pair; requirements, source_dirs and
toolsdirs are derived from it. A python names its own file only when it
differs, in [pythons."3XX".overrides.<flavor>]. Selection moves to the
command line: <toml> [315 | 315:slim | :slimf ...] [--dry-run].

Missing requirements and wheelhousereq now raise, like the other two.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 build_winpython_meta.py                | 91 ++++++++++++++++++------
 generate_a_winpython_distropy_meta.bat |  3 +-
 winpython_builds.toml                  | 95 ++++++++++++++++++++++++++
 winpython_builds_bd13.toml             | 45 ------------
 winpython_builds_bd14.toml             | 78 ---------------------
 winpython_builds_bd15.toml             | 64 -----------------
 6 files changed, 168 insertions(+), 208 deletions(-)
 create mode 100644 winpython_builds.toml
 delete mode 100644 winpython_builds_bd13.toml
 delete mode 100644 winpython_builds_bd14.toml
 delete mode 100644 winpython_builds_bd15.toml

diff --git a/build_winpython_meta.py b/build_winpython_meta.py
index 611dbf3b..e90bfb74 100644
--- a/build_winpython_meta.py
+++ b/build_winpython_meta.py
@@ -6,28 +6,76 @@
 import subprocess
 from pathlib import Path
 
+# Flavor paths are names, not full paths: these say what they hang from.
+UNDER_BASEDIR = ("requirements", "source_dirs", "wheelhousereq")
+UNDER_ROOT = ("toolsdirs",)
+
 def load_builds(config_file):
     with open(config_file, "rb") as f:
         config = tomllib.load(f)
-    builds = config["builds"]
     python_versions = config.get("pythons", {})
+    # A file may still spell out one [[builds]] block per build; otherwise the
+    # builds are the (python, flavor) pairs [pythons] asks for.
+    builds = config["builds"] if "builds" in config else expand_builds(config)
     return builds, python_versions
 
-def declared_file(build, key, default):
-    """Path named by the build for `key`, else `default`.
+def expand_builds(config):
+    """One build per flavor listed by each [pythons."3XX"], paths derived.
 
-    A path a build spells out must exist: pip_install() skips a missing
-    requirements file without failing, which would drop the packages silently.
+    A flavor names its files relative to the build directory, so a new Python
+    minor is one [pythons] block. Where a Python needs its own file - a
+    requirements list under another name, say - [pythons."3XX".overrides.flavor]
+    replaces that flavor's entries for that Python alone.
     """
+    defaults = config.get("defaults", {})
+    flavors = config.get("flavors", {})
+    builds = []
+    for target, vinfo in config.get("pythons", {}).items():
+        root = Path(vinfo.get("root_dir_for_builds", defaults.get("root_dir_for_builds", "")))
+        basedir = root / f"bd{target}"
+        overrides = vinfo.get("overrides", {})
+        for flavor in vinfo.get("builds", []):
+            if flavor not in flavors:
+                raise KeyError(f"python {target} builds {flavor!r}, which has no [flavors.{flavor}]")
+            build = {**defaults, "name": flavor, "python_target": target, "flavor": flavor}
+            for key, value in {**flavors[flavor], **overrides.get(flavor, {})}.items():
+                if key in UNDER_BASEDIR:
+                    value = str(basedir / value)
+                elif key in UNDER_ROOT:
+                    value = str(root / value)
+                build[key] = value
+            builds.append(build)
+    return builds
+
+def select_builds(builds, wanted):
+    """Builds asked for on the command line: "315", "315:slim", ":slim"."""
+    if not wanted:
+        return builds
+    kept = []
+    for spec in wanted:
+        target, _, flavor = spec.partition(":")
+        matching = [b for b in builds
+                    if (not target or b["python_target"] == target)
+                    and (not flavor or b["flavor"] == flavor)]
+        if not matching:
+            raise SystemExit(f"no build matches {spec!r}")
+        kept += [b for b in matching if b not in kept]
+    return kept
+
+def must_exist(path, build, key):
+    """pip_install() skips a missing requirements file without failing, which
+    would drop those packages silently. Say so instead."""
+    if path and not Path(path).exists():
+        raise FileNotFoundError(f"build {build['name']!r} needs {key} = {path!r}, which does not exist")
+    return path
+
+def declared_file(build, key, default):
+    """Path named by the build for `key`, else `default`."""
     declared = build.get(key)
-    if declared is None:
-        return str(default)
-    if not Path(declared).exists():
-        raise FileNotFoundError(f"build {build['name']!r} sets {key} = {declared!r}, which does not exist")
-    return str(declared)
-
-def run_build(build, python_versions):
-    print(f"\n=== Building WinPython: {build['name']} ===")
+    return str(default) if declared is None else must_exist(str(declared), build, key)
+
+def run_build(build, python_versions, dry_run=False):
+    print(f"\n=== Building WinPython: {build['python_target']} {build['name']} ===")
     print(build)
 
     root_dir_for_builds = build["root_dir_for_builds"]
@@ -35,11 +83,11 @@ def run_build(build, python_versions):
     my_flavor = build["flavor"]
     my_arch = str(build["arch"])
     my_create_installer = build.get("create_installer", "True")
-    my_requirements = build.get("requirements", "")
+    my_requirements = must_exist(build.get("requirements", ""), build, "requirements")
     my_source_dirs = build.get("source_dirs", "")
     my_find_links = build.get("find_links", "")
     my_toolsdirs = build.get("toolsdirs", "")
-    wheelhousereq = build.get("wheelhousereq", "")
+    wheelhousereq = must_exist(build.get("wheelhousereq", ""), build, "wheelhousereq")
     # "pip" (default, what ships) | "none" | "parallel" | "parallel-N"
     my_bytecode = build.get("bytecode", "pip")
 
@@ -89,15 +137,18 @@ def run_build(build, python_versions):
         "--create-installer", my_create_installer,
     ]
 
-    print("Running build command:")
+    print("Dry run, build command:" if dry_run else "Running build command:")
     print(" ".join(build_cmd))
-    subprocess.run(build_cmd, cwd=os.getcwd(), check=False)
+    if not dry_run:
+        subprocess.run(build_cmd, check=False)
 
 def main():
-    config_file = sys.argv[1] if len(sys.argv) > 1 else "winpython_buildsNOT.toml"
+    args = [a for a in sys.argv[1:] if a != "--dry-run"]
+    dry_run = len(args) != len(sys.argv) - 1
+    config_file = args[0] if args else "winpython_builds.toml"
     builds, python_versions = load_builds(config_file)
-    for build in builds:
-        run_build(build, python_versions)
+    for build in select_builds(builds, args[1:]):
+        run_build(build, python_versions, dry_run)
 
 if __name__ == "__main__":
     main()
diff --git a/generate_a_winpython_distropy_meta.bat b/generate_a_winpython_distropy_meta.bat
index c13a2bf4..6cfb9b0f 100644
--- a/generate_a_winpython_distropy_meta.bat
+++ b/generate_a_winpython_distropy_meta.bat
@@ -1,2 +1,3 @@
 cd /D %~dp0
-call "C:\WinPdev\WPy64-31190\python-3.11.9.amd64\python.exe" %~dp0\build_winpython_meta.py %1
+rem  <toml> [315 | 315:slim ...] [--dry-run]
+call "C:\WinPdev\WPy64-31190\python-3.11.9.amd64\python.exe" %~dp0\build_winpython_meta.py %*
diff --git a/winpython_builds.toml b/winpython_builds.toml
new file mode 100644
index 00000000..19f54415
--- /dev/null
+++ b/winpython_builds.toml
@@ -0,0 +1,95 @@
+# WinPython local builds - every Python minor in one file.
+#
+# A build is a (python, flavor) pair. Everything else is derived:
+#
+#     basedir       = {root_dir_for_builds}\bd{python}
+#     requirements  = {basedir}\{flavor requirements}
+#     source_dirs   = {basedir}\{flavor source_dirs}
+#     wheelhousereq = {basedir}\{flavor wheelhousereq}
+#     toolsdirs     = {root_dir_for_builds}\{flavor toolsdirs}
+#
+# so a new Python minor is one [pythons."3XX"] block, and its flavors are the
+# names listed in "builds".
+#
+# Requirement files may differ per Python: name them again in
+# [pythons."3XX".overrides.<flavor>], which replaces that flavor's entries for
+# that Python alone. Any other build key goes there too (bytecode, ...).
+#
+# Typical local build:
+#     generate_a_winpython_distropy_meta.bat winpython_builds.toml 315:slim
+#     generate_a_winpython_distropy_meta.bat winpython_builds.toml 315
+#     generate_a_winpython_distropy_meta.bat winpython_builds.toml
+#     ... --dry-run           prints the build commands instead of running them
+
+[defaults]
+root_dir_for_builds = "C:\\Winp"
+find_links = "C:\\Winp\\packages.srcreq"
+arch = "64"
+create_installer = "None"
+# mandatory_requirements.txt and constraints.txt come from beside this file
+# unless a build names its own.
+
+# ---- flavors: what makes a slim a slim --------------------------------------
+
+[flavors.dot]
+requirements = "dot_requirements.txt"
+source_dirs = "packages.win-amd64"
+toolsdirs = "bdTools\\Tools.dot"
+
+[flavors.dotf]
+requirements = "dot_requirements.txt"
+source_dirs = "packages.win-amd64t"
+toolsdirs = "bdTools\\Tools.dot"
+
+[flavors.slim]
+requirements = "requirements_slim.txt"
+source_dirs = "packages.win-amd64"
+toolsdirs = "bdTools\\tools64_pandoc_alone"
+
+[flavors.slimf]
+requirements = "requirements_slimf.txt"
+source_dirs = "packages.win-amd64t"
+toolsdirs = "bdTools\\tools64_pandoc_alone"
+
+# Not built at the moment: no python below lists it.
+[flavors.whl]
+requirements = "dot_requirements.txt"
+source_dirs = "packages.win-amd64"
+toolsdirs = "bdTools\\Tools.dot"
+wheelhousereq = "requirements_whl.txt"
+
+# ---- pythons: what gets built -----------------------------------------------
+
+[pythons."313"]
+python_target_release = "31315"
+release = "0"
+my_release_level = "b3"
+builds = ["dot", "slim"]
+
+# A Python that names a requirements file its own way says so here:
+# [pythons."313".overrides.slim]
+# requirements = "requirements64_slim.txt"
+
+[pythons."314"]
+python_target_release = "3147"
+release = "0"
+my_release_level = "b3"
+builds = ["dot", "dotf", "slim", "slimf"]
+
+[pythons."314".overrides.slimf]
+bytecode = "none"
+
+# [pythons."314".overrides.slim]
+# create_installer = ".7z-mx7"
+
+[pythons."315"]
+python_target_release = "3150"
+release = "4"
+my_release_level = "b3"
+builds = ["dot", "dotf", "slim", "slimf"]
+
+# [pythons."315".overrides.slim]
+# bytecode = "none"
+
+# [pythons."315".overrides.slimf]
+# bytecode = "none"
diff --git a/winpython_builds_bd13.toml b/winpython_builds_bd13.toml
deleted file mode 100644
index 8c3fc047..00000000
--- a/winpython_builds_bd13.toml
+++ /dev/null
@@ -1,45 +0,0 @@
-[pythons]
-"313" = { python_target_release = "31315", release = "0", my_release_level = "b3" }
-
-
-[[builds]]
-name = "dot"
-root_dir_for_builds = "C:\\Winp"
-python_target = "313"
-flavor = "dot"
-arch = "64"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd313\\dot_requirements.txt"
-source_dirs = "C:\\Winp\\bd313\\packages.win-amd64"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-
-
-[[builds]]
-name = "slim"
-root_dir_for_builds = "C:\\Winp"
-python_target = "313"
-flavor = "slim"
-arch = "64"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd313\\requirements64_slim.txt"
-source_dirs = "C:\\Winp\\bd313\\packages.win-amd64"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
-
-
-[[builds-nomore]]
-name = "whl"
-root_dir_for_builds = "C:\\Winp"
-python_target = "313"
-flavor = "whl"
-arch = "64"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd313\\dot_requirements.txt"
-source_dirs = "C:\\Winp\\bd313\\packages.win-amd64"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-wheelhousereq = "C:\\Winp\\bd313\\requirements64_whl.txt"
diff --git a/winpython_builds_bd14.toml b/winpython_builds_bd14.toml
deleted file mode 100644
index 5b86d6c8..00000000
--- a/winpython_builds_bd14.toml
+++ /dev/null
@@ -1,78 +0,0 @@
-[pythons]
-"314" = { python_target_release = "3147", release = "0", my_release_level = "b3" }
-
-
-
-[[builds]]
-name = "dot"
-root_dir_for_builds = "C:\\Winp"
-python_target = "314"
-flavor = "dot"
-arch = "64"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
-source_dirs = "C:\\Winp\\bd314\\packages.win-amd64"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-
-[[builds]]
-name = "dotf"
-root_dir_for_builds = "C:\\Winp"
-python_target = "314"
-flavor = "dotf"
-arch = "64"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
-source_dirs = "C:\\Winp\\bd314\\packages.win-amd64t"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-
-
-
-[[builds]]
-name = "slim"
-root_dir_for_builds = "C:\\Winp"
-python_target = "314"
-flavor = "slim"
-arch = "64"
-# bytecode = "none"
-create_installer = "none"
-# create_installer = ".7z-mx7"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd314\\requirements_slim.txt"
-source_dirs = "C:\\Winp\\bd314\\packages.win-amd64"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
-
-
-
-[[builds]]
-name = "slimf"
-root_dir_for_builds = "C:\\Winp"
-python_target = "314"
-flavor = "slimf"
-arch = "64"
-bytecode = "none"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd314\\requirements_slimf.txt"
-source_dirs = "C:\\Winp\\bd314\\packages.win-amd64t"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
-
-
-[[builds-nomore]]
-name = "whl"
-root_dir_for_builds = "C:\\Winp"
-python_target = "314"
-flavor = "whl"
-arch = "64"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd314\\dot_requirements.txt"
-source_dirs = "C:\\Winp\\bd314\\packages.win-amd64"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-wheelhousereq = "C:\\Winp\\bd314\\requirements_whl.txt"
diff --git a/winpython_builds_bd15.toml b/winpython_builds_bd15.toml
deleted file mode 100644
index 1704bd14..00000000
--- a/winpython_builds_bd15.toml
+++ /dev/null
@@ -1,64 +0,0 @@
-[pythons]
-"315" = { python_target_release = "3150", release = "4", my_release_level = "b3" }
-
-
-
-[[builds]]
-name = "dot"
-root_dir_for_builds = "C:\\Winp"
-python_target = "315"
-flavor = "dot"
-arch = "64"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd315\\dot_requirements.txt"
-source_dirs = "C:\\Winp\\bd315\\packages.win-amd64"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-
-
-[[builds]]
-name = "dotf"
-root_dir_for_builds = "C:\\Winp"
-python_target = "315"
-flavor = "dotf"
-arch = "64"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd315\\dot_requirements.txt"
-source_dirs = "C:\\Winp\\bd315\\packages.win-amd64t"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\Tools.dot"
-
-
-
-[[builds]]
-name = "slim"
-root_dir_for_builds = "C:\\Winp"
-python_target = "315"
-flavor = "slim"
-arch = "64"
-# bytecode = "none"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd315\\requirements_slim.txt"
-source_dirs = "C:\\Winp\\bd315\\packages.win-amd64"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
-
-
-
-[[builds]]
-name = "slimf"
-root_dir_for_builds = "C:\\Winp"
-python_target = "315"
-flavor = "slimf"
-arch = "64"
-# bytecode = "none"
-create_installer = "None"
-mandatory_requirements = "C:\\Winp\\mandatory_requirements.txt"
-requirements = "C:\\Winp\\bd315\\requirements_slimf.txt"
-source_dirs = "C:\\Winp\\bd315\\packages.win-amd64t"
-find_links = "C:\\Winp\\packages.srcreq"
-toolsdirs = "C:\\Winp\\bdTools\\tools64_pandoc_alone"
-

From 416a5edc0fe276f8602450d59e8deeea255bda22 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 13 Aug 2026 17:31:23 +0200
Subject: [PATCH 047/100] wppm --roots: keep only what nothing else pulls in

Given a requirements file, drop every entry another entry already brings
in, sort the rest, and comment out what went and why. Given no file, the
same question over what is installed. An optional dependency counts only
where its extra is asked for; a mutual pair keeps both members.

Reading a wheelhouse now skips an archive carrying no metadata instead
of losing the directory with it, and keeps the newest version of a
package where several are present, so the answer stops depending on the
order the files were listed in.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 README_PYPI.md          |  35 +++++++-
 tests/test_piptree.py   |  35 ++++++++
 tests/test_roots.py     | 188 ++++++++++++++++++++++++++++++++++++++++
 wppm/packagemetadata.py |  21 +++--
 wppm/piptree.py         | 100 ++++++++++++++++++++-
 wppm/utils.py           |   9 ++
 wppm/wppm.py            |  39 ++++++++-
 7 files changed, 414 insertions(+), 13 deletions(-)
 create mode 100644 tests/test_roots.py

diff --git a/README_PYPI.md b/README_PYPI.md
index af05bd5f..7a2aadb9 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -95,6 +95,36 @@ levels deep — is one command:
 $ wppm -p ".[.]" -l9
 ```
 
+## What did you actually ask for?
+
+`-p` and `-r` answer for one package. `--roots` answers for a whole list: it keeps only
+the entries nothing else in that list already pulls in, sorted, and comments out the rest
+with the reason.
+
+```console
+$ wppm requirements_slim.txt --roots -v -t D:\WPy64\python
+# requirements_slim.txt, sorted, with every entry
+# another one already pulls in commented out: 160 entries -> 112.
+
+...
+#numpy  # <- baresql, clarabel, cvxpy, dask[array,dataframe,diagnostics], datashader, ...
+#scikit-learn  # <- imbalanced-learn, mlxtend, prince, skrub, umap-learn
+#whatthepatch  # <- spyder
+```
+
+Dropped entries come back as comments, so re-asking for one is uncommenting it, and the
+notes in the source file are carried over. With no file, the question becomes "of
+everything installed here, what did anything actually ask for?":
+
+```console
+$ wppm --roots -t D:\WPy64\python
+```
+
+An optional dependency only counts where its extra is asked for, and a mutual pair keeps
+both members -- dropping either would take the other with it. With `-ws` the facts come
+from a wheelhouse instead of an installation, so a list can be pruned before anything is
+built; where the wheelhouse holds several versions of a package, the newest one answers.
+
 ## Everything is available as JSON
 
 Any of `-p`, `-r`, `-ls`, `-md` accepts `-j` / `--json`, so the same answers can gate a
@@ -185,7 +215,7 @@ anything into it.
 ```text
 usage: wppm [-h] [-v] [--register] [--unregister] [--fix] [--movable]
             [-ws WHEELSOURCE] [-wd WHEELDRAIN] [-ls] [-lsa] [-md] [-p] [-r]
-            [-l LEVELS] [-j] [-t TARGET] [-i] [-u]
+            [-roots] [-l LEVELS] [-j] [-t TARGET] [-i] [-u]
             [package(s) or lockfile ...]
 
 WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages (17.10.20260808)
@@ -208,8 +238,9 @@ options:
   -md                   markdown summary of the installation
   -p                    show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]
   -r                    show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]
+  -roots, --roots       keep only what no other entry pulls in, sorted: wppm --roots, wppm requirements.txt --roots -v
   -l LEVELS             show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1
-  -j, --json            machine-readable JSON output (with -p, -r, -ls, -md): wppm -p pandas[.] -j
+  -j, --json            machine-readable JSON output (with -p, -r, -ls, -md, --roots): wppm -p pandas[.] -j
   -t TARGET             path to target Python distribution (default: current environment)
   -i, --install         install a given package wheel or pylock file (use pip for more features)
   -u, --uninstall       uninstall package  (use pip for more features)
diff --git a/tests/test_piptree.py b/tests/test_piptree.py
index cd5afd71..2ac48202 100644
--- a/tests/test_piptree.py
+++ b/tests/test_piptree.py
@@ -118,6 +118,41 @@ def test_environment_exposes_every_marker_field_packaging_needs(self, pip):
         }
 
 
+class TestWheelhouse:
+    """Reading a directory of wheels instead of an installation."""
+
+    @pytest.fixture
+    def wheelhouse(self, tmp_path):
+        import zipfile
+        house = tmp_path / "wheels"
+        house.mkdir()
+
+        def wheel(name, version, requires=()):
+            with zipfile.ZipFile(house / f"{name}-{version}-py3-none-any.whl", "w") as zf:
+                lines = ["Metadata-Version: 2.1", f"Name: {name}", f"Version: {version}"]
+                lines += [f"Requires-Dist: {r}" for r in requires]
+                zf.writestr(f"{name}-{version}.dist-info/METADATA", "\n".join(lines) + "\n")
+
+        wheel("solo", "1.0")
+        wheel("twice", "1.0", requires=["solo"])
+        wheel("twice", "2.0")
+        (house / "not-a-package.tar.gz").write_bytes(b"not a tarball at all")
+        return house
+
+    def test_an_unreadable_archive_does_not_lose_the_others(self, wheelhouse):
+        pip = piptree.PipData(None, str(wheelhouse))
+        assert {"solo", "twice"} <= set(pip.distro)
+
+    def test_only_the_newest_version_of_a_package_is_kept(self, wheelhouse):
+        pip = piptree.PipData(None, str(wheelhouse))
+        assert pip.distro["twice"]["version"] == "2.0"
+
+    def test_the_newest_version_brings_its_own_dependencies(self, wheelhouse):
+        """twice 1.0 needs solo, twice 2.0 does not: the answer must be 2.0's."""
+        pip = piptree.PipData(None, str(wheelhouse))
+        assert pip.dependency_closure("twice") == set()
+
+
 class TestCycles:
     def test_mutual_dependency_terminates(self, tmp_path):
         """A <-> B must not recurse forever."""
diff --git a/tests/test_roots.py b/tests/test_roots.py
new file mode 100644
index 00000000..17eb727e
--- /dev/null
+++ b/tests/test_roots.py
@@ -0,0 +1,188 @@
+# -*- coding: utf-8 -*-
+"""--roots: keep only the entries no other entry already pulls in.
+
+Same synthetic site-packages trick as test_piptree.py -- the point is the
+graph, not the packages.
+"""
+import json
+import subprocess
+import sys
+from pathlib import Path
+
+import pytest
+
+from wppm import piptree, utils, wppm as wppm_module
+
+from conftest import write_dist, windows_only
+
+REPO_ROOT = Path(__file__).resolve().parent.parent
+
+
+@pytest.fixture
+def graph(tmp_path):
+    """app -> lib -> helper, app[fancy] -> fancylib, and a standalone orphan."""
+    root = tmp_path / "dist"
+    site = root / "Lib" / "site-packages"
+    site.mkdir(parents=True)
+    (root / "python.exe").write_bytes(b"MZ")
+    write_dist(site, "app", "1.0", requires=["lib>=1.0", 'fancylib; extra == "fancy"'],
+               extras=["fancy"])
+    write_dist(site, "lib", "1.5", requires=["helper"])
+    write_dist(site, "helper", "0.3")
+    write_dist(site, "fancylib", "2.0")
+    write_dist(site, "orphan", "9.9")
+    return root
+
+
+@pytest.fixture
+def pip(graph):
+    return piptree.PipData(str(graph))
+
+
+class TestSplitRequirement:
+    @pytest.mark.parametrize("text, expected", [
+        ("numpy", ("numpy", [])),
+        ("numpy==2.0", ("numpy", [])),
+        ("numpy >= 2.0", ("numpy", [])),
+        ("Pillow", ("pillow", [])),
+        ("mypy[mypyc]", ("mypy", ["mypyc"])),
+        ("dask[array,dataframe]>=2.0", ("dask", ["array", "dataframe"])),
+        ("scipy; python_version > '3.10'", ("scipy", [])),
+    ])
+    def test_parses(self, text, expected):
+        assert piptree.PipData.split_requirement(text) == expected
+
+
+class TestClosure:
+    def test_follows_the_chain(self, pip):
+        assert pip.dependency_closure("app") == {"lib", "helper"}
+
+    def test_ignores_an_extra_nobody_asked_for(self, pip):
+        assert "fancylib" not in pip.dependency_closure("app")
+
+    def test_follows_an_extra_that_is_asked_for(self, pip):
+        assert "fancylib" in pip.dependency_closure("app", "fancy")
+
+    def test_leaf_reaches_nothing(self, pip):
+        assert pip.dependency_closure("helper") == set()
+
+
+class TestRoots:
+    def test_installed_set_keeps_only_what_nothing_requires(self, pip):
+        assert pip.roots()["kept"] == ["app", "fancylib", "orphan"]
+
+    def test_drops_an_entry_another_entry_pulls_in(self, pip):
+        result = pip.roots(["app", "lib", "orphan"])
+        assert result["kept"] == ["app", "orphan"]
+        assert result["dropped"] == {"lib": ["app"]}
+
+    def test_names_every_puller_of_a_dropped_entry(self, pip):
+        assert pip.roots(["app", "lib", "helper"])["dropped"]["helper"] == ["app", "lib"]
+
+    def test_keeps_an_entry_whose_puller_is_not_listed(self, pip):
+        """Nothing listed pulls helper in, so it stays."""
+        assert pip.roots(["helper", "orphan"])["kept"] == ["helper", "orphan"]
+
+    def test_an_extra_only_dependency_stays_unless_the_extra_is_asked_for(self, pip):
+        assert "fancylib" in pip.roots(["app", "fancylib"])["kept"]
+        assert "fancylib" in pip.roots(["app[fancy]", "fancylib"])["dropped"]
+
+    def test_keeps_the_entry_as_written(self, pip):
+        assert pip.roots(["app[fancy]", "lib"])["kept"] == ["app[fancy]"]
+
+    def test_reports_a_repeated_entry_once(self, pip):
+        result = pip.roots(["orphan", "orphan"])
+        assert result["kept"] == ["orphan"]
+        assert result["duplicates"] == ["orphan"]
+
+    def test_a_repeat_keeps_the_fuller_spelling(self, pip):
+        assert pip.roots(["app", "app[fancy]"])["kept"] == ["app[fancy]"]
+
+    def test_an_entry_the_target_lacks_is_kept_and_reported(self, pip):
+        result = pip.roots(["orphan", "nosuchpackage"])
+        assert result["unknown"] == ["nosuchpackage"]
+        assert "nosuchpackage" in result["kept"]
+
+    def test_sorting_is_case_insensitive(self, pip):
+        assert pip.roots(["orphan", "App", "fancylib"])["kept"] == ["App", "fancylib", "orphan"]
+
+    def test_empty_input_gives_empty_output(self, pip):
+        assert pip.roots([]) == {"kept": [], "dropped": {}, "duplicates": [], "unknown": []}
+
+
+class TestMutualDependency:
+    @pytest.fixture
+    def cycle(self, tmp_path):
+        root = tmp_path / "cyc"
+        site = root / "Lib" / "site-packages"
+        site.mkdir(parents=True)
+        (root / "python.exe").write_bytes(b"MZ")
+        write_dist(site, "aaa", "1.0", requires=["bbb"])
+        write_dist(site, "bbb", "1.0", requires=["aaa"])
+        write_dist(site, "ccc", "1.0", requires=["aaa"])
+        return piptree.PipData(str(root))
+
+    def test_a_mutual_pair_keeps_both(self, cycle):
+        """Dropping either would take the other with it."""
+        assert cycle.roots(["aaa", "bbb"])["kept"] == ["aaa", "bbb"]
+
+    def test_something_outside_the_cycle_still_drops_it(self, cycle):
+        result = cycle.roots(["aaa", "bbb", "ccc"])
+        assert result["kept"] == ["ccc"]
+        assert set(result["dropped"]) == {"aaa", "bbb"}
+
+
+class TestRendering:
+    def test_dropped_entries_come_back_as_comments(self, pip):
+        lines = wppm_module.roots_as_requirements(pip.roots(["app", "lib"]))
+        assert "app" in lines
+        assert "#lib" in lines
+
+    def test_verbose_says_who_pulls_each_one_in(self, pip):
+        lines = wppm_module.roots_as_requirements(pip.roots(["app", "lib"]), verbose=True)
+        assert "#lib  # <- app" in lines
+
+    def test_source_comments_are_preserved(self, pip):
+        lines = wppm_module.roots_as_requirements(pip.roots(["app"]), comments=["# a note"])
+        assert "# a note" in lines
+
+    def test_header_counts_the_entries(self, pip):
+        header = "\n".join(wppm_module.roots_as_requirements(pip.roots(["app", "lib", "orphan"]))[:2])
+        assert "3 entries -> 2" in header
+
+
+class TestReadRequirements:
+    def test_splits_entries_from_comments(self, tmp_path):
+        path = tmp_path / "r.txt"
+        path.write_text("# a note\n\nnumpy\n  pandas  \n#disabled\n", encoding="utf-8")
+        assert utils.read_requirements(path) == (["numpy", "pandas"], ["# a note", "#disabled"])
+
+
+@windows_only
+class TestCli:
+    def wppm(self, *args):
+        proc = subprocess.run(
+            [sys.executable, "-X", "utf8", "-m", "wppm", *args],
+            capture_output=True, text=True, cwd=str(REPO_ROOT), timeout=300,
+            encoding="utf-8", errors="replace",
+        )
+        assert proc.returncode == 0, f"exit {proc.returncode}\n{proc.stdout}\n{proc.stderr}"
+        return proc.stdout
+
+    def test_roots_of_a_target(self, graph):
+        out = self.wppm("-t", str(graph), "--roots")
+        assert "app" in out.splitlines()
+        assert "#lib" in out.splitlines()
+
+    def test_roots_of_a_requirements_file(self, graph, tmp_path):
+        req = tmp_path / "req.txt"
+        req.write_text("# keep me\nlib\napp\n", encoding="utf-8")
+        out = self.wppm("-t", str(graph), str(req), "--roots")
+        assert "app" in out.splitlines()
+        assert "#lib" in out.splitlines()
+        assert "# keep me" in out.splitlines()
+
+    def test_json_output_parses(self, graph):
+        data = json.loads(self.wppm("-t", str(graph), "--roots", "-j"))
+        assert set(data) == {"kept", "dropped", "duplicates", "unknown"}
+        assert data["kept"] == ["app", "fancylib", "orphan"]
diff --git a/wppm/packagemetadata.py b/wppm/packagemetadata.py
index c82efd91..80257330 100644
--- a/wppm/packagemetadata.py
+++ b/wppm/packagemetadata.py
@@ -40,17 +40,20 @@ def get_installed_metadata(path = None) -> List[PackageMetadata]:
     return pkgs
 
 def get_directory_metadata(directory: str) -> List[PackageMetadata]:
-    # For each .whl/.tar.gz file in directory, extract metadata
+    """Metadata of every wheel and sdist in *directory*.
+
+    An archive that carries no metadata (a plain source tarball, say) is
+    skipped: a wheelhouse holds what it holds, and one odd file in it must not
+    cost the caller the other three thousand.
+    """
     pkgs = []
     for fname in os.listdir(directory):
-        if fname.endswith('.whl'):
-            # Extract METADATA from wheel
-            meta = extract_metadata_from_wheel(os.path.join(directory, fname))
-            pkgs.append(meta)
-        elif fname.endswith('.tar.gz'):
-            # Extract PKG-INFO from sdist
-            meta = extract_metadata_from_sdist(os.path.join(directory, fname))
-            pkgs.append(meta)
+        extract = extract_metadata_from_wheel if fname.endswith('.whl') else extract_metadata_from_sdist
+        if fname.endswith(('.whl', '.tar.gz')):
+            try:
+                pkgs.append(extract(os.path.join(directory, fname)))
+            except (ValueError, KeyError, OSError, tarfile.TarError, zipfile.BadZipFile) as e:
+                print(f"skipped {fname}: {e}", file=sys.stderr)
     return pkgs
 
 def extract_metadata_from_wheel(path: str) -> PackageMetadata:
diff --git a/wppm/piptree.py b/wppm/piptree.py
index e6a51e35..6a9fb718 100644
--- a/wppm/piptree.py
+++ b/wppm/piptree.py
@@ -22,8 +22,10 @@
 from typing import Dict, List, Optional, Tuple, Union
 try:
     from packaging.markers import Marker
+    from packaging.version import Version
 except  ModuleNotFoundError:
     from pip._vendor.packaging.markers import Marker
+    from pip._vendor.packaging.version import Version
 from importlib.metadata import Distribution, distributions
 from pathlib import Path
 from . import utils
@@ -96,7 +98,7 @@ def _get_environment(self) -> Dict[str, str]:
     def _get_packages(self, search_path: str, wheelhouse) -> List[Distribution]:
         """Retrieve installed packages from the specified path."""
         if wheelhouse:
-            return pm.get_directory_metadata(wheelhouse)
+            return self._newest_of_each(pm.get_directory_metadata(wheelhouse))
         if sys.executable == search_path:
             return pm.get_installed_metadata() #Distribution.discover()
         else:
@@ -104,6 +106,27 @@ def _get_packages(self, search_path: str, wheelhouse) -> List[Distribution]:
             # with the venv layout (python.exe in Scripts, site-packages at the root)
             return pm.get_installed_metadata(path=[utils.get_site_packages_path(search_path)])
 
+    @staticmethod
+    def _newest_of_each(packages: List) -> List:
+        """One distribution per name, the highest version.
+
+        A wheelhouse commonly holds several versions of a package; the
+        environment PipData models holds one, and reading whichever the
+        directory listing returned last would make the answer arbitrary.
+        """
+        def version_of(package):
+            try:
+                return Version(package.version)
+            except Exception:   # a local or malformed version still sorts, just last
+                return Version("0")
+
+        newest = {}
+        for package in packages:
+            key = PipData.normalize(package.name)
+            if key not in newest or version_of(package) > version_of(newest[key]):
+                newest[key] = package
+        return list(newest.values())
+
     def _process_packages(self, packages: List[Distribution]) -> None:
         """Process packages metadata and store them in the distro dictionary."""
         for package in packages:
@@ -298,6 +321,81 @@ def _get_dependency_tree(self, package_name: str, extra: str = "", version_req:
         else:
             return []
 
+    @staticmethod
+    def split_requirement(text: str) -> Tuple[str, List[str]]:
+        """'dask[array,dataframe]>=2.0' -> ('dask', ['array', 'dataframe'])."""
+        name_extras = re.split(r"[=<>~!;@ ]", text.strip(), maxsplit=1)[0]
+        name, _, extras = name_extras.partition("[")
+        return PipData.normalize(name), [e.strip() for e in extras.rstrip("]").split(",") if e.strip()]
+
+    def dependency_closure(self, package: str, extra: str = "") -> set:
+        """Every installed package reachable from `package[extra]`, itself excluded.
+
+        An optional dependency counts only where its extra is asked for: a
+        requirement gated on `extra == "test"` is not followed for a bare
+        package, since nothing installed it on that account.
+        """
+        key = self.normalize(package)
+        reached, seen = set(), set()
+        stack = [(key, e) for e in extra.split(",") if e] + [(key, "")]
+        while stack:
+            pkg, pkg_extra = stack.pop()
+            if (pkg, pkg_extra) in seen or pkg not in self.distro:
+                continue
+            seen.add((pkg, pkg_extra))
+            for req in self.distro[pkg]["requires_dist"]:
+                marker = req.get("req_marker")
+                if marker and not self._marker_true(marker, pkg_extra):
+                    continue
+                if req["req_key"] in self.distro:
+                    reached.add(req["req_key"])
+                    stack.append((req["req_key"], req["req_extra"]))
+        reached.discard(key)
+        return reached
+
+    def roots(self, entries: Optional[List[str]] = None) -> Dict:
+        """Which entries no other entry already pulls in.
+
+        `entries` are requirement strings ("dask[array]", "numpy==2.0"); given
+        none, every installed package is an entry. Returns the entries to keep
+        in alphabetical order, and for each dropped one the entries that pull
+        it in -- a requirements file saying what it means, rather than what a
+        dependency would have installed anyway.
+
+        A mutual pair (a needs b, b needs a) keeps both: dropping either would
+        take the other with it. An entry the target has never installed cannot
+        be resolved, so it is kept and reported apart.
+        """
+        if entries is None:
+            entries = [pkg["name"] for pkg in self.distro.values()]
+        asked: Dict[str, Tuple[str, List[str]]] = {}   # key -> (as written, extras)
+        duplicates = []
+        for text in entries:
+            key, extras = self.split_requirement(text)
+            if key in asked:
+                duplicates.append(text)
+                if len(text) <= len(asked[key][0]):
+                    continue   # keep the fuller spelling: extras and pins matter
+            asked[key] = (text, extras)
+        reach = {key: self.dependency_closure(key, ",".join(extras)) if key in self.distro else set()
+                 for key, (_, extras) in asked.items()}
+        dropped = {}
+        for key, (text, _) in asked.items():
+            # named plainly: what pulls a package in is the package, not the
+            # extras and pin the entry happened to be written with
+            pullers = sorted((self.distro[other]["name"] if other in self.distro else other
+                              for other in asked
+                              if other != key and key in reach[other] and other not in reach[key]),
+                             key=str.lower)
+            if pullers:
+                dropped[text] = pullers
+        return {
+            "kept": sorted((text for text, _ in asked.values() if text not in dropped), key=str.lower),
+            "dropped": dict(sorted(dropped.items(), key=lambda item: item[0].lower())),
+            "duplicates": sorted(duplicates, key=str.lower),
+            "unknown": sorted((text for key, (text, _) in asked.items() if key not in self.distro), key=str.lower),
+        }
+
     def _node_text(self, node: Dict) -> str:
         """Render a tree node dict as its one-line text form."""
         if not node["installed"]:
diff --git a/wppm/utils.py b/wppm/utils.py
index f5c9d9a0..96a8a4c4 100644
--- a/wppm/utils.py
+++ b/wppm/utils.py
@@ -53,6 +53,15 @@ def get_site_packages_path(path=None):
     """Return the path to the Python site-packages directory."""
     return str(get_install_root(path) / 'Lib' / 'site-packages')
 
+def read_requirements(path):
+    """Split a pip requirements file into its entries and its comment lines."""
+    entries, comments = [], []
+    for line in Path(path).read_text(encoding='utf-8').splitlines():
+        text = line.strip()
+        if text:
+            (comments if text.startswith('#') else entries).append(text)
+    return entries, comments
+
 def first_line(text, default="?"):
     """Return the first non-empty line of *text*, or *default* if there is none."""
     for line in text.splitlines():
diff --git a/wppm/wppm.py b/wppm/wppm.py
index deae0e3b..28cb6566 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -277,6 +277,31 @@ def install_bdist_direct(self, package, install_options=None):
         package = Package(fname)
         self._print_done()
 
+def roots_as_requirements(result, comments=(), source=None, verbose=False):
+    """Render piptree.roots() as a requirements file that says why it is short.
+
+    Dropped entries stay as comments, so re-asking for one is uncommenting it.
+    """
+    def few(names, limit=6):
+        return ", ".join(names[:limit]) + (f", and {len(names) - limit} more" if len(names) > limit else "")
+
+    kept, dropped = result["kept"], result["dropped"]
+    lines = [f"# {Path(source).name if source else 'installed packages'}, sorted, with every entry",
+             f"# another one already pulls in commented out: {len(kept) + len(dropped)} entries -> {len(kept)}."]
+    if result["unknown"]:
+        lines.append(f"# {len(result['unknown'])} not installed in the target, so left unresolved: {few(result['unknown'])}")
+    if result["duplicates"]:
+        lines.append(f"# repeated in the source: {few(result['duplicates'], 12)}")
+    lines += [""] + kept
+    if dropped:
+        lines += ["", "# ---- already pulled in by an entry above ----"]
+        for text, pullers in dropped.items():
+            why = f"  # <- {', '.join(pullers[:5])}{', ...' if len(pullers) > 5 else ''}" if verbose else ""
+            lines.append(f"#{text}{why}")
+    if comments:
+        lines += ["", "# ---- notes kept from the source ----"] + list(comments)
+    return lines
+
 def main(test=False):
     # package summaries may contain characters the console codepage can't encode (emoji): don't crash
     if sys.stdout and hasattr(sys.stdout, "reconfigure"):
@@ -301,8 +326,9 @@ def main(test=False):
     parser.add_argument("-md", dest="markdown", action="store_true",help=f"markdown summary of the installation")
     parser.add_argument("-p",dest="pipdown",action="store_true",help="show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]")
     parser.add_argument("-r", dest="pipup", action="store_true", help=f"show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]")
+    parser.add_argument("-roots", "--roots", action="store_true", help="keep only what no other entry pulls in, sorted: wppm --roots, wppm requirements.txt --roots -v")
     parser.add_argument("-l", dest="levels", type=int, default=-1, help="show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1")
-    parser.add_argument("-j", "--json", dest="json", action="store_true", help="machine-readable JSON output (with -p, -r, -ls, -md): wppm -p pandas[.] -j")
+    parser.add_argument("-j", "--json", dest="json", action="store_true", help="machine-readable JSON output (with -p, -r, -ls, -md, --roots): wppm -p pandas[.] -j")
     parser.add_argument("-t", dest="target", default=sys.prefix, help=f'path to target Python distribution (default: "{sys.prefix}")')
     parser.add_argument("-i", "--install", action="store_true", help="install a given package wheel or pylock file (use pip for more features)")
     parser.add_argument("-u", "--uninstall", action="store_true", help="uninstall package  (use pip for more features)")
@@ -331,6 +357,17 @@ def main(test=False):
             pack, extra, *other = (args_fname + "[").replace("]", "[").split("[")
             print(pip.up(pack, extra, args.levels if args.levels>=0 else 1, verbose=args.verbose, format="json" if args.json else "text"))
         sys.exit()
+    elif args.roots:
+        pip = piptree.PipData(targetpython, args.wheelsource)
+        source = next((Path(f) for f in args.fname if f and Path(f).is_file()), None)
+        entries, comments = utils.read_requirements(source) if source else (None, [])
+        result = pip.roots(entries)
+        if args.json:
+            print(json.dumps(result, indent=4))
+            sys.exit()
+        for line in roots_as_requirements(result, comments, source, args.verbose):
+            print(line)
+        sys.exit()
     elif args.list:
         pip = piptree.PipData(targetpython, args.wheelsource)
         todo= []

From 853948044930bb3249f24c000a263a544d5c4495 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 13 Aug 2026 17:55:59 +0200
Subject: [PATCH 048/100] name it --top-level, not --roots

pip already has --root (an alternate install prefix), one character away,
and "root" reads as the superuser before it reads as a graph node.
"Top level" is the term pipdeptree uses for the same set, so the word is
one its users have already met.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 README_PYPI.md                             | 12 +++---
 tests/{test_roots.py => test_top_level.py} | 50 +++++++++++-----------
 wppm/piptree.py                            |  2 +-
 wppm/wppm.py                               | 14 +++---
 4 files changed, 39 insertions(+), 39 deletions(-)
 rename tests/{test_roots.py => test_top_level.py} (74%)

diff --git a/README_PYPI.md b/README_PYPI.md
index 7a2aadb9..4069d3b4 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -97,12 +97,12 @@ $ wppm -p ".[.]" -l9
 
 ## What did you actually ask for?
 
-`-p` and `-r` answer for one package. `--roots` answers for a whole list: it keeps only
+`-p` and `-r` answer for one package. `-tl` answers for a whole list: it keeps only
 the entries nothing else in that list already pulls in, sorted, and comments out the rest
 with the reason.
 
 ```console
-$ wppm requirements_slim.txt --roots -v -t D:\WPy64\python
+$ wppm requirements_slim.txt --top-level -v -t D:\WPy64\python
 # requirements_slim.txt, sorted, with every entry
 # another one already pulls in commented out: 160 entries -> 112.
 
@@ -117,7 +117,7 @@ notes in the source file are carried over. With no file, the question becomes "o
 everything installed here, what did anything actually ask for?":
 
 ```console
-$ wppm --roots -t D:\WPy64\python
+$ wppm --top-level -t D:\WPy64\python
 ```
 
 An optional dependency only counts where its extra is asked for, and a mutual pair keeps
@@ -215,7 +215,7 @@ anything into it.
 ```text
 usage: wppm [-h] [-v] [--register] [--unregister] [--fix] [--movable]
             [-ws WHEELSOURCE] [-wd WHEELDRAIN] [-ls] [-lsa] [-md] [-p] [-r]
-            [-roots] [-l LEVELS] [-j] [-t TARGET] [-i] [-u]
+            [-tl] [-l LEVELS] [-j] [-t TARGET] [-i] [-u]
             [package(s) or lockfile ...]
 
 WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages (17.10.20260808)
@@ -238,9 +238,9 @@ options:
   -md                   markdown summary of the installation
   -p                    show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]
   -r                    show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]
-  -roots, --roots       keep only what no other entry pulls in, sorted: wppm --roots, wppm requirements.txt --roots -v
+  -tl, --top-level      keep only the entries no other entry pulls in, sorted: wppm -tl, wppm requirements.txt -tl -v
   -l LEVELS             show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1
-  -j, --json            machine-readable JSON output (with -p, -r, -ls, -md, --roots): wppm -p pandas[.] -j
+  -j, --json            machine-readable JSON output (with -p, -r, -ls, -md, -tl): wppm -p pandas[.] -j
   -t TARGET             path to target Python distribution (default: current environment)
   -i, --install         install a given package wheel or pylock file (use pip for more features)
   -u, --uninstall       uninstall package  (use pip for more features)
diff --git a/tests/test_roots.py b/tests/test_top_level.py
similarity index 74%
rename from tests/test_roots.py
rename to tests/test_top_level.py
index 17eb727e..4888866a 100644
--- a/tests/test_roots.py
+++ b/tests/test_top_level.py
@@ -1,5 +1,5 @@
 # -*- coding: utf-8 -*-
-"""--roots: keep only the entries no other entry already pulls in.
+"""--top-level: keep only the entries no other entry already pulls in.
 
 Same synthetic site-packages trick as test_piptree.py -- the point is the
 graph, not the packages.
@@ -67,47 +67,47 @@ def test_leaf_reaches_nothing(self, pip):
         assert pip.dependency_closure("helper") == set()
 
 
-class TestRoots:
+class TestTopLevel:
     def test_installed_set_keeps_only_what_nothing_requires(self, pip):
-        assert pip.roots()["kept"] == ["app", "fancylib", "orphan"]
+        assert pip.top_level()["kept"] == ["app", "fancylib", "orphan"]
 
     def test_drops_an_entry_another_entry_pulls_in(self, pip):
-        result = pip.roots(["app", "lib", "orphan"])
+        result = pip.top_level(["app", "lib", "orphan"])
         assert result["kept"] == ["app", "orphan"]
         assert result["dropped"] == {"lib": ["app"]}
 
     def test_names_every_puller_of_a_dropped_entry(self, pip):
-        assert pip.roots(["app", "lib", "helper"])["dropped"]["helper"] == ["app", "lib"]
+        assert pip.top_level(["app", "lib", "helper"])["dropped"]["helper"] == ["app", "lib"]
 
     def test_keeps_an_entry_whose_puller_is_not_listed(self, pip):
         """Nothing listed pulls helper in, so it stays."""
-        assert pip.roots(["helper", "orphan"])["kept"] == ["helper", "orphan"]
+        assert pip.top_level(["helper", "orphan"])["kept"] == ["helper", "orphan"]
 
     def test_an_extra_only_dependency_stays_unless_the_extra_is_asked_for(self, pip):
-        assert "fancylib" in pip.roots(["app", "fancylib"])["kept"]
-        assert "fancylib" in pip.roots(["app[fancy]", "fancylib"])["dropped"]
+        assert "fancylib" in pip.top_level(["app", "fancylib"])["kept"]
+        assert "fancylib" in pip.top_level(["app[fancy]", "fancylib"])["dropped"]
 
     def test_keeps_the_entry_as_written(self, pip):
-        assert pip.roots(["app[fancy]", "lib"])["kept"] == ["app[fancy]"]
+        assert pip.top_level(["app[fancy]", "lib"])["kept"] == ["app[fancy]"]
 
     def test_reports_a_repeated_entry_once(self, pip):
-        result = pip.roots(["orphan", "orphan"])
+        result = pip.top_level(["orphan", "orphan"])
         assert result["kept"] == ["orphan"]
         assert result["duplicates"] == ["orphan"]
 
     def test_a_repeat_keeps_the_fuller_spelling(self, pip):
-        assert pip.roots(["app", "app[fancy]"])["kept"] == ["app[fancy]"]
+        assert pip.top_level(["app", "app[fancy]"])["kept"] == ["app[fancy]"]
 
     def test_an_entry_the_target_lacks_is_kept_and_reported(self, pip):
-        result = pip.roots(["orphan", "nosuchpackage"])
+        result = pip.top_level(["orphan", "nosuchpackage"])
         assert result["unknown"] == ["nosuchpackage"]
         assert "nosuchpackage" in result["kept"]
 
     def test_sorting_is_case_insensitive(self, pip):
-        assert pip.roots(["orphan", "App", "fancylib"])["kept"] == ["App", "fancylib", "orphan"]
+        assert pip.top_level(["orphan", "App", "fancylib"])["kept"] == ["App", "fancylib", "orphan"]
 
     def test_empty_input_gives_empty_output(self, pip):
-        assert pip.roots([]) == {"kept": [], "dropped": {}, "duplicates": [], "unknown": []}
+        assert pip.top_level([]) == {"kept": [], "dropped": {}, "duplicates": [], "unknown": []}
 
 
 class TestMutualDependency:
@@ -124,30 +124,30 @@ def cycle(self, tmp_path):
 
     def test_a_mutual_pair_keeps_both(self, cycle):
         """Dropping either would take the other with it."""
-        assert cycle.roots(["aaa", "bbb"])["kept"] == ["aaa", "bbb"]
+        assert cycle.top_level(["aaa", "bbb"])["kept"] == ["aaa", "bbb"]
 
     def test_something_outside_the_cycle_still_drops_it(self, cycle):
-        result = cycle.roots(["aaa", "bbb", "ccc"])
+        result = cycle.top_level(["aaa", "bbb", "ccc"])
         assert result["kept"] == ["ccc"]
         assert set(result["dropped"]) == {"aaa", "bbb"}
 
 
 class TestRendering:
     def test_dropped_entries_come_back_as_comments(self, pip):
-        lines = wppm_module.roots_as_requirements(pip.roots(["app", "lib"]))
+        lines = wppm_module.top_level_as_requirements(pip.top_level(["app", "lib"]))
         assert "app" in lines
         assert "#lib" in lines
 
     def test_verbose_says_who_pulls_each_one_in(self, pip):
-        lines = wppm_module.roots_as_requirements(pip.roots(["app", "lib"]), verbose=True)
+        lines = wppm_module.top_level_as_requirements(pip.top_level(["app", "lib"]), verbose=True)
         assert "#lib  # <- app" in lines
 
     def test_source_comments_are_preserved(self, pip):
-        lines = wppm_module.roots_as_requirements(pip.roots(["app"]), comments=["# a note"])
+        lines = wppm_module.top_level_as_requirements(pip.top_level(["app"]), comments=["# a note"])
         assert "# a note" in lines
 
     def test_header_counts_the_entries(self, pip):
-        header = "\n".join(wppm_module.roots_as_requirements(pip.roots(["app", "lib", "orphan"]))[:2])
+        header = "\n".join(wppm_module.top_level_as_requirements(pip.top_level(["app", "lib", "orphan"]))[:2])
         assert "3 entries -> 2" in header
 
 
@@ -169,20 +169,20 @@ def wppm(self, *args):
         assert proc.returncode == 0, f"exit {proc.returncode}\n{proc.stdout}\n{proc.stderr}"
         return proc.stdout
 
-    def test_roots_of_a_target(self, graph):
-        out = self.wppm("-t", str(graph), "--roots")
+    def test_top_level_of_a_target(self, graph):
+        out = self.wppm("-t", str(graph), "--top-level")
         assert "app" in out.splitlines()
         assert "#lib" in out.splitlines()
 
-    def test_roots_of_a_requirements_file(self, graph, tmp_path):
+    def test_top_level_of_a_requirements_file(self, graph, tmp_path):
         req = tmp_path / "req.txt"
         req.write_text("# keep me\nlib\napp\n", encoding="utf-8")
-        out = self.wppm("-t", str(graph), str(req), "--roots")
+        out = self.wppm("-t", str(graph), str(req), "--top-level")
         assert "app" in out.splitlines()
         assert "#lib" in out.splitlines()
         assert "# keep me" in out.splitlines()
 
     def test_json_output_parses(self, graph):
-        data = json.loads(self.wppm("-t", str(graph), "--roots", "-j"))
+        data = json.loads(self.wppm("-t", str(graph), "--top-level", "-j"))
         assert set(data) == {"kept", "dropped", "duplicates", "unknown"}
         assert data["kept"] == ["app", "fancylib", "orphan"]
diff --git a/wppm/piptree.py b/wppm/piptree.py
index 6a9fb718..9ee1fbab 100644
--- a/wppm/piptree.py
+++ b/wppm/piptree.py
@@ -353,7 +353,7 @@ def dependency_closure(self, package: str, extra: str = "") -> set:
         reached.discard(key)
         return reached
 
-    def roots(self, entries: Optional[List[str]] = None) -> Dict:
+    def top_level(self, entries: Optional[List[str]] = None) -> Dict:
         """Which entries no other entry already pulls in.
 
         `entries` are requirement strings ("dask[array]", "numpy==2.0"); given
diff --git a/wppm/wppm.py b/wppm/wppm.py
index 28cb6566..810415eb 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -277,8 +277,8 @@ def install_bdist_direct(self, package, install_options=None):
         package = Package(fname)
         self._print_done()
 
-def roots_as_requirements(result, comments=(), source=None, verbose=False):
-    """Render piptree.roots() as a requirements file that says why it is short.
+def top_level_as_requirements(result, comments=(), source=None, verbose=False):
+    """Render piptree.top_level() as a requirements file that says why it is short.
 
     Dropped entries stay as comments, so re-asking for one is uncommenting it.
     """
@@ -326,9 +326,9 @@ def main(test=False):
     parser.add_argument("-md", dest="markdown", action="store_true",help=f"markdown summary of the installation")
     parser.add_argument("-p",dest="pipdown",action="store_true",help="show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]")
     parser.add_argument("-r", dest="pipup", action="store_true", help=f"show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]")
-    parser.add_argument("-roots", "--roots", action="store_true", help="keep only what no other entry pulls in, sorted: wppm --roots, wppm requirements.txt --roots -v")
+    parser.add_argument("-tl", "--top-level", action="store_true", help="keep only the entries no other entry pulls in, sorted: wppm -tl, wppm requirements.txt -tl -v")
     parser.add_argument("-l", dest="levels", type=int, default=-1, help="show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1")
-    parser.add_argument("-j", "--json", dest="json", action="store_true", help="machine-readable JSON output (with -p, -r, -ls, -md, --roots): wppm -p pandas[.] -j")
+    parser.add_argument("-j", "--json", dest="json", action="store_true", help="machine-readable JSON output (with -p, -r, -ls, -md, -tl): wppm -p pandas[.] -j")
     parser.add_argument("-t", dest="target", default=sys.prefix, help=f'path to target Python distribution (default: "{sys.prefix}")')
     parser.add_argument("-i", "--install", action="store_true", help="install a given package wheel or pylock file (use pip for more features)")
     parser.add_argument("-u", "--uninstall", action="store_true", help="uninstall package  (use pip for more features)")
@@ -357,15 +357,15 @@ def main(test=False):
             pack, extra, *other = (args_fname + "[").replace("]", "[").split("[")
             print(pip.up(pack, extra, args.levels if args.levels>=0 else 1, verbose=args.verbose, format="json" if args.json else "text"))
         sys.exit()
-    elif args.roots:
+    elif args.top_level:
         pip = piptree.PipData(targetpython, args.wheelsource)
         source = next((Path(f) for f in args.fname if f and Path(f).is_file()), None)
         entries, comments = utils.read_requirements(source) if source else (None, [])
-        result = pip.roots(entries)
+        result = pip.top_level(entries)
         if args.json:
             print(json.dumps(result, indent=4))
             sys.exit()
-        for line in roots_as_requirements(result, comments, source, args.verbose):
+        for line in top_level_as_requirements(result, comments, source, args.verbose):
             print(line)
         sys.exit()
     elif args.list:

From 4be3d3218ee1ac18f664922456774500fde45da8 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 13 Aug 2026 18:09:47 +0200
Subject: [PATCH 049/100] -tl prints the list, not a report

The output is meant to become the requirements file, so plainly it is
that file: the entries, and the notes the source carried, which are its
author's and not ours. Counts and warnings go to stderr, where a
redirection leaves them behind; -v puts the reasoning back on stdout.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 README_PYPI.md          | 24 ++++++++++-----
 tests/test_top_level.py | 65 +++++++++++++++++++++++++++++------------
 wppm/wppm.py            | 45 ++++++++++++++++++----------
 3 files changed, 94 insertions(+), 40 deletions(-)

diff --git a/README_PYPI.md b/README_PYPI.md
index 4069d3b4..7ddbf84a 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -97,12 +97,23 @@ $ wppm -p ".[.]" -l9
 
 ## What did you actually ask for?
 
-`-p` and `-r` answer for one package. `-tl` answers for a whole list: it keeps only
-the entries nothing else in that list already pulls in, sorted, and comments out the rest
-with the reason.
+`-p` and `-r` answer for one package. `-tl` answers for a whole list: it keeps only the
+entries nothing else in that list already pulls in. Plainly, it prints that list and
+nothing else -- so the output *is* the new file, and the counts go to stderr where a
+redirection leaves them behind:
 
 ```console
-$ wppm requirements_slim.txt --top-level -v -t D:\WPy64\python
+$ wppm requirements_slim.txt -tl -t D:\WPy64\python > requirements_slim_new.txt
+160 entries -> 112 kept, 48 already pulled in
+8 repeated, collapsed: brotli, openai, pympler, pytest, python-barcode, ...
+```
+
+The notes the source file carried are kept, since they are its author's. `-v` adds the
+reasoning: where the list came from, and every dropped entry commented out with what
+pulls it in, so re-asking for one is uncommenting it.
+
+```console
+$ wppm requirements_slim.txt -tl -v -t D:\WPy64\python
 # requirements_slim.txt, sorted, with every entry
 # another one already pulls in commented out: 160 entries -> 112.
 
@@ -112,9 +123,8 @@ $ wppm requirements_slim.txt --top-level -v -t D:\WPy64\python
 #whatthepatch  # <- spyder
 ```
 
-Dropped entries come back as comments, so re-asking for one is uncommenting it, and the
-notes in the source file are carried over. With no file, the question becomes "of
-everything installed here, what did anything actually ask for?":
+With no file, the question becomes "of everything installed here, what did anything
+actually ask for?":
 
 ```console
 $ wppm --top-level -t D:\WPy64\python
diff --git a/tests/test_top_level.py b/tests/test_top_level.py
index 4888866a..7feadc9a 100644
--- a/tests/test_top_level.py
+++ b/tests/test_top_level.py
@@ -133,22 +133,37 @@ def test_something_outside_the_cycle_still_drops_it(self, cycle):
 
 
 class TestRendering:
-    def test_dropped_entries_come_back_as_comments(self, pip):
-        lines = wppm_module.top_level_as_requirements(pip.top_level(["app", "lib"]))
-        assert "app" in lines
-        assert "#lib" in lines
+    def test_plain_output_is_the_list_and_nothing_else(self, pip):
+        """Redirect it and what lands in the file is the file."""
+        assert wppm_module.top_level_as_requirements(pip.top_level(["app", "lib"])) == ["app"]
 
-    def test_verbose_says_who_pulls_each_one_in(self, pip):
+    def test_verbose_comments_out_what_went_and_why(self, pip):
         lines = wppm_module.top_level_as_requirements(pip.top_level(["app", "lib"]), verbose=True)
+        assert "app" in lines
         assert "#lib  # <- app" in lines
 
-    def test_source_comments_are_preserved(self, pip):
+    def test_verbose_heads_the_list_with_its_counts(self, pip):
+        lines = wppm_module.top_level_as_requirements(pip.top_level(["app", "lib", "orphan"]), verbose=True)
+        assert "3 entries -> 2" in "\n".join(lines[:2])
+
+    def test_source_notes_are_kept_even_plainly(self, pip):
+        """They are the author's own lines, not our commentary."""
         lines = wppm_module.top_level_as_requirements(pip.top_level(["app"]), comments=["# a note"])
         assert "# a note" in lines
 
-    def test_header_counts_the_entries(self, pip):
-        header = "\n".join(wppm_module.top_level_as_requirements(pip.top_level(["app", "lib", "orphan"]))[:2])
-        assert "3 entries -> 2" in header
+
+class TestSummary:
+    def test_counts_what_happened(self, pip):
+        notes = wppm_module.top_level_summary(pip.top_level(["app", "lib", "orphan"]))
+        assert "3 entries -> 2 kept, 1 already pulled in" in notes[0]
+
+    def test_reports_repeats(self, pip):
+        notes = wppm_module.top_level_summary(pip.top_level(["orphan", "orphan"]))
+        assert any("repeated" in note for note in notes)
+
+    def test_reports_what_the_target_lacks(self, pip):
+        notes = wppm_module.top_level_summary(pip.top_level(["orphan", "nosuchpackage"]))
+        assert any("nosuchpackage" in note for note in notes)
 
 
 class TestReadRequirements:
@@ -160,27 +175,41 @@ def test_splits_entries_from_comments(self, tmp_path):
 
 @windows_only
 class TestCli:
-    def wppm(self, *args):
+    def run(self, *args):
         proc = subprocess.run(
             [sys.executable, "-X", "utf8", "-m", "wppm", *args],
             capture_output=True, text=True, cwd=str(REPO_ROOT), timeout=300,
             encoding="utf-8", errors="replace",
         )
         assert proc.returncode == 0, f"exit {proc.returncode}\n{proc.stdout}\n{proc.stderr}"
-        return proc.stdout
+        return proc
+
+    def wppm(self, *args):
+        return self.run(*args).stdout
 
     def test_top_level_of_a_target(self, graph):
-        out = self.wppm("-t", str(graph), "--top-level")
-        assert "app" in out.splitlines()
-        assert "#lib" in out.splitlines()
+        assert self.wppm("-t", str(graph), "--top-level").splitlines() == ["app", "fancylib", "orphan"]
+
+    def test_the_short_flag_does_the_same(self, graph):
+        assert self.wppm("-t", str(graph), "-tl") == self.wppm("-t", str(graph), "--top-level")
+
+    def test_verbose_adds_the_reasoning(self, graph):
+        assert "#lib  # <- app" in self.wppm("-t", str(graph), "--top-level", "-v").splitlines()
 
     def test_top_level_of_a_requirements_file(self, graph, tmp_path):
         req = tmp_path / "req.txt"
         req.write_text("# keep me\nlib\napp\n", encoding="utf-8")
-        out = self.wppm("-t", str(graph), str(req), "--top-level")
-        assert "app" in out.splitlines()
-        assert "#lib" in out.splitlines()
-        assert "# keep me" in out.splitlines()
+        out = self.wppm("-t", str(graph), str(req), "--top-level").splitlines()
+        assert "app" in out
+        assert "#lib" not in out
+        assert "# keep me" in out
+
+    def test_the_counts_go_to_stderr_not_into_the_list(self, graph, tmp_path):
+        req = tmp_path / "req.txt"
+        req.write_text("lib\napp\n", encoding="utf-8")
+        proc = self.run("-t", str(graph), str(req), "--top-level")
+        assert proc.stdout.splitlines() == ["app"]
+        assert "2 entries -> 1 kept" in proc.stderr
 
     def test_json_output_parses(self, graph):
         data = json.loads(self.wppm("-t", str(graph), "--top-level", "-j"))
diff --git a/wppm/wppm.py b/wppm/wppm.py
index 810415eb..011714a2 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -277,31 +277,44 @@ def install_bdist_direct(self, package, install_options=None):
         package = Package(fname)
         self._print_done()
 
+def few(names, limit=6):
+    """First few names of a list, and how many more there were."""
+    return ", ".join(names[:limit]) + (f", and {len(names) - limit} more" if len(names) > limit else "")
+
 def top_level_as_requirements(result, comments=(), source=None, verbose=False):
-    """Render piptree.top_level() as a requirements file that says why it is short.
+    """Render piptree.top_level() as the requirements file it proposes.
 
-    Dropped entries stay as comments, so re-asking for one is uncommenting it.
+    Plainly, it is that file and nothing else: the entries, plus the notes the
+    source itself carried, so redirecting the output replaces the source
+    without losing what its author wrote in it. -v adds the reasoning -- where
+    the list came from, and every dropped entry commented out with what pulls
+    it in, so re-asking for one is uncommenting it.
     """
-    def few(names, limit=6):
-        return ", ".join(names[:limit]) + (f", and {len(names) - limit} more" if len(names) > limit else "")
-
     kept, dropped = result["kept"], result["dropped"]
-    lines = [f"# {Path(source).name if source else 'installed packages'}, sorted, with every entry",
-             f"# another one already pulls in commented out: {len(kept) + len(dropped)} entries -> {len(kept)}."]
-    if result["unknown"]:
-        lines.append(f"# {len(result['unknown'])} not installed in the target, so left unresolved: {few(result['unknown'])}")
-    if result["duplicates"]:
-        lines.append(f"# repeated in the source: {few(result['duplicates'], 12)}")
-    lines += [""] + kept
-    if dropped:
+    lines = []
+    if verbose:
+        lines += [f"# {Path(source).name if source else 'installed packages'}, sorted, with every entry",
+                  f"# another one already pulls in commented out: {len(kept) + len(dropped)} entries -> {len(kept)}.",
+                  ""]
+    lines += kept
+    if verbose and dropped:
         lines += ["", "# ---- already pulled in by an entry above ----"]
         for text, pullers in dropped.items():
-            why = f"  # <- {', '.join(pullers[:5])}{', ...' if len(pullers) > 5 else ''}" if verbose else ""
-            lines.append(f"#{text}{why}")
+            lines.append(f"#{text}  # <- {', '.join(pullers[:5])}{', ...' if len(pullers) > 5 else ''}")
     if comments:
         lines += ["", "# ---- notes kept from the source ----"] + list(comments)
     return lines
 
+def top_level_summary(result):
+    """What the caller should know about the answer, rather than of it."""
+    kept, dropped = result["kept"], result["dropped"]
+    notes = [f"{len(kept) + len(dropped)} entries -> {len(kept)} kept, {len(dropped)} already pulled in"]
+    if result["duplicates"]:
+        notes.append(f"{len(result['duplicates'])} repeated, collapsed: {few(result['duplicates'], 12)}")
+    if result["unknown"]:
+        notes.append(f"{len(result['unknown'])} not installed in the target, so left unresolved: {few(result['unknown'])}")
+    return notes
+
 def main(test=False):
     # package summaries may contain characters the console codepage can't encode (emoji): don't crash
     if sys.stdout and hasattr(sys.stdout, "reconfigure"):
@@ -367,6 +380,8 @@ def main(test=False):
             sys.exit()
         for line in top_level_as_requirements(result, comments, source, args.verbose):
             print(line)
+        for note in top_level_summary(result):   # stderr: a redirected list stays a list
+            print(note, file=sys.stderr)
         sys.exit()
     elif args.list:
         pip = piptree.PipData(targetpython, args.wheelsource)

From ddcfea5862b37a839fd3b0f31fd1d01eeaccd5de Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 13 Aug 2026 18:18:55 +0200
Subject: [PATCH 050/100] comment the stderr notes too

They describe a requirements file and someone will eventually fold both
streams into one; a "# " costs nothing there and reads the same in a
terminal.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 README_PYPI.md          | 7 +++++--
 tests/test_top_level.py | 8 +++++++-
 wppm/wppm.py            | 8 ++++++--
 3 files changed, 18 insertions(+), 5 deletions(-)

diff --git a/README_PYPI.md b/README_PYPI.md
index 7ddbf84a..e16de23c 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -104,10 +104,13 @@ redirection leaves them behind:
 
 ```console
 $ wppm requirements_slim.txt -tl -t D:\WPy64\python > requirements_slim_new.txt
-160 entries -> 112 kept, 48 already pulled in
-8 repeated, collapsed: brotli, openai, pympler, pytest, python-barcode, ...
+# 160 entries -> 112 kept, 48 already pulled in
+# 8 repeated, collapsed: brotli, openai, pympler, pytest, python-barcode, ...
 ```
 
+Those two lines are commented although they go to stderr, so folding both streams into
+one file (`> new.txt 2>&1`) still leaves a file pip can read.
+
 The notes the source file carried are kept, since they are its author's. `-v` adds the
 reasoning: where the list came from, and every dropped entry commented out with what
 pulls it in, so re-asking for one is uncommenting it.
diff --git a/tests/test_top_level.py b/tests/test_top_level.py
index 7feadc9a..ae03c111 100644
--- a/tests/test_top_level.py
+++ b/tests/test_top_level.py
@@ -155,7 +155,13 @@ def test_source_notes_are_kept_even_plainly(self, pip):
 class TestSummary:
     def test_counts_what_happened(self, pip):
         notes = wppm_module.top_level_summary(pip.top_level(["app", "lib", "orphan"]))
-        assert "3 entries -> 2 kept, 1 already pulled in" in notes[0]
+        assert notes[0] == "# 3 entries -> 2 kept, 1 already pulled in"
+
+    def test_every_note_is_a_comment(self, pip):
+        """stdout and stderr may well end up in the same file."""
+        notes = wppm_module.top_level_summary(pip.top_level(["orphan", "orphan", "nosuchpackage"]))
+        assert len(notes) == 3
+        assert all(note.startswith("# ") for note in notes)
 
     def test_reports_repeats(self, pip):
         notes = wppm_module.top_level_summary(pip.top_level(["orphan", "orphan"]))
diff --git a/wppm/wppm.py b/wppm/wppm.py
index 011714a2..5feb34e3 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -306,14 +306,18 @@ def top_level_as_requirements(result, comments=(), source=None, verbose=False):
     return lines
 
 def top_level_summary(result):
-    """What the caller should know about the answer, rather than of it."""
+    """What the caller should know about the answer, rather than of it.
+
+    Commented, though it goes to stderr: someone will fold the two streams
+    into one file sooner or later, and a comment costs nothing.
+    """
     kept, dropped = result["kept"], result["dropped"]
     notes = [f"{len(kept) + len(dropped)} entries -> {len(kept)} kept, {len(dropped)} already pulled in"]
     if result["duplicates"]:
         notes.append(f"{len(result['duplicates'])} repeated, collapsed: {few(result['duplicates'], 12)}")
     if result["unknown"]:
         notes.append(f"{len(result['unknown'])} not installed in the target, so left unresolved: {few(result['unknown'])}")
-    return notes
+    return [f"# {note}" for note in notes]
 
 def main(test=False):
     # package summaries may contain characters the console codepage can't encode (emoji): don't crash

From 94e99afc482855c00f51544c88a2f68a5feca819 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 13 Aug 2026 18:45:19 +0200
Subject: [PATCH 051/100] wppm 17.11.20260813

Adds -tl / --top-level: keep only the entries no other entry pulls in.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 README_PYPI.md   | 2 +-
 wppm/__init__.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README_PYPI.md b/README_PYPI.md
index e16de23c..625852d8 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -231,7 +231,7 @@ usage: wppm [-h] [-v] [--register] [--unregister] [--fix] [--movable]
             [-tl] [-l LEVELS] [-j] [-t TARGET] [-i] [-u]
             [package(s) or lockfile ...]
 
-WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages (17.10.20260808)
+WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages (17.11.20260813)
 
 positional arguments:
   package(s) or lockfile
diff --git a/wppm/__init__.py b/wppm/__init__.py
index 9d328227..ef24d29d 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -28,6 +28,6 @@
 OTHER DEALINGS IN THE SOFTWARE.
 """
 
-__version__ = '17.10.20260808'
+__version__ = '17.11.20260813'
 __license__ = __doc__
 __project_url__ = 'http://winpython.github.io/'

From 83dbd19b4d125070e9425b0c67c55d05c19e81bf Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 13 Aug 2026 19:26:37 +0200
Subject: [PATCH 052/100] say it once, and say when

The -v header read "with every entry / another one already pulls in
commented out", a sentence broken where it made no sense. It now carries
the source and a timestamp, then the very counts stderr prints -- one
wording, from top_level_summary(), for both. Under -v stderr stays quiet
rather than repeating them.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 README_PYPI.md          | 10 ++++++----
 tests/test_top_level.py | 20 +++++++++++++++++---
 wppm/wppm.py            | 29 +++++++++++++++++------------
 3 files changed, 40 insertions(+), 19 deletions(-)

diff --git a/README_PYPI.md b/README_PYPI.md
index 625852d8..9b239926 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -112,13 +112,15 @@ Those two lines are commented although they go to stderr, so folding both stream
 one file (`> new.txt 2>&1`) still leaves a file pip can read.
 
 The notes the source file carried are kept, since they are its author's. `-v` adds the
-reasoning: where the list came from, and every dropped entry commented out with what
-pulls it in, so re-asking for one is uncommenting it.
+reasoning: what the list is made from and when, the same counts, and every dropped entry
+commented out with what pulls it in, so re-asking for one is uncommenting it. stderr then
+keeps quiet, the counts being in the file already.
 
 ```console
 $ wppm requirements_slim.txt -tl -v -t D:\WPy64\python
-# requirements_slim.txt, sorted, with every entry
-# another one already pulls in commented out: 160 entries -> 112.
+# requirements_slim.txt, sorted, 2026-08-13 19:22:43
+# 160 entries -> 112 kept, 48 already pulled in
+# 8 repeated, collapsed: brotli, openai, pympler, pytest, python-barcode, ...
 
 ...
 #numpy  # <- baresql, clarabel, cvxpy, dask[array,dataframe,diagnostics], datashader, ...
diff --git a/tests/test_top_level.py b/tests/test_top_level.py
index ae03c111..6a2a2bb5 100644
--- a/tests/test_top_level.py
+++ b/tests/test_top_level.py
@@ -5,6 +5,7 @@
 graph, not the packages.
 """
 import json
+import re
 import subprocess
 import sys
 from pathlib import Path
@@ -142,9 +143,16 @@ def test_verbose_comments_out_what_went_and_why(self, pip):
         assert "app" in lines
         assert "#lib  # <- app" in lines
 
-    def test_verbose_heads_the_list_with_its_counts(self, pip):
-        lines = wppm_module.top_level_as_requirements(pip.top_level(["app", "lib", "orphan"]), verbose=True)
-        assert "3 entries -> 2" in "\n".join(lines[:2])
+    def test_verbose_heads_the_list_with_source_and_time(self, pip):
+        lines = wppm_module.top_level_as_requirements(
+            pip.top_level(["app", "lib"]), source="req.txt", verbose=True)
+        assert re.fullmatch(r"# req\.txt, sorted, \d{4}-\d{2}-\d{2} \d{2}:\d{2}:\d{2}", lines[0])
+
+    def test_verbose_heads_the_list_with_the_same_counts_stderr_gives(self, pip):
+        result = pip.top_level(["app", "lib", "orphan"])
+        lines = wppm_module.top_level_as_requirements(result, verbose=True)
+        assert lines[1:2] == wppm_module.top_level_summary(result)[:1]
+        assert lines[1] == "# 3 entries -> 2 kept, 1 already pulled in"
 
     def test_source_notes_are_kept_even_plainly(self, pip):
         """They are the author's own lines, not our commentary."""
@@ -202,6 +210,12 @@ def test_the_short_flag_does_the_same(self, graph):
     def test_verbose_adds_the_reasoning(self, graph):
         assert "#lib  # <- app" in self.wppm("-t", str(graph), "--top-level", "-v").splitlines()
 
+    def test_verbose_does_not_say_the_counts_twice(self, graph):
+        """Under -v they head the list, so stderr keeps quiet."""
+        proc = self.run("-t", str(graph), "--top-level", "-v")
+        assert "entries ->" in proc.stdout
+        assert "entries ->" not in proc.stderr
+
     def test_top_level_of_a_requirements_file(self, graph, tmp_path):
         req = tmp_path / "req.txt"
         req.write_text("# keep me\nlib\napp\n", encoding="utf-8")
diff --git a/wppm/wppm.py b/wppm/wppm.py
index 5feb34e3..ac907db8 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -12,6 +12,7 @@
 import shutil
 import subprocess
 import json
+from datetime import datetime
 from pathlib import Path
 from argparse import ArgumentParser, RawTextHelpFormatter
 from . import utils, piptree, diff, __version__
@@ -286,17 +287,18 @@ def top_level_as_requirements(result, comments=(), source=None, verbose=False):
 
     Plainly, it is that file and nothing else: the entries, plus the notes the
     source itself carried, so redirecting the output replaces the source
-    without losing what its author wrote in it. -v adds the reasoning -- where
-    the list came from, and every dropped entry commented out with what pulls
-    it in, so re-asking for one is uncommenting it.
+    without losing what its author wrote in it. -v adds the reasoning -- what
+    the list is made from and when, the same counts stderr gives, and every
+    dropped entry commented out with what pulls it in, so re-asking for one is
+    uncommenting it.
     """
-    kept, dropped = result["kept"], result["dropped"]
     lines = []
     if verbose:
-        lines += [f"# {Path(source).name if source else 'installed packages'}, sorted, with every entry",
-                  f"# another one already pulls in commented out: {len(kept) + len(dropped)} entries -> {len(kept)}.",
-                  ""]
-    lines += kept
+        lines += [f"# {Path(source).name if source else 'installed packages'}, sorted,"
+                  f" {datetime.now():%Y-%m-%d %H:%M:%S}"]
+        lines += top_level_summary(result) + [""]
+    lines += result["kept"]
+    dropped = result["dropped"]
     if verbose and dropped:
         lines += ["", "# ---- already pulled in by an entry above ----"]
         for text, pullers in dropped.items():
@@ -308,8 +310,10 @@ def top_level_as_requirements(result, comments=(), source=None, verbose=False):
 def top_level_summary(result):
     """What the caller should know about the answer, rather than of it.
 
-    Commented, though it goes to stderr: someone will fold the two streams
-    into one file sooner or later, and a comment costs nothing.
+    Goes to stderr, so a redirected list stays a list -- and heads the list
+    itself under -v, where the reasoning belongs in the file. Commented either
+    way: someone will fold the two streams into one file sooner or later, and a
+    comment costs nothing.
     """
     kept, dropped = result["kept"], result["dropped"]
     notes = [f"{len(kept) + len(dropped)} entries -> {len(kept)} kept, {len(dropped)} already pulled in"]
@@ -384,8 +388,9 @@ def main(test=False):
             sys.exit()
         for line in top_level_as_requirements(result, comments, source, args.verbose):
             print(line)
-        for note in top_level_summary(result):   # stderr: a redirected list stays a list
-            print(note, file=sys.stderr)
+        if not args.verbose:   # -v already heads the list with them; don't say it twice
+            for note in top_level_summary(result):
+                print(note, file=sys.stderr)
         sys.exit()
     elif args.list:
         pip = piptree.PipData(targetpython, args.wheelsource)

From d445f7c2a98c66fee5413828ed4ed93282c55274 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 13 Aug 2026 19:28:16 +0200
Subject: [PATCH 053/100] adding example of wppm  requirements_slim.txt -tl -v

---
 requirements64_slim.txt | 524 ----------------------------------------
 requirements_slim.txt   | 179 ++++++++++++++
 2 files changed, 179 insertions(+), 524 deletions(-)
 delete mode 100644 requirements64_slim.txt
 create mode 100644 requirements_slim.txt

diff --git a/requirements64_slim.txt b/requirements64_slim.txt
deleted file mode 100644
index 8282192e..00000000
--- a/requirements64_slim.txt
+++ /dev/null
@@ -1,524 +0,0 @@
-# 313
-# ortool 290MO UNCOMPRESSED
-# re-add pandoc … 618Mo?
-# 698 Mo after remoal of moviepy/imageio-ffmpeg
-# 714 Mo after removal of maturin and WASM Klein 
-# 725Mo before removal of: maturin 7 Mo, WASM KLEIN example
-#2024-09-22: swifter removed
-
-#2024-12-28 add pydantic_ai
-
-# the essential
-wheel
-pywin32
-build
-
-
-# compilers
-cython
-pycparser
-cffi
-
-# numeric stones
-numpy
-
-scipy
-sympy
-Pillow
-matplotlib
-
-pandas
-
-# sql - data
-
-pyodbc
-
-
-SQLAlchemy
-sqlparse
-sqlite_bro
-baresql
-mysql_connector_python
-pg8000
-ipython_sql
-
-XlsxWriter
-
-pymongo
-redis
-
-# high numeric
-#numexpr 2024-12-25: not worth it
-
-#h5py 2024-12-25: not worth it
-
-cytoolz
-#netCDF4 2024-12-25: not worth it
-xarray
-
-#Pulp 2024-12-25: not worth it
-
-scikit_learn
-scikit_image
-
-
-
-# gui
-jupyter
-ipython
-
-spyder
-
-# seaborn wants patsy and statsmodels for linear modeling
-seaborn
-patsy
-statsmodels
-
-holoviews
-mpld3
-
-# web
-beautifulsoup4
-
-lxml
-html5lib
-requests
-
-
-simplejson
-
-flask
-
-# dev complements
-
-pytest
-jedi
-pep8
-pyflakes
-
-pylint
-
-numpydoc
-
-twine
-
-# other
-networkx
-nltk
-
-# PyAudio  2024-12-25: not worth it, no visibility of source
-sounddevice
-
-pyserial
-
-#pdf
-
-reportlab
-
-
-# Pierre Raybaut Stack (PyQt5 only for now)
-plotpy
-PythonQwt
-guidata
-
-# for dask
-
-lmfit
-
-# Qt
-
-pyqtgraph
-
-
-# yet other
-julia
-
-# remember me why
-certifi
-click
-
-
-
-sphinx_rtd_theme
-Sphinx
-greenlet
-rx
-
-# wheelhouse-uploader apache-libcloud (is heavy)
-
-Markdown
-
-prompt-toolkit
-ptpython
-
-geopy
-
-wordcloud
-
-
-
-pycodestyle
-
-altair
-nbconvert
-pypandoc
-
-
-
-
-fuzzywuzzy
-#scikit_fuzzy
-imageio
-
-#xlwings 2024-12-25 not worth it
-
-# parallelize (and replace celery)
-joblib
-#dask[complete] contains irrelevant pyarrow-hotfix
-dask[array,dataframe,distributed,diagnostics]
-
-# dask 'bag' and 'delayed'
-cloudpickle
-toolz
-partd
-
-brotli
-
-
-pybind11
-
-#SLIM_2024 pygame
-plotnine
-
-
-
-#SLIM_2024 moviepy
-
-
-#no download streamz
-
-
-# Tensorflow_world
-###edward
-###Keras
-###keras_vis
-###Tensorflow_cpu
-###tensorflow_probability
-
-##keras-tuner
-
-# pytorch eco-system
-#Torch
-#torchvision
-#torchaudio
-#botorch
-#lightning
-#kornia
-#transformers[torch]
-#accelerate
-#fidle (tensorboard-2.15.1 wants still protobuf<4.24 , problem with ortools)
-## waiting for torch:
-##fastai
-##spacy
-
-# if we drop torch: jaxlib ml-dtypes numpy scipy jax opt-einsum
-#jax[cpu]
-
-terminado
-
-# pywinpty added due link removed from terminado for PyPy3
-pywinpty
-
-Send2Trash
-
-vega_datasets
-
-regex
-
-#loky
-
-hvplot
-
-#clrmagic 2024-12-25 not Worth it
-#pythonnet 2024-12-25 not Worth it
-
-cvxopt
-
-numba
-##pyarrow
-
-
-cvxpy
-mypy
-
-datashader
-
-mlxtend
-
-##jupyterlab_rise
-
-simpy
-
-
-trio
-
-#dead2025-07-13: imbalanced-learn then rewaken ?
-imbalanced-learn
-
-tzlocal
-astropy
-
-panel
-
-hypothesis
-geopandas
-
-mercantile
-
-#rasterio 2024-12-25  not jangmin and maxsecure
-
-quantecon
-
-kiwisolver
-
-# automate notebooks 2019-04-26
-papermill
-
-autopep8
-black
-
-## winrt not yet
-
-
-# python_language_server no more
-python_lsp_server
-pexpect
-
-
-#swagger flask (still no asyncio choice)
-#flask_accepts
-#flaskerize
-# flask_RESTplus ... shall be now flask-restx
-quart
-datasette
-hypercorn
-
-#complementing asgi stack
-#2023-03-19 no more with sqlalchemy2.0
-##databases[sqlite]
-
-## ibis-framework no big life
-
-folium
-plotly
-
-
-umap-learn
-#SLIM_2024 virtualenv
-pympler
-## pipdeptree replaced par wppm
-
-##nlopt
-
-#2025-02-15 flask-sqlalchemy
-#2025-02-15 flask-session
-#2025-02-15 flask-Mail
-python-dotenv
-httpie
-asgiref
-
-#SLIM_2024 importlib_metadata
-
-
-##jupyterlab things
-jupyterlab
-widgetsnbextension
-
-##jupyterlab_launcher
-jupyter_bokeh
-#2023-05-21 too fragile: dask_labextension
-#SLIM_2024 pydeck
-
-## jupyterlab3 only
-jupyterlab-widgets
-
-## 2020-09-27 jupyterlab2 only
-ipympl
-ipyleaflet
-
-ipycanvas
-
-#SLIM_2024 wasmer
-#SLIM_2024 wasmer_compiler_cranelift
-#SLIM_2024 wasmer_compiler_singlepass
-
-fastapi
-
-
-datasette_graphql
-sqlite_utils
-aiosqlite
-
-
-## onnxruntime
-
-##sklearn-contrib-lightning
-openpyxl
-zstandard
-
-
-pynndescent
-
-
-flit
-## 2023-10-15 (too constraining) poetry
-## so moves to hatch 
-## buth hatch wants now uv.. a bit too much
-hatchling
-
-#ecos 2024-12-25
-
-##csvs_to_sqlite
-datasette_graphql
-sqlite_utils
-
-maturin
-
-orjson
-
-
-#2023-08-22 fuzz replacements
-rapidfuzz
-
-streamlit
-streamlit-bokeh
-
-## 2024-09-08 until plotly at least updates its lumnio thing https://github.com/plotly/plotly.py/pull/4685
-# dash
-alembic
-
-
-#webapps example needs
-Django
-#channels
-
-
-## badly formed uvicorn[standard]
-uvicorn
-python-multipart
-deap
-
-polars
-
-##timseries bis
-
-
-# for SSRS
-requests_ntlm
-missingno
-
-##xgboost
-# lightgbm ?
-duckdb
-
-
-# for flask
-waitress
-
-#2023-10-08 soon:jupyterlab-lsp
-
-array-api-compat
-
-
-mpmath
-
-openai
-
-
-#azure
-azure-identity
-azure-cosmos
-azure-core
-
-## build
-
-# write & read QRcode
-python-barcode
-qrcode
-#not compatible with numpy-2.3 2025-09-14: opencv-python
-
-#llm follow-up
-# llm
-#risk llm_gpt4all
-# llm_llama_cpp
-# llm_markov
-# llm-python
-huggingface_hub
-
-
-#course of langchain https://learn.deeplearning.ai/langchain-chat-with-your-data
-pypdf
-yt_dlp
-pydub
-
-
-# new friends of panel (load psygnal, a qt-like signaling)
-anywidget
-
-keras
-
-
-
-# pyomo becomes a frequent wrapper nowodays
-
-langchain
-pyomo
-#NUMPY2_WAIT highspy
-#pymoo 2024-12-25 not well maintained
-
-clarabel
-#SLIM_2024 ortools
-
-#waiting cvxpy
-scs
-optuna
-
-
-#pyarrow complement
-adbc_driver_manager
-#adbc_driver_sqlite
-#backport optional importlib_resources
-
-#cartopy 2024-12-26 use geopandas more popular (that include gdal via pyogrio)
-
-#2024-12-26 agent ai things
-pydantic-ai-slim[a2a,anthropic,cli,cohere,evals,google,groq,mcp,mistral,openai,vertexai]
-skrub
-termcolor
-tiktoken
-
-# from Microsoft own distro
-thefuzz
-tabulate
-squarify
-PyWavelets
-prince
-faker
-
-pyusb
-
-sv-ttk
-typer
-
-onnxruntime
-markitdown
-pyvisa
-
-soundfile
-psycopg2
-pipdeptree
-
-ipykernel!=7.0.0,!=7.0.1
-
-foundry-local-sdk
-
diff --git a/requirements_slim.txt b/requirements_slim.txt
new file mode 100644
index 00000000..24e9b326
--- /dev/null
+++ b/requirements_slim.txt
@@ -0,0 +1,179 @@
+# requirements_slim.txt, sorted, 2026-08-13 19:15:35
+# 160 entries -> 112 kept, 48 already pulled in
+# 8 repeated, collapsed: brotli, openai, pympler, pytest, python-barcode, pywavelets, sympy, xlsxwriter
+
+adbc_driver_manager
+aiosqlite
+anywidget
+array-api-compat
+azure-cosmos
+baresql
+brotli
+build
+cvxopt
+cvxpy
+cython
+cytoolz
+dask[array,dataframe,diagnostics]
+datasette_graphql
+datashader
+deap
+duckdb
+faker
+fastapi
+flit
+folium
+foundry-local-sdk
+fuzzywuzzy
+geopy
+hatchling
+html5lib
+httpie
+hvplot
+hypothesis
+imbalanced-learn
+ipycanvas
+ipyleaflet
+ipympl
+ipython_sql
+julia
+jupyter
+jupyter_bokeh
+keras
+langchain
+lmfit
+lxml
+markitdown
+maturin
+mercantile
+missingno
+mlxtend
+mpld3
+mssql-python
+mypy[mypyc]
+mysql_connector_python
+nltk
+onnxruntime_genai
+opencv-python
+openpyxl
+optuna
+papermill
+pep8
+pg8000
+pipdeptree
+plotly
+plotnine
+plotpy
+polars
+prince
+psycopg2
+ptpython
+pybind11
+pydantic-ai-slim[a2a,anthropic,cli,cohere,evals,google,groq,mcp,mistral,openai,vertexai]==1.12.0
+pympler
+pyodbc
+pyomo
+pypandoc
+pypdf
+pyqtgraph
+pyserial
+pytest
+python-barcode
+pyusb
+pyvisa
+pywavelets
+qrcode
+quantecon
+quart
+redis
+reportlab
+requests_ntlm
+rx
+shapely
+simplejson
+simpy
+skrub
+sounddevice
+soundfile
+sphinx_rtd_theme
+spyder
+sqlite_bro
+squarify
+streamlit-bokeh
+termcolor
+thefuzz
+tiktoken
+trio
+twine
+typer
+tzlocal
+umap-learn
+vega_datasets
+waitress
+wheel
+wordcloud
+xlsxwriter
+yt_dlp
+
+# ---- already pulled in by an entry above ----
+#alembic  # <- optuna
+#Altair  # <- prince, streamlit, streamlit-bokeh
+#appdirs  # <- ptpython
+#azure-core  # <- azure-cosmos, azure-identity, mssql-python
+#azure-identity  # <- mssql-python
+#black  # <- spyder
+#clarabel  # <- cvxpy
+#datasette  # <- datasette-graphql
+#fasta2a  # <- pydantic-ai-slim
+#flatbuffers  # <- markitdown, onnxruntime, onnxruntime-genai
+#groq  # <- pydantic-ai-slim
+#guidata  # <- PlotPy
+#holoviews  # <- hvplot
+#huggingface_hub  # <- pydantic-ai-slim
+#imageio  # <- PlotPy, scikit-image
+#jupyterlab  # <- jupyter
+#markdownify  # <- markitdown
+#matplotlib  # <- ipympl, missingno, mlxtend, mpld3, plotnine, ...
+#mistralai  # <- pydantic-ai-slim
+#networkx  # <- PlotPy, scikit-image
+#numba  # <- datashader, quantecon, umap-learn
+#numpy  # <- baresql, clarabel, cvxpy, dask, datashader, ...
+#onnxruntime  # <- markitdown, onnxruntime-genai
+#openai  # <- pydantic-ai-slim
+#pandas  # <- baresql, dask, datashader, holoviews, hvplot, ...
+#protobuf  # <- markitdown, onnxruntime, onnxruntime-genai, streamlit, streamlit-bokeh
+#pyct  # <- datashader
+#pydeck  # <- streamlit, streamlit-bokeh
+#pysocks  # <- httpie
+#PythonQwt  # <- PlotPy
+#pywin32  # <- pydantic-ai-slim, Pympler
+#pyzmq  # <- jupyter, jupyterlab, papermill, spyder
+#requests  # <- azure-core, azure-cosmos, azure-identity, datashader, flit, ...
+#scikit-image  # <- PlotPy
+#scikit-learn  # <- imbalanced-learn, mlxtend, prince, skrub, umap-learn
+#scipy  # <- clarabel, cvxpy, datashader, imbalanced-learn, lmfit, ...
+#scs  # <- cvxpy
+#seaborn  # <- missingno
+#setuptools  # <- cvxpy, datasette, datasette-graphql, httpie, mypy
+#SQLalchemy  # <- alembic, ipython-sql, optuna
+#sqlite-utils  # <- datasette-graphql
+#statsmodels  # <- plotnine
+#streamlit  # <- streamlit-bokeh
+#sympy  # <- quantecon
+#tifffile  # <- PlotPy, scikit-image
+#websockets  # <- langchain, pydantic-ai-slim, streamlit, streamlit-bokeh
+#whatthepatch  # <- spyder
+#zstandard  # <- langchain
+
+# ---- notes kept from the source ----
+# for WinPython-3.14 slim
+# 2026-07-12 
+#   switch geopandas for opencv
+# 2026-08-03: 
+#   astropy, django, distributed removed (place)
+#   pymongo removed
+# 2027-08-07
+#   remove geopandas (and so pyogrio, pyproj)
+# 2026-08-08 
+#   pydub unmaintained
+

From 6e087d14a4cb45842262954dd3423acbd3af110e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 13 Aug 2026 17:41:30 +0000
Subject: [PATCH 054/100] Bump pydantic-ai-slim from 0.2.9 to 1.106.0

Bumps [pydantic-ai-slim](https://github.com/pydantic/pydantic-ai) from 0.2.9 to 1.106.0.
- [Release notes](https://github.com/pydantic/pydantic-ai/releases)
- [Changelog](https://github.com/pydantic/pydantic-ai/blob/main/docs/changelog.md)
- [Commits](https://github.com/pydantic/pydantic-ai/compare/v0.2.9...v1.106.0)

---
updated-dependencies:
- dependency-name: pydantic-ai-slim
  dependency-version: 1.106.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 changelogs/requir.64-3_12_10_1slim.txt | 5 +++--
 changelogs/requir.64-3_13_5_0slim.txt  | 5 +++--
 constraints.txt                        | 2 +-
 requirements_slim.txt                  | 2 +-
 4 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/changelogs/requir.64-3_12_10_1slim.txt b/changelogs/requir.64-3_12_10_1slim.txt
index 40ca03cb..9bf7002c 100644
--- a/changelogs/requir.64-3_12_10_1slim.txt
+++ b/changelogs/requir.64-3_12_10_1slim.txt
@@ -602,8 +602,9 @@ pyct==0.5.0 \
     --hash=sha256:a4038a8885059ab8cac6f946ea30e0b5e6bdbe0b92b6723f06737035f9d65e8c
 pydantic==2.10.6 \
     --hash=sha256:427d664bf0b8a2b34ff5dd0f5a18df00591adcee7198fbd71981054cef37b584
-pydantic-ai-slim==0.2.9 \
-    --hash=sha256:d954ff84cb250d7150a7ed694e4f1f92f820205d036ee006d02fce3e62a3bc4e
+pydantic-ai-slim==1.106.0 \
+    --hash=sha256:0dd7a99ea3fa89b490098406c2240ba7d75c327eea094c3fd057dd7aa9f3d163 \
+    --hash=sha256:e265598c8ee0e903ebb02d0494bb232be4cc8aa463ba1a55aa743cf34135dacf
 pydantic-core==2.27.2 \
     --hash=sha256:cc3f1a99a4f4f9dd1de4fe0312c114e740b5ddead65bb4102884b384c15d8bc9
 pydantic-evals==0.2.9 \
diff --git a/changelogs/requir.64-3_13_5_0slim.txt b/changelogs/requir.64-3_13_5_0slim.txt
index d01e834e..45a954a4 100644
--- a/changelogs/requir.64-3_13_5_0slim.txt
+++ b/changelogs/requir.64-3_13_5_0slim.txt
@@ -602,8 +602,9 @@ pyct==0.5.0 \
     --hash=sha256:a4038a8885059ab8cac6f946ea30e0b5e6bdbe0b92b6723f06737035f9d65e8c
 pydantic==2.10.6 \
     --hash=sha256:427d664bf0b8a2b34ff5dd0f5a18df00591adcee7198fbd71981054cef37b584
-pydantic-ai-slim==0.2.9 \
-    --hash=sha256:d954ff84cb250d7150a7ed694e4f1f92f820205d036ee006d02fce3e62a3bc4e
+pydantic-ai-slim==1.106.0 \
+    --hash=sha256:0dd7a99ea3fa89b490098406c2240ba7d75c327eea094c3fd057dd7aa9f3d163 \
+    --hash=sha256:e265598c8ee0e903ebb02d0494bb232be4cc8aa463ba1a55aa743cf34135dacf
 pydantic-core==2.27.2 \
     --hash=sha256:953101387ecf2f5652883208769a79e48db18c6df442568a0b5ccd8c2723abee
 pydantic-evals==0.2.9 \
diff --git a/constraints.txt b/constraints.txt
index f87ab5d7..2c49b456 100644
--- a/constraints.txt
+++ b/constraints.txt
@@ -323,7 +323,7 @@ pycodestyle>=2.12.0
 pycparser>=2.23
 pyct>=0.5.0
 pydantic>=2.12.4
-pydantic-ai-slim>=1.12.0
+pydantic-ai-slim>=1.106.0
 pydantic-evals>=1.12.0
 pydantic-graph>=1.12.0
 pydantic-settings>=2.11.0
diff --git a/requirements_slim.txt b/requirements_slim.txt
index 24e9b326..8ff9d235 100644
--- a/requirements_slim.txt
+++ b/requirements_slim.txt
@@ -69,7 +69,7 @@ prince
 psycopg2
 ptpython
 pybind11
-pydantic-ai-slim[a2a,anthropic,cli,cohere,evals,google,groq,mcp,mistral,openai,vertexai]==1.12.0
+pydantic-ai-slim[a2a,anthropic,cli,cohere,evals,google,groq,mcp,mistral,openai,vertexai]==1.106.0
 pympler
 pyodbc
 pyomo

From 1a30b6cd1e721a4152d95ab3fd9da0c6bd93a135 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Thu, 13 Aug 2026 21:47:32 +0200
Subject: [PATCH 055/100] 2026-03 checking

---
 .../cycle_2026_03/pylock.64-3_13_15_0dot.toml |   90 +
 .../pylock.64-3_13_15_0slim.toml              | 5854 +++++++++++++++++
 .../cycle_2026_03/pylock.64-3_14_7_0dot.toml  |   90 +
 .../cycle_2026_03/pylock.64-3_14_7_0dotf.toml |   90 +
 .../cycle_2026_03/pylock.64-3_14_7_0slim.toml | 5854 +++++++++++++++++
 .../pylock.64-3_14_7_0slimf.toml              | 5194 +++++++++++++++
 .../cycle_2026_03/pylock.64-3_15_0_4dot.toml  |   90 +
 .../cycle_2026_03/pylock.64-3_15_0_4dotf.toml |   90 +
 .../cycle_2026_03/pylock.64-3_15_0_4slim.toml | 3357 ++++++++++
 .../pylock.64-3_15_0_4slimf.toml              | 2983 +++++++++
 .../cycle_2026_03/requir.64-3_13_15_0dot.txt  |   16 +
 .../cycle_2026_03/requir.64-3_13_15_0slim.txt | 1064 +++
 .../cycle_2026_03/requir.64-3_14_7_0dot.txt   |   16 +
 .../cycle_2026_03/requir.64-3_14_7_0dotf.txt  |   16 +
 .../cycle_2026_03/requir.64-3_14_7_0slim.txt  | 1064 +++
 .../cycle_2026_03/requir.64-3_14_7_0slimf.txt |  944 +++
 .../cycle_2026_03/requir.64-3_15_0_4dot.txt   |   16 +
 .../cycle_2026_03/requir.64-3_15_0_4dotf.txt  |   16 +
 .../cycle_2026_03/requir.64-3_15_0_4slim.txt  |  610 ++
 .../cycle_2026_03/requir.64-3_15_0_4slimf.txt |  542 ++
 20 files changed, 27996 insertions(+)
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dot.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_13_15_0slim.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dot.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dotf.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slim.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slimf.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dot.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotf.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slim.toml
 create mode 100644 winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimf.toml
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_13_15_0dot.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_13_15_0slim.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_14_7_0dot.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotf.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_14_7_0slim.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimf.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_15_0_4dot.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotf.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_15_0_4slim.txt
 create mode 100644 winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimf.txt

diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dot.toml b/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dot.toml
new file mode 100644
index 00000000..50ab79bc
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dot.toml
@@ -0,0 +1,90 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
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+
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+
+[packages.wheels.hashes]
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+
+[[packages]]
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+url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
+
+[[packages]]
+name = "packaging"
+version = "26.2"
+
+[[packages.wheels]]
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+url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl"
+
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+sha256 = "5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e"
+
+[[packages]]
+name = "pyproject-hooks"
+version = "1.2.0"
+
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+url = "https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913"
+
+[[packages]]
+name = "setuptools"
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+
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+sha256 = "29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3"
+
+[[packages]]
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+version = "1.3.2"
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+url = "https://files.pythonhosted.org/packages/17/ce/51e2a8e3e11cfd7f8dffcdbbf080721322a1ad62533b58ebc26162a16038/sqlite_bro-1.3.2-py3-none-any.whl"
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+sha256 = "0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034"
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+
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+sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
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diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0slim.toml b/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0slim.toml
new file mode 100644
index 00000000..1dc1a12a
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0slim.toml
@@ -0,0 +1,5854 @@
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index 00000000..50ab79bc
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diff --git a/winpython/portable/cycle_2026_03/requir.64-3_13_15_0dot.txt b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0dot.txt
new file mode 100644
index 00000000..62ca9e6b
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0dot.txt
@@ -0,0 +1,16 @@
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diff --git a/winpython/portable/cycle_2026_03/requir.64-3_13_15_0slim.txt b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0slim.txt
new file mode 100644
index 00000000..ed83608f
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0slim.txt
@@ -0,0 +1,1064 @@
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+python-lsp-jsonrpc==1.1.2 \
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+python-lsp-ruff==2.3.0 \
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diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dot.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dot.txt
new file mode 100644
index 00000000..62ca9e6b
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dot.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
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+packaging==26.2 \
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+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.11.20260813 \
+    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotf.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotf.txt
new file mode 100644
index 00000000..62ca9e6b
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotf.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
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+packaging==26.2 \
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+pyproject-hooks==1.2.0 \
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+setuptools==83.0.0 \
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+sqlite-bro==1.3.2 \
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+wppm==17.11.20260813 \
+    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slim.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slim.txt
new file mode 100644
index 00000000..32962a14
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slim.txt
@@ -0,0 +1,1064 @@
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+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
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+terminado==0.18.1 \
+    --hash=sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
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+thefuzz==0.22.1 \
+    --hash=sha256:59729b33556850b90e1093c4cf9e618af6f2e4c985df193fdf3c5b5cf02ca481
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+tiktoken==0.12.0 \
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+toml==0.10.2 \
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+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
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+tqdm==4.67.3 \
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+    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
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+uc-micro-py==2.0.0 \
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+yt-dlp==2026.3.17 \
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+zipp==3.23.0 \
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+zstandard==0.25.0 \
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diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimf.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimf.txt
new file mode 100644
index 00000000..77ebafdd
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimf.txt
@@ -0,0 +1,944 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.11.0 \
+    --hash=sha256:b853e613c6c8afbe7a3fcea0098c88b935a4d1e1b046813aed1fe7363c7b8fc7
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.6.1 \
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+aiohttp==3.14.1 \
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+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
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+alabaster==1.0.0 \
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+alembic==1.18.5 \
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+altair==6.2.2 \
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+anthropic==0.120.2 \
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+yapf==0.43.0 \
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+yarl==1.24.5 \
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+yt-dlp==2026.3.17 \
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diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dot.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dot.txt
new file mode 100644
index 00000000..62ca9e6b
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dot.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.11.20260813 \
+    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotf.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotf.txt
new file mode 100644
index 00000000..62ca9e6b
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotf.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
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+packaging==26.2 \
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+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.11.20260813 \
+    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slim.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slim.txt
new file mode 100644
index 00000000..a3f769fc
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slim.txt
@@ -0,0 +1,610 @@
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+    --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146
+rsa==4.9.1 \
+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762
+rtree==1.4.1 \
+    --hash=sha256:efe125f416fd27150197ab8521158662943a40f87acab8028a1aac4ad667a489
+ruff==0.16.1 \
+    --hash=sha256:09b05e8b90c2cb06ad63464350e7a45e8e44a2dfe52072ebfba6666ca8d3f596
+rx==3.2.0 \
+    --hash=sha256:922c5f4edb3aa1beaa47bf61d65d5380011ff6adcd527f26377d05cb73ed8ec8
+scramp==1.4.8 \
+    --hash=sha256:87c2f15976845a2872fe5490a06097f0d01813cceb53774ea168c911f2ad025c
+send2trash==2.1.0 \
+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+simpy==4.1.1 \
+    --hash=sha256:7c5ae380240fd2238671160e4830956f8055830a8317edf5c05e495b3823cd88
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274
+smmap==5.0.3 \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
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+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sounddevice==0.5.5 \
+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.13.1 \
+    --hash=sha256:1e70a05a0626524a69e9f0f4dd2ec174b4e9567f4d8b6c11d38b5c289be36ee9
+soupsieve==2.8.3 \
+    --hash=sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.1.1 \
+    --hash=sha256:b52fd3d58b2778aacb35a074323aac49a924a323f98ee74027e590b08d1e6f32
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba
+squarify==0.4.4 \
+    --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
+sse-starlette==3.4.4 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sspilib==0.5.0 \
+    --hash=sha256:ca2a21a4e90db563c2cec639c66b3a29ea53129a0c55ff1e4154a02937f6bd45
+stack-data==0.6.3 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==1.3.1 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
+sympy==1.14.0 \
+    --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
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+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
+tenacity==9.1.4 \
+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
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+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
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+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
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+    --hash=sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+toml==0.10.2 \
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+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
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+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
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+tqdm==4.67.3 \
+    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
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+trio==0.34.0 \
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+    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
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+watchdog==6.0.0 \
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+whatthepatch==1.0.7 \
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+wsproto==1.3.2 \
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+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+yapf==0.43.0 \
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+yarl==1.24.5 \
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+yt-dlp==2026.3.17 \
+    --hash=sha256:32992db94303a8a5d211a183f2174834fe7f8c29d83ed2e7a324eae97a8f26d8
+zipp==3.23.0 \
+    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimf.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimf.txt
new file mode 100644
index 00000000..e5820b4d
--- /dev/null
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimf.txt
@@ -0,0 +1,542 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+annotated-doc==0.0.4 \
+    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320
+annotated-types==0.7.0 \
+    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
+appdirs==1.4.4 \
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+argcomplete==3.6.3 \
+    --hash=sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce
+array-api-compat==1.15.0 \
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+arrow==1.4.0 \
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+asgi-csrf==0.11 \
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+astroid==4.0.4 \
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+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
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+    --hash=sha256:16e64e0716c14960108e85d853062c9e8bba5ca8252c0b4d0231b9df4060ff4f
+referencing==0.37.0 \
+    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231
+reportlab==5.0.0 \
+    --hash=sha256:9d5a3affa84919e1111ede580031266a570e93b1ce388219621347965ff1d93c
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0
+requests-toolbelt==1.0.0 \
+    --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
+rfc3339-validator==0.1.4 \
+    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+rfc3986==2.0.0 \
+    --hash=sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd
+rfc3986-validator==0.1.1 \
+    --hash=sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb
+roman-numerals==4.1.0 \
+    --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
+rope==1.14.0 \
+    --hash=sha256:00a7ea8c0c376fc0b053b2f2f8ef3bfb8b50fecf1ebf3eb80e4f8bd7f1941918
+rpds-py==2026.6.3 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324
+rsa==4.9.1 \
+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762
+rtree==1.4.1 \
+    --hash=sha256:efe125f416fd27150197ab8521158662943a40f87acab8028a1aac4ad667a489
+ruff==0.16.1 \
+    --hash=sha256:09b05e8b90c2cb06ad63464350e7a45e8e44a2dfe52072ebfba6666ca8d3f596
+rx==3.2.0 \
+    --hash=sha256:922c5f4edb3aa1beaa47bf61d65d5380011ff6adcd527f26377d05cb73ed8ec8
+scramp==1.4.8 \
+    --hash=sha256:87c2f15976845a2872fe5490a06097f0d01813cceb53774ea168c911f2ad025c
+send2trash==2.1.0 \
+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+simpy==4.1.1 \
+    --hash=sha256:7c5ae380240fd2238671160e4830956f8055830a8317edf5c05e495b3823cd88
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274
+smmap==5.0.3 \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
+sortedcontainers==2.4.0 \
+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sounddevice==0.5.5 \
+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.13.1 \
+    --hash=sha256:1e70a05a0626524a69e9f0f4dd2ec174b4e9567f4d8b6c11d38b5c289be36ee9
+soupsieve==2.8.3 \
+    --hash=sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.1.1 \
+    --hash=sha256:b52fd3d58b2778aacb35a074323aac49a924a323f98ee74027e590b08d1e6f32
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba
+squarify==0.4.4 \
+    --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
+sse-starlette==3.4.4 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+stack-data==0.6.3 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==1.3.1 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
+sympy==1.14.0 \
+    --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
+tabulate==0.10.0 \
+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
+tenacity==9.1.4 \
+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
+termcolor==3.3.0 \
+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tinycss2==1.4.0 \
+    --hash=sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tqdm==4.67.3 \
+    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+traitlets==5.14.3 \
+    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.1.14.14 \
+    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.2 \
+    --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7
+tzdata==2025.3 \
+    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1
+tzlocal==5.3.1 \
+    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.7.0 \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.11.20260813 \
+    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.3.17 \
+    --hash=sha256:32992db94303a8a5d211a183f2174834fe7f8c29d83ed2e7a324eae97a8f26d8
+zipp==3.23.0 \
+    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e

From f11e5b7a8b10f271801952c733899382840c9033 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 16 Aug 2026 10:47:29 +0200
Subject: [PATCH 056/100] -tl as tree roots for -p and -r, and a shorter readme

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 README_PYPI.md   | 299 +++++++++++++++++++----------------------------
 wppm/__init__.py |   2 +-
 wppm/piptree.py  |  27 +++--
 wppm/wppm.py     |  23 ++--
 4 files changed, 154 insertions(+), 197 deletions(-)

diff --git a/README_PYPI.md b/README_PYPI.md
index 9b239926..026c77cf 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -1,6 +1,6 @@
-# wppm — the dependency questions `pip` won't answer
+# wppm — Manage your Python packages
 
-`wppm` is a small companion to `pip`, for **any** Python environment (it was born in
+`wppm` is a complement to `pip`, for **any** Python environment (it was born in
 [WinPython](https://winpython.github.io/), the portable Windows distribution, but does
 not require it). Keep using `pip` to install and remove things — use `wppm` to *see*
 what is actually there.
@@ -9,200 +9,187 @@ what is actually there.
 pip install wppm
 ```
 
-## Which extras of a package are actually usable here?
+## Global navigation commands
 
-You installed `flit`. Its `[doc]` and `[test]` extras promise more. What is missing?
+**What packages are there?** package version and summary
 
 ```console
-$ wppm -p "flit![.]"
-flit[doc]==3.12.0 ,
-    pygments-github-lexers==? ;extra==doc
-    sphinx==? ;extra==doc
-    sphinxcontrib-github-alt==? ;extra==doc
-flit[test]==3.12.0 ,
-    pytest-cov==? ;extra==test
-    responses==? ;extra==test
-    testpath==? ;extra==test
-    tomli==? ;extra==test
+$ wppm -ls
+Package            Version        Summary
+__________________ ______________ ______________________________________________________________________
+build              1.5.0          A simple, correct Python build frontend
+certifi            2026.6.17      Python package for providing Mozilla's CA Bundle.
+charset-normalizer 3.4.9          The Real First Universal Charset Detector. Open, modern and actively m
+...
 ```
 
-`[.]` means *every extra*, `!` means *only show what is missing*, and `==?` marks a
-requirement that is not installed. Extras with nothing missing are simply not printed —
-so an empty answer means "everything this package offers is ready to use".
+**What did I actually ask for?** Nothing in an environment records which packages you
+chose and which merely came along. `-tl` keeps only the entries nothing else pulls in:
 
-Drop the `!` to see the whole picture instead, installed versions included:
+```console
+$ wppm -tl
+build
+duckdb
+flake8
+flit
+pandas
+pillow
+pipdeptree
+pytest
+PyYAML
+wppm
+# 32 entries -> 10 kept, 22 already pulled in
+```
+
+**What are the dependencies?**
 
 ```console
-$ wppm -p "requests[.]" -l1
-requests==2.34.2 ,
-    certifi==2026.6.17 >=2023.5.7
-    charset-normalizer==3.4.9 <4,>=2
-    idna==3.18 <4,>=2.5
-    urllib3==2.7.0 <3,>=1.26
-requests[socks]==2.34.2 ,
-    certifi==2026.6.17 >=2023.5.7
-    charset-normalizer==3.4.9 <4,>=2
-    idna==3.18 <4,>=2.5
-    pysocks==? !=1.5.7,>=1.5.6;extra==socks
-    urllib3==2.7.0 <3,>=1.26
-requests[use-chardet-on-py3]==2.34.2 ,
-    certifi==2026.6.17 >=2023.5.7
-    chardet==? <8,>=3.0.2;extra==use-chardet-on-py3
-    charset-normalizer==3.4.9 <4,>=2
-    idna==3.18 <4,>=2.5
-    urllib3==2.7.0 <3,>=1.26
+$ wppm -tl -p
+build==1.5.0 ,
+    colorama==0.4.6 ;os_name==nt
+    packaging==26.2 >=24.0
+    pyproject-hooks==1.2.0
+duckdb==1.5.4
+flake8==7.1.1 ,
+    mccabe==0.7.0 (<0.8.0,>=0.7.0)
+...
 ```
 
-## Who pulls in `pytest`, and through which extra?
+## Navigation per package(s)
 
-The reverse direction, `-r`, is extras-aware too — it tells you *why* something is in
-your environment, down to the extra that asked for it:
+**What does a package need?** `-p` walks downwards, `-l` says how many levels:
 
 ```console
-$ wppm -r "pytest[.]"
-pytest==9.0.3
-pytest[all]==9.0.3 ,
-    idna[all]==3.18 [requires: pytest>=8.3.2;extra==all]
-    pandas[all]==3.0.3 [requires: pytest>=8.3.4;extra==all]
-pytest[dev]==9.0.3
-pytest[test]==9.0.3 ,
-    flit[test]==3.12.0 [requires: pytest>=2.7.3;extra==test]
-    pandas[test]==3.0.3 [requires: pytest>=8.3.4;extra==test]
-pytest[testing]==9.0.3 ,
-    pluggy[testing]==1.6.0 [requires: pytest;extra==testing]
-pytest[tests]==9.0.3 ,
-    pillow[tests]==12.3.0 [requires: pytest;extra==tests]
+$ wppm -p pandas -l2
+pandas==3.0.3 ,
+    numpy==2.4.6 >=2.3.3;python_version>=3.14
+    python-dateutil==2.9.0.post0 >=2.8.2,
+        six==1.17.0 >=1.5
+    tzdata==2025.3 ;sys_platform==win32
 ```
 
-## What will break when I upgrade?
-
-With `-r`, the `!` filter keeps only the packages that *pin or cap* the one you name —
-the handful that will actually fight your next upgrade, instead of the long list of
-packages that merely depend on it:
+**What packages are upgrade constrained?** `-r` walks upwards, and `!` keeps only the packages
+that *pin or cap* the one you name, `.` means to look for *every package*:
 
 ```console
-$ wppm -r "pluggy!"
-pluggy==1.6.0 ,
-    pytest==9.0.3 [requires: pluggy<2,>=1.5]
+$ wppm -r  ".!"
+charset-normalizer==3.4.9 ,
+    requests==2.34.2 [requires: charset-normalizer<4,>=2]
+idna==3.18 ,
+    requests==2.34.2 [requires: idna<4,>=2.5]
+...
 ```
 
-An empty answer here is good news: nothing constrains it, upgrade away.
+> Quoting: `!` and `[` are shell metacharacters in POSIX shells, so quote any argument
+> containing them (`wppm -r "pluggy!"`). In `cmd.exe` the quotes are optional.
+
 
-And the whole constraint web of an environment — every package, every extra, nine
-levels deep — is one command:
+## Package [Extras] analysis
 
+use brackets to specify extra(s) `[extra]`, `[.]` means *every extra*,
+and `!` narrows the answer to what is **missing** — `==?` marks a requirement that is
+not installed:
+
+**What am I missing, per flit extra?**
 ```console
-$ wppm -p ".[.]" -l9
+$ wppm -p "flit![.]"
+flit[doc]==3.12.0 ,
+    pygments-github-lexers==? ;extra==doc
+    sphinx==? ;extra==doc
+    sphinxcontrib-github-alt==? ;extra==doc
+flit[test]==3.12.0 ,
+    pytest-cov==? ;extra==test
+    responses==? ;extra==test
+    testpath==? ;extra==test
+    tomli==? ;extra==test
 ```
 
-## What did you actually ask for?
-
-`-p` and `-r` answer for one package. `-tl` answers for a whole list: it keeps only the
-entries nothing else in that list already pulls in. Plainly, it prints that list and
-nothing else -- so the output *is* the new file, and the counts go to stderr where a
-redirection leaves them behind:
+**Which package[extra] may want numpy?**
 
 ```console
-$ wppm requirements_slim.txt -tl -t D:\WPy64\python > requirements_slim_new.txt
-# 160 entries -> 112 kept, 48 already pulled in
-# 8 repeated, collapsed: brotli, openai, pympler, pytest, python-barcode, ...
+$ wppm -r "numpy[.]"
+numpy==2.4.6 ,
+    pandas==3.0.3 [requires: numpy>=2.3.3;python_version>=3.14]
+numpy[all]==2.4.6 ,
+    duckdb[all]==1.5.4 [requires: numpy;extra==all]
 ```
 
-Those two lines are commented although they go to stderr, so folding both streams into
-one file (`> new.txt 2>&1`) still leaves a file pip can read.
+## Pruning a requirements file
 
-The notes the source file carried are kept, since they are its author's. `-v` adds the
-reasoning: what the list is made from and when, the same counts, and every dropped entry
-commented out with what pulls it in, so re-asking for one is uncommenting it. stderr then
-keeps quiet, the counts being in the file already.
+Given a file, `-tl` answers for that file's entries. Plainly, it prints the pruned list
+and nothing else — so the output is a reduced requirement file, `-v` will include the
+reason for each pruned package:
 
 ```console
-$ wppm requirements_slim.txt -tl -v -t D:\WPy64\python
-# requirements_slim.txt, sorted, 2026-08-13 19:22:43
+$ wppm requirements.txt -tl > requirements_new.txt
 # 160 entries -> 112 kept, 48 already pulled in
 # 8 repeated, collapsed: brotli, openai, pympler, pytest, python-barcode, ...
+```
 
+```console
+$ wppm requirements.txt -tl -v
+# requirements.txt, sorted, 2026-08-13 19:22:43
+# 160 entries -> 112 kept, 48 already pulled in
 ...
 #numpy  # <- baresql, clarabel, cvxpy, dask[array,dataframe,diagnostics], datashader, ...
 #scikit-learn  # <- imbalanced-learn, mlxtend, prince, skrub, umap-learn
 #whatthepatch  # <- spyder
 ```
 
-With no file, the question becomes "of everything installed here, what did anything
-actually ask for?":
-
-```console
-$ wppm --top-level -t D:\WPy64\python
-```
-
-An optional dependency only counts where its extra is asked for, and a mutual pair keeps
-both members -- dropping either would take the other with it. With `-ws` the facts come
-from a wheelhouse instead of an installation, so a list can be pruned before anything is
-built; where the wheelhouse holds several versions of a package, the newest one answers.
-
-## Everything is available as JSON
+## Answers a script can read
 
-Any of `-p`, `-r`, `-ls`, `-md` accepts `-j` / `--json`, so the same answers can gate a
-CI job or be diffed between two environments:
-
-```console
-$ wppm -p pluggy -j
-[
-    {
-        "package": "pluggy",
-        "extra": "",
-        "version": "1.6.0",
-        "installed": true,
-        "constraint": "",
-        "depends": []
-    }
-]
-```
+`-p`, `-r`, `-tl`, `-ls` and `-md` all accept `-j` / `--json`, so the same answers can
+gate a CI job or be diffed between two environments:
 
 ```console
 $ wppm -p myapp -j | python -c "import sys,json; s=json.load(sys.stdin); [s.extend(n['depends']) for n in s]; sys.exit(1 if any(not n['installed'] for n in s) else 0)"
 ```
 
-## Or use it from Python
-
-The tree engine is a plain importable module — no subprocess, no parsing of terminal
-output. `down()` walks dependencies, `up()` walks them backwards, and both return
-indented text by default or a JSON string with `format="json"`:
+Better still, skip the terminal: the tree engine is a plain importable module — no
+subprocess, no parsing of terminal output.
 
 ```python
-import json
-from wppm import piptree
-
-pip = piptree.PipData()                 # or PipData(target=r"D:\WPy64\python")
-
-tree = json.loads(pip.down("pandas", "mysql", format="json"))
-missing = [d["package"] for d in tree[0]["depends"] if not d["installed"]]
-print(f"pandas[mysql] needs: {missing}")
+>>> from wppm import piptree
+>>> pip = piptree.PipData()             # or PipData(target=r"D:\WPy64\python")
+>>> print(pip.down("pandas", "mysql"))
+pandas[mysql]==3.0.3 ,
+    numpy==2.4.6 >=2.3.3;python_version>=3.14
+    pymysql==? >=1.1.1;extra==mysql
+    python-dateutil==2.9.0.post0 >=2.8.2,
+        six==1.17.0 >=1.5
+    sqlalchemy==? >=2.0.36;extra==mysql
+    tzdata==2025.3 ;sys_platform==win32
+>>> pip.summary("pandas")
+'Powerful data structures for data analysis, time series, and statistics'
 ```
 
-```console
-pandas[mysql] needs: ['pymysql', 'sqlalchemy']
-```
+`down()` and `up()` return indented text by default, or a JSON string with
+`format="json"`; both take `top_level=True` to start from the top-level entries.
+`top_level()` itself returns plain data — `kept`, and `dropped` mapping each dropped
+entry to whatever pulls it in:
 
 ```python
->>> print(pip.up("pluggy!"))     # who caps pluggy?
-pluggy==1.6.0 ,
-    pytest==9.0.3 [requires: pluggy<2,>=1.5]
->>> pip.summary("pandas")
-'Powerful data structures for data analysis, time series, and statistics'
+>>> pip.top_level()["kept"]
+['build', 'duckdb', 'flake8', 'flit', 'pandas', 'pillow', 'pipdeptree', 'pytest', 'PyYAML', 'wppm']
+>>> pip.top_level(["pandas", "numpy", "requests[socks]", "pytest"])["dropped"]
+{'numpy': ['pandas']}
 ```
 
-## It also works on environments you have not installed anything into
+## Environments you have not installed anything into
 
 `-t` points `wppm` at *another* Python distribution, and `-ws` at a plain directory of
 wheels — so you can inspect a portable distribution, or an offline bundle, without
 installing it first:
 
 ```console
-$ wppm -ls -ws .\wheelhouse\included.wheels --json
 $ wppm -p "pandas[.]" -t D:\WPy64\python
+$ wppm -ls -ws .\wheelhouse\included.wheels --json
 ```
 
+With `-ws` the facts come from the wheelhouse rather than an installation, so a
+requirements list can be pruned before anything is built; where several versions of a
+package are present, the newest one answers.
+
 Beyond inspection, `wppm` installs from a wheelhouse or a `pylock.toml` (`-i`, `-ws`,
 `-wd`), emits a one-document environment manifest — distribution, tools, packages,
 wheelhouse — as Markdown or JSON (`-md`, a lightweight SBOM), and does portability
@@ -215,51 +202,7 @@ menu entries with the target Python. Each distribution gets its own start menu f
 so registering one never disturbs another — but note that the target is declared under
 the `WinPython` PEP-514 vendor key.
 
-## Compared with `pipdeptree`
-
-`wppm` adds per-`[extra]` granularity in **both** directions, the `!` filter (missing
-dependencies forward, constraining dependencies backward), and the ability to inspect
-another environment (`-t`) or a bare directory of wheels (`-ws`) without installing
-anything into it.
-
-> Quoting: `!` and `[` are shell metacharacters in POSIX shells, so quote the argument
-> (`wppm -p "flit![.]"`). In `cmd.exe` the quotes are optional.
-
-## Command line
-
-```text
-usage: wppm [-h] [-v] [--register] [--unregister] [--fix] [--movable]
-            [-ws WHEELSOURCE] [-wd WHEELDRAIN] [-ls] [-lsa] [-md] [-p] [-r]
-            [-tl] [-l LEVELS] [-j] [-t TARGET] [-i] [-u]
-            [package(s) or lockfile ...]
-
-WinPython Package Manager: handle a Python distribution (WinPython or not) and its packages (17.11.20260813)
-
-positional arguments:
-  package(s) or lockfile
-                        optional package names, wheels, or lockfile
-
-options:
-  -h, --help            show this help message and exit
-  -v, --verbose         show more details on packages and actions
-  --register            Register the target Python in Windows (file extensions, icons, context menu, start menu), under the 'WinPython' PEP-514 vendor key
-  --unregister          Unregister the target Python from Windows: de-associate file extensions, icons and context menu, and remove its start menu folder
-  --fix                 make the target Python use absolute (fixed) paths in launchers and shebangs
-  --movable             make the target Python (any Windows Python) movable/portable: relative paths in launchers and shebangs
-  -ws WHEELSOURCE       wheels location, ('.' = WheelHouse): wppm pylock.toml -ws source_of_wheels, wppm -ls -ws .
-  -wd WHEELDRAIN        wheels destination: wppm pylock.toml -wd destination_of_wheels
-  -ls, --list           list installed packages matching [optional] expression: wppm -ls, wppm -ls pand
-  -lsa                  list details of packages matching [optional]  expression: wppm -lsa pandas -l1
-  -md                   markdown summary of the installation
-  -p                    show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]
-  -r                    show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]
-  -tl, --top-level      keep only the entries no other entry pulls in, sorted: wppm -tl, wppm requirements.txt -tl -v
-  -l LEVELS             show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1
-  -j, --json            machine-readable JSON output (with -p, -r, -ls, -md, -tl): wppm -p pandas[.] -j
-  -t TARGET             path to target Python distribution (default: current environment)
-  -i, --install         install a given package wheel or pylock file (use pip for more features)
-  -u, --uninstall       uninstall package  (use pip for more features)
-```
+`wppm -h` lists every option.
 
 ## Links
 
diff --git a/wppm/__init__.py b/wppm/__init__.py
index ef24d29d..9d279fc4 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -28,6 +28,6 @@
 OTHER DEALINGS IN THE SOFTWARE.
 """
 
-__version__ = '17.11.20260813'
+__version__ = '17.12.20260816'
 __license__ = __doc__
 __project_url__ = 'http://winpython.github.io/'
diff --git a/wppm/piptree.py b/wppm/piptree.py
index 9ee1fbab..d76d935e 100644
--- a/wppm/piptree.py
+++ b/wppm/piptree.py
@@ -396,6 +396,21 @@ def top_level(self, entries: Optional[List[str]] = None) -> Dict:
             "unknown": sorted((text for key, (text, _) in asked.items() if key not in self.distro), key=str.lower),
         }
 
+    def _roots(self, pp: str, top_level: bool = False) -> List[str]:
+        """Where a tree starts: the one package named, or "." for every installed one.
+
+        `top_level` narrows "." to the entries no other installed package pulls
+        in -- the same answer `top_level()` gives, used as the roots of a
+        forest. The whole environment then reads as a handful of trees instead
+        of one tree per package, most of them a branch of another.
+        """
+        if pp != ".":
+            return [pp] if pp in self.distro else []
+        if not top_level:
+            return list(self.distro)
+        return [key for key in (self.split_requirement(text)[0] for text in self.top_level()["kept"])
+                if key in self.distro]
+
     def _node_text(self, node: Dict) -> str:
         """Render a tree node dict as its one-line text form."""
         if not node["installed"]:
@@ -421,13 +436,11 @@ def _format_tree(self, results: List[Dict], indent: int, format: str, updown: st
             return "\n".join(filter(None, lines)).replace('"', "")
         return "\n".join(lines).replace('"', "")
 
-    def down(self, ppw: str = "", extra: str = "", depth: int = 20, indent: int = 4, version_req: str = "", verbose: bool = False, format: str = "text") -> str:
+    def down(self, ppw: str = "", extra: str = "", depth: int = 20, indent: int = 4, version_req: str = "", verbose: bool = False, format: str = "text", top_level: bool = False) -> str:
         """Generate downward dependency tree, as indented text or JSON (format="json")."""
         pp = ppw[:-1] if ppw.endswith('!') else ppw
         ppend = "!" if ppw.endswith('!') else "" #show only downward missing dependancies
-        ppp = [pp] if pp in self.distro else ()
-        if pp == ".":
-           ppp = [p for p in self.distro]
+        ppp = self._roots(pp, top_level)
         results = []
         for p in sorted(ppp):
             if extra == ".":
@@ -439,13 +452,11 @@ def down(self, ppw: str = "", extra: str = "", depth: int = 20, indent: int = 4,
                 results += a if a and (a[0]["depends"] or ppend=="") else []
         return self._format_tree(results, indent, format, "down")
 
-    def up(self, ppw: str, extra: str = "", depth: int = 20, indent: int = 4, version_req: str = "", verbose: bool = False, format: str = "text") -> str:
+    def up(self, ppw: str, extra: str = "", depth: int = 20, indent: int = 4, version_req: str = "", verbose: bool = False, format: str = "text", top_level: bool = False) -> str:
         """Generate upward dependency tree, as indented text or JSON (format="json")."""
         pp = ppw[:-1] if ppw.endswith('!') else ppw
         ppend = "!" if ppw.endswith('!') else "" #show only upward limiting dependancies
-        ppp = [pp] if pp in self.distro else ()
-        if pp == ".":
-           ppp = [p for p in self.distro]
+        ppp = self._roots(pp, top_level)
         results = []
         for p in sorted(ppp):
             if extra == ".":
diff --git a/wppm/wppm.py b/wppm/wppm.py
index ac907db8..3eae525c 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -347,7 +347,7 @@ def main(test=False):
     parser.add_argument("-md", dest="markdown", action="store_true",help=f"markdown summary of the installation")
     parser.add_argument("-p",dest="pipdown",action="store_true",help="show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]")
     parser.add_argument("-r", dest="pipup", action="store_true", help=f"show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]")
-    parser.add_argument("-tl", "--top-level", action="store_true", help="keep only the entries no other entry pulls in, sorted: wppm -tl, wppm requirements.txt -tl -v")
+    parser.add_argument("-tl", "--top-level", action="store_true", help="keep only the entries no other entry pulls in, sorted: wppm -tl, wppm requirements.txt -tl -v\nwith -p or -r, start the tree from them instead of every package: wppm -tl -p")
     parser.add_argument("-l", dest="levels", type=int, default=-1, help="show 'LEVELS' levels of dependencies (with -p, -r): wppm -p pandas -l1")
     parser.add_argument("-j", "--json", dest="json", action="store_true", help="machine-readable JSON output (with -p, -r, -ls, -md, -tl): wppm -p pandas[.] -j")
     parser.add_argument("-t", dest="target", default=sys.prefix, help=f'path to target Python distribution (default: "{sys.prefix}")')
@@ -366,17 +366,20 @@ def main(test=False):
         raise RuntimeError("Incompatible arguments: --install and --uninstall")
     if args.registerWinPython and args.unregisterWinPython:
         raise RuntimeError("Incompatible arguments: --install and --uninstall")
-    if args.pipdown:
+    if args.pipdown or args.pipup:
         pip = piptree.PipData(targetpython, args.wheelsource)
-        for args_fname in args.fname:
-            pack, extra, *other = (args_fname + "[").replace("]", "[").split("[")
-            print(pip.down(pack, extra, args.levels if args.levels>=0 else 2, verbose=args.verbose, format="json" if args.json else "text"))
-        sys.exit()
-    elif args.pipup:
-        pip = piptree.PipData(targetpython, args.wheelsource)
-        for args_fname in args.fname:
+        # -tl is then a root filter, not a list of its own: "." asked for implicitly,
+        # since the top-level entries are the only sensible roots of a whole-environment forest
+        names = args.fname if any(args.fname) else (["."] if args.top_level else args.fname)
+        walk, default_depth = (pip.down, 2) if args.pipdown else (pip.up, 1)
+        if args.top_level:
+            # a forest of roots is only worth reading whole, and any round number is a
+            # limit someone hits: go deeper than any real tree, -l says otherwise
+            default_depth = 99
+        for args_fname in names:
             pack, extra, *other = (args_fname + "[").replace("]", "[").split("[")
-            print(pip.up(pack, extra, args.levels if args.levels>=0 else 1, verbose=args.verbose, format="json" if args.json else "text"))
+            print(walk(pack, extra, args.levels if args.levels>=0 else default_depth, verbose=args.verbose,
+                       format="json" if args.json else "text", top_level=args.top_level))
         sys.exit()
     elif args.top_level:
         pip = piptree.PipData(targetpython, args.wheelsource)

From bd9c772102ba2c3d76116a8857a5229174fa23b0 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 16 Aug 2026 13:14:32 +0200
Subject: [PATCH 057/100] 2026-03 rc

---
 .../cycle_2026_03/pylock.64-3_13_15_0dot.toml |  8 +--
 .../pylock.64-3_13_15_0slim.toml              | 64 +++++++++----------
 .../cycle_2026_03/pylock.64-3_14_7_0dot.toml  |  8 +--
 .../cycle_2026_03/pylock.64-3_14_7_0dotf.toml |  8 +--
 .../cycle_2026_03/pylock.64-3_14_7_0slim.toml | 64 +++++++++----------
 .../pylock.64-3_14_7_0slimf.toml              | 32 +++++-----
 .../cycle_2026_03/pylock.64-3_15_0_4dot.toml  |  8 +--
 .../cycle_2026_03/pylock.64-3_15_0_4dotf.toml |  8 +--
 .../cycle_2026_03/pylock.64-3_15_0_4slim.toml |  8 +--
 .../pylock.64-3_15_0_4slimf.toml              |  8 +--
 .../cycle_2026_03/requir.64-3_13_15_0dot.txt  |  4 +-
 .../cycle_2026_03/requir.64-3_13_15_0slim.txt | 32 +++++-----
 .../cycle_2026_03/requir.64-3_14_7_0dot.txt   |  4 +-
 .../cycle_2026_03/requir.64-3_14_7_0dotf.txt  |  4 +-
 .../cycle_2026_03/requir.64-3_14_7_0slim.txt  | 32 +++++-----
 .../cycle_2026_03/requir.64-3_14_7_0slimf.txt | 16 ++---
 .../cycle_2026_03/requir.64-3_15_0_4dot.txt   |  4 +-
 .../cycle_2026_03/requir.64-3_15_0_4dotf.txt  |  4 +-
 .../cycle_2026_03/requir.64-3_15_0_4slim.txt  |  4 +-
 .../cycle_2026_03/requir.64-3_15_0_4slimf.txt |  4 +-
 20 files changed, 162 insertions(+), 162 deletions(-)

diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dot.toml b/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dot.toml
index 50ab79bc..ef96e8e8 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dot.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0dot.toml
@@ -80,11 +80,11 @@ sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
 
 [[packages]]
 name = "wppm"
-version = "17.11.20260813"
+version = "17.12.20260816"
 
 [[packages.wheels]]
-name = "wppm-17.11.20260813-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/84/58/c60a6fa021b5682640f14798664549e1e36618e743db093ededa54cce829/wppm-17.11.20260813-py3-none-any.whl"
+name = "wppm-17.12.20260816-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/7a/b9/82f5e3fc98810e8349fb26b89cb36619f3f8f09f46796516b2c19cd62bf5/wppm-17.12.20260816-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5"
+sha256 = "c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0"
diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0slim.toml b/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0slim.toml
index 1dc1a12a..fe3fefd6 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0slim.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_13_15_0slim.toml
@@ -146,14 +146,14 @@ sha256 = "1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"
 
 [[packages]]
 name = "anthropic"
-version = "0.120.2"
+version = "0.121.0"
 
 [[packages.wheels]]
-name = "anthropic-0.120.2-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/63/af/0f5db57b9397a0f3b7fc204cbef143401a7cadaf982330f97f1ce3d39f34/anthropic-0.120.2-py3-none-any.whl"
+name = "anthropic-0.121.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/fa/91/b3d41643f1f639927e8c5fb02c3bd8bffe6f1f29e219b3bd4c61e267b15c/anthropic-0.121.0-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "0f0bc2b381dc0eb41c8d886b815d79c2041cd2374f83aed36f574b6dc9c579c1"
+sha256 = "6048713fa441e59e1cba8363171cd2a86273b25bd213e9c7ac70a523af88b011"
 
 [[packages]]
 name = "anyio"
@@ -1356,14 +1356,14 @@ sha256 = "8ec438808f813ad034535000261eed1067475d229d05bbf4216e78c3f2362e53"
 
 [[packages]]
 name = "google-genai"
-version = "2.17.0"
+version = "2.18.0"
 
 [[packages.wheels]]
-name = "google_genai-2.17.0-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/b3/37/71e397a5b93d9a3c139e95acdcb00b4169ed59ae20e16616f2875170abb7/google_genai-2.17.0-py3-none-any.whl"
+name = "google_genai-2.18.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/99/63/84160760f74e6c74bab322afc26d064240f42b45a4150f184f7f2605d535/google_genai-2.18.0-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "a4835563c60aee646c9c4b261c507aa4a624710d25017012d20dc65abf3d9a54"
+sha256 = "4c5e60ccaed3ed35ac2ee81e87c5bebf7280cd49b81526d872a526e97ce25f46"
 
 [[packages]]
 name = "graphene"
@@ -2302,25 +2302,25 @@ sha256 = "0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276"
 
 [[packages]]
 name = "langchain"
-version = "1.3.13"
+version = "1.3.15"
 
 [[packages.wheels]]
-name = "langchain-1.3.13-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/95/c6/dc676c632f3d20c88789b0726c43ad5e039c25338cc3bb7090fc247d1522/langchain-1.3.13-py3-none-any.whl"
+name = "langchain-1.3.15-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/09/8d/ae721f4d68ff79a17110cabc9cb39b4568b0e3f1fe0a379b926c3f81d175/langchain-1.3.15-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "20a8fe4b1dea7db74356f7d2b5455c4970099b9f7f53c2122ea97f115c907fbd"
+sha256 = "c0d2d0d51ed7da249e8ab7487173872059a9dd46fb071d905957485b7334f987"
 
 [[packages]]
 name = "langchain-core"
-version = "1.4.9"
+version = "1.5.5"
 
 [[packages.wheels]]
-name = "langchain_core-1.4.9-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/84/70/ade2fada52772798ef815b6352b59e71b116aa0c32c3aef5be3dc2cbed12/langchain_core-1.4.9-py3-none-any.whl"
+name = "langchain_core-1.5.5-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/e7/09/9f29e62e99118865d092acda6143a1ba6ce1893e3dcb72388a75b798e37d/langchain_core-1.5.5-py3-none-any.whl"
 
 [packages.wheels.hashes]
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diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dot.toml b/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dot.toml
index 50ab79bc..ef96e8e8 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dot.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dot.toml
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diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dotf.toml b/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dotf.toml
index 50ab79bc..ef96e8e8 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dotf.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0dotf.toml
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diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slim.toml b/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slim.toml
index bd8f0708..09b0ae63 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slim.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slim.toml
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diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slimf.toml b/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slimf.toml
index b42d4dab..538bb5fd 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_14_7_0slimf.toml
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-version = "17.11.20260813"
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-url = "https://files.pythonhosted.org/packages/84/58/c60a6fa021b5682640f14798664549e1e36618e743db093ededa54cce829/wppm-17.11.20260813-py3-none-any.whl"
+name = "wppm-17.12.20260816-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/7a/b9/82f5e3fc98810e8349fb26b89cb36619f3f8f09f46796516b2c19cd62bf5/wppm-17.12.20260816-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5"
+sha256 = "c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0"
 
 [[packages]]
 name = "wsproto"
diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dot.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dot.toml
index 50ab79bc..ef96e8e8 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dot.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dot.toml
@@ -80,11 +80,11 @@ sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
 
 [[packages]]
 name = "wppm"
-version = "17.11.20260813"
+version = "17.12.20260816"
 
 [[packages.wheels]]
-name = "wppm-17.11.20260813-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/84/58/c60a6fa021b5682640f14798664549e1e36618e743db093ededa54cce829/wppm-17.11.20260813-py3-none-any.whl"
+name = "wppm-17.12.20260816-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/7a/b9/82f5e3fc98810e8349fb26b89cb36619f3f8f09f46796516b2c19cd62bf5/wppm-17.12.20260816-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5"
+sha256 = "c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0"
diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotf.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotf.toml
index 50ab79bc..ef96e8e8 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotf.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4dotf.toml
@@ -80,11 +80,11 @@ sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
 
 [[packages]]
 name = "wppm"
-version = "17.11.20260813"
+version = "17.12.20260816"
 
 [[packages.wheels]]
-name = "wppm-17.11.20260813-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/84/58/c60a6fa021b5682640f14798664549e1e36618e743db093ededa54cce829/wppm-17.11.20260813-py3-none-any.whl"
+name = "wppm-17.12.20260816-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/7a/b9/82f5e3fc98810e8349fb26b89cb36619f3f8f09f46796516b2c19cd62bf5/wppm-17.12.20260816-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5"
+sha256 = "c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0"
diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slim.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slim.toml
index aa5d8444..af4fa869 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slim.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slim.toml
@@ -3281,14 +3281,14 @@ sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
 
 [[packages]]
 name = "wppm"
-version = "17.11.20260813"
+version = "17.12.20260816"
 
 [[packages.wheels]]
-name = "wppm-17.11.20260813-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/84/58/c60a6fa021b5682640f14798664549e1e36618e743db093ededa54cce829/wppm-17.11.20260813-py3-none-any.whl"
+name = "wppm-17.12.20260816-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/7a/b9/82f5e3fc98810e8349fb26b89cb36619f3f8f09f46796516b2c19cd62bf5/wppm-17.12.20260816-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5"
+sha256 = "c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0"
 
 [[packages]]
 name = "wsproto"
diff --git a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimf.toml b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimf.toml
index 208d3e98..070ba013 100644
--- a/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimf.toml
+++ b/winpython/portable/cycle_2026_03/pylock.64-3_15_0_4slimf.toml
@@ -2907,14 +2907,14 @@ sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
 
 [[packages]]
 name = "wppm"
-version = "17.11.20260813"
+version = "17.12.20260816"
 
 [[packages.wheels]]
-name = "wppm-17.11.20260813-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/84/58/c60a6fa021b5682640f14798664549e1e36618e743db093ededa54cce829/wppm-17.11.20260813-py3-none-any.whl"
+name = "wppm-17.12.20260816-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/7a/b9/82f5e3fc98810e8349fb26b89cb36619f3f8f09f46796516b2c19cd62bf5/wppm-17.12.20260816-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5"
+sha256 = "c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0"
 
 [[packages]]
 name = "wsproto"
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_13_15_0dot.txt b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0dot.txt
index 62ca9e6b..8609db63 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_13_15_0dot.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0dot.txt
@@ -12,5 +12,5 @@ sqlite-bro==1.3.2 \
     --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
-wppm==17.11.20260813 \
-    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_13_15_0slim.txt b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0slim.txt
index ed83608f..e8ab35af 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_13_15_0slim.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_13_15_0slim.txt
@@ -24,8 +24,8 @@ annotated-doc==0.0.4 \
     --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320
 annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53
-anthropic==0.120.2 \
-    --hash=sha256:0f0bc2b381dc0eb41c8d886b815d79c2041cd2374f83aed36f574b6dc9c579c1
+anthropic==0.121.0 \
+    --hash=sha256:6048713fa441e59e1cba8363171cd2a86273b25bd213e9c7ac70a523af88b011
 anyio==4.14.2 \
     --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
 anywidget==0.11.0 \
@@ -244,8 +244,8 @@ gitpython==3.1.46 \
     --hash=sha256:79812ed143d9d25b6d176a10bb511de0f9c67b1fa641d82097b0ab90398a2058
 google-auth==2.56.3 \
     --hash=sha256:8ec438808f813ad034535000261eed1067475d229d05bbf4216e78c3f2362e53
-google-genai==2.17.0 \
-    --hash=sha256:a4835563c60aee646c9c4b261c507aa4a624710d25017012d20dc65abf3d9a54
+google-genai==2.18.0 \
+    --hash=sha256:4c5e60ccaed3ed35ac2ee81e87c5bebf7280cd49b81526d872a526e97ce25f46
 graphene==3.4.3 \
     --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
 graphql-core==3.2.11 \
@@ -416,22 +416,22 @@ keyring==25.7.0 \
     --hash=sha256:be4a0b195f149690c166e850609a477c532ddbfbaed96a404d4e43f8d5e2689f
 kiwisolver==1.5.0 \
     --hash=sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276
-langchain==1.3.13 \
-    --hash=sha256:20a8fe4b1dea7db74356f7d2b5455c4970099b9f7f53c2122ea97f115c907fbd
-langchain-core==1.4.9 \
-    --hash=sha256:28e3909e2a10cc81504952d795ac0a9e014c0018121ef89d48dd396fa09ec624
+langchain==1.3.15 \
+    --hash=sha256:c0d2d0d51ed7da249e8ab7487173872059a9dd46fb071d905957485b7334f987
+langchain-core==1.5.5 \
+    --hash=sha256:537037fd44ead7c1ffb9621011029ad2e347e051519d17f112d7bf7be12f4365
 langchain-protocol==0.0.18 \
     --hash=sha256:70b53a86fbf9cedc863555effe44da192ab02d556ddbf2cf95b8873adcf41b5a
-langgraph==1.2.9 \
-    --hash=sha256:c2d98ad94333937922ba04148641c1da2bfe45b5b8e55d7b6dcb0bb2df809e76
+langgraph==1.2.11 \
+    --hash=sha256:8bab70de7b2d00b5300fb289bcf38d8b241400f3184c1e95e8ce706fb0e8686b
 langgraph-checkpoint==4.1.1 \
     --hash=sha256:25d29144b082827218e7bc3f1e9b0566a4bb007895cd6cc26f66a8428739f56e
 langgraph-prebuilt==1.1.0 \
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 langgraph-sdk==0.4.2 \
     --hash=sha256:75fa5096c1177ce39c847096a8fe3745ffd480ddb412995f836e9f5f884c43dd
-langsmith==0.10.2 \
-    --hash=sha256:c2a3929055758ac1831582f0939fafc0973cc08432365bbad335c336338ec37c
+langsmith==0.11.0 \
+    --hash=sha256:e87a3929915936c066b3fa3283ec3f3f0013e2ef7f98a443a7fbe3fab8e784a3
 lazy-loader==0.5 \
     --hash=sha256:ab0ea149e9c554d4ffeeb21105ac60bed7f3b4fd69b1d2360a4add51b170b005
 librt==0.14.0 \
@@ -552,8 +552,8 @@ onnxruntime==1.28.0 \
     --hash=sha256:1a1a19175464665c9b8d50bc916f216cc0b569110045b7bbca8f9f290b186f58
 onnxruntime-genai==0.15.2 \
     --hash=sha256:a528761e81176dcf0988a9aab0637fc4ba5cb44fdb65a164e4398930a97e2ec8
-openai==3.0.0 \
-    --hash=sha256:8d32ac3a6647a66910d6cb8a64f0fa5a6c823604b6e82db83d9d055c6709bd51
+openai==3.1.0 \
+    --hash=sha256:f06d5a5c8d06a0aead3a67d33fe5a3c3c31540a0f7a8017b02ba8cd99bc5c736
 opencv-python==5.0.0.93 \
     --hash=sha256:f90ba04b8f73bc5c3814037699739f0156f597338a98f05956c684e7c3ca10d2
 openpyxl==3.1.5 \
@@ -1040,8 +1040,8 @@ widgetsnbextension==4.0.15 \
     --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366
 wordcloud==1.9.6 \
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-wppm==17.11.20260813 \
-    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
 wsproto==1.3.2 \
     --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
 xarray==2026.7.0 \
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dot.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dot.txt
index 62ca9e6b..8609db63 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dot.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dot.txt
@@ -12,5 +12,5 @@ sqlite-bro==1.3.2 \
     --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
-wppm==17.11.20260813 \
-    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotf.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotf.txt
index 62ca9e6b..8609db63 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotf.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0dotf.txt
@@ -12,5 +12,5 @@ sqlite-bro==1.3.2 \
     --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
-wppm==17.11.20260813 \
-    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slim.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slim.txt
index 32962a14..14764a63 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slim.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slim.txt
@@ -24,8 +24,8 @@ annotated-doc==0.0.4 \
     --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320
 annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53
-anthropic==0.120.2 \
-    --hash=sha256:0f0bc2b381dc0eb41c8d886b815d79c2041cd2374f83aed36f574b6dc9c579c1
+anthropic==0.121.0 \
+    --hash=sha256:6048713fa441e59e1cba8363171cd2a86273b25bd213e9c7ac70a523af88b011
 anyio==4.14.2 \
     --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
 anywidget==0.11.0 \
@@ -244,8 +244,8 @@ gitpython==3.1.46 \
     --hash=sha256:79812ed143d9d25b6d176a10bb511de0f9c67b1fa641d82097b0ab90398a2058
 google-auth==2.56.3 \
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-google-genai==2.17.0 \
-    --hash=sha256:a4835563c60aee646c9c4b261c507aa4a624710d25017012d20dc65abf3d9a54
+google-genai==2.18.0 \
+    --hash=sha256:4c5e60ccaed3ed35ac2ee81e87c5bebf7280cd49b81526d872a526e97ce25f46
 graphene==3.4.3 \
     --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
 graphql-core==3.2.11 \
@@ -416,22 +416,22 @@ keyring==25.7.0 \
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 kiwisolver==1.5.0 \
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-langchain==1.3.13 \
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-langchain-core==1.4.9 \
-    --hash=sha256:28e3909e2a10cc81504952d795ac0a9e014c0018121ef89d48dd396fa09ec624
+langchain==1.3.15 \
+    --hash=sha256:c0d2d0d51ed7da249e8ab7487173872059a9dd46fb071d905957485b7334f987
+langchain-core==1.5.5 \
+    --hash=sha256:537037fd44ead7c1ffb9621011029ad2e347e051519d17f112d7bf7be12f4365
 langchain-protocol==0.0.18 \
     --hash=sha256:70b53a86fbf9cedc863555effe44da192ab02d556ddbf2cf95b8873adcf41b5a
-langgraph==1.2.9 \
-    --hash=sha256:c2d98ad94333937922ba04148641c1da2bfe45b5b8e55d7b6dcb0bb2df809e76
+langgraph==1.2.11 \
+    --hash=sha256:8bab70de7b2d00b5300fb289bcf38d8b241400f3184c1e95e8ce706fb0e8686b
 langgraph-checkpoint==4.1.1 \
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 langgraph-prebuilt==1.1.0 \
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 langgraph-sdk==0.4.2 \
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-langsmith==0.10.2 \
-    --hash=sha256:c2a3929055758ac1831582f0939fafc0973cc08432365bbad335c336338ec37c
+langsmith==0.11.0 \
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 lazy-loader==0.5 \
     --hash=sha256:ab0ea149e9c554d4ffeeb21105ac60bed7f3b4fd69b1d2360a4add51b170b005
 librt==0.14.0 \
@@ -552,8 +552,8 @@ onnxruntime==1.28.0 \
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 onnxruntime-genai==0.15.2 \
     --hash=sha256:c00a906ce90e913150ee20c0148330edd985f18f67b93752fceb1f165ac26f02
-openai==3.0.0 \
-    --hash=sha256:8d32ac3a6647a66910d6cb8a64f0fa5a6c823604b6e82db83d9d055c6709bd51
+openai==3.1.0 \
+    --hash=sha256:f06d5a5c8d06a0aead3a67d33fe5a3c3c31540a0f7a8017b02ba8cd99bc5c736
 opencv-python==5.0.0.93 \
     --hash=sha256:f90ba04b8f73bc5c3814037699739f0156f597338a98f05956c684e7c3ca10d2
 openpyxl==3.1.5 \
@@ -1040,8 +1040,8 @@ widgetsnbextension==4.0.15 \
     --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366
 wordcloud==1.9.6 \
     --hash=sha256:8549f85a93626f5d03c06e63106ce228910008becd1e1f3b49693d13e33a5873
-wppm==17.11.20260813 \
-    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
 wsproto==1.3.2 \
     --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
 xarray==2026.7.0 \
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimf.txt b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimf.txt
index 77ebafdd..33136636 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimf.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_14_7_0slimf.txt
@@ -22,8 +22,8 @@ annotated-doc==0.0.4 \
     --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320
 annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53
-anthropic==0.120.2 \
-    --hash=sha256:0f0bc2b381dc0eb41c8d886b815d79c2041cd2374f83aed36f574b6dc9c579c1
+anthropic==0.121.0 \
+    --hash=sha256:6048713fa441e59e1cba8363171cd2a86273b25bd213e9c7ac70a523af88b011
 anyio==4.14.2 \
     --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
 anywidget==0.11.0 \
@@ -212,8 +212,8 @@ gitpython==3.1.46 \
     --hash=sha256:79812ed143d9d25b6d176a10bb511de0f9c67b1fa641d82097b0ab90398a2058
 google-auth==2.56.3 \
     --hash=sha256:8ec438808f813ad034535000261eed1067475d229d05bbf4216e78c3f2362e53
-google-genai==2.17.0 \
-    --hash=sha256:a4835563c60aee646c9c4b261c507aa4a624710d25017012d20dc65abf3d9a54
+google-genai==2.18.0 \
+    --hash=sha256:4c5e60ccaed3ed35ac2ee81e87c5bebf7280cd49b81526d872a526e97ce25f46
 graphene==3.4.3 \
     --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
 graphql-core==3.2.11 \
@@ -480,8 +480,8 @@ numpy==2.5.2 \
     --hash=sha256:44ef9675d908e65f9953063837c3277730f3f4437615a4cdab67b366cabaf884
 numpydoc==1.10.0 \
     --hash=sha256:3149da9874af890bcc2a82ef7aae5484e5aa81cb2778f08e3c307ba6d963721b
-openai==3.0.0 \
-    --hash=sha256:8d32ac3a6647a66910d6cb8a64f0fa5a6c823604b6e82db83d9d055c6709bd51
+openai==3.1.0 \
+    --hash=sha256:f06d5a5c8d06a0aead3a67d33fe5a3c3c31540a0f7a8017b02ba8cd99bc5c736
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2
 opentelemetry-api==1.39.1 \
@@ -922,8 +922,8 @@ widgetsnbextension==4.0.15 \
     --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366
 wordcloud==1.9.6 \
     --hash=sha256:22cf91490bcc0fa23585acbab1906a44a438fa7dd4d9a2b2663f39c8650634a6
-wppm==17.11.20260813 \
-    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
 wsproto==1.3.2 \
     --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
 xarray==2026.7.0 \
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dot.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dot.txt
index 62ca9e6b..8609db63 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dot.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dot.txt
@@ -12,5 +12,5 @@ sqlite-bro==1.3.2 \
     --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
-wppm==17.11.20260813 \
-    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotf.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotf.txt
index 62ca9e6b..8609db63 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotf.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4dotf.txt
@@ -12,5 +12,5 @@ sqlite-bro==1.3.2 \
     --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
-wppm==17.11.20260813 \
-    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slim.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slim.txt
index a3f769fc..9a01f86d 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slim.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slim.txt
@@ -594,8 +594,8 @@ whatthepatch==1.0.7 \
     --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
-wppm==17.11.20260813 \
-    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
 wsproto==1.3.2 \
     --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
 xlsxwriter==3.2.9 \
diff --git a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimf.txt b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimf.txt
index e5820b4d..c862499b 100644
--- a/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimf.txt
+++ b/winpython/portable/cycle_2026_03/requir.64-3_15_0_4slimf.txt
@@ -526,8 +526,8 @@ whatthepatch==1.0.7 \
     --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
-wppm==17.11.20260813 \
-    --hash=sha256:3e575f3c389b98398b54847a39ca9cf08bac1f89eaf29df69648fa03db1618a5
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
 wsproto==1.3.2 \
     --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
 xlsxwriter==3.2.9 \

From 4830e3147faf94708155c7352c30fca1e1c874bb Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 16 Aug 2026 16:13:27 +0200
Subject: [PATCH 058/100] it's no more b3...

---
 .github/workflows/github_workflows_build-2026_03.yml | 2 +-
 cycles/2026_03.toml                                  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/github_workflows_build-2026_03.yml b/.github/workflows/github_workflows_build-2026_03.yml
index 2f2ac725..2a687652 100644
--- a/.github/workflows/github_workflows_build-2026_03.yml
+++ b/.github/workflows/github_workflows_build-2026_03.yml
@@ -19,7 +19,7 @@ env:
   # === Global Configuration ===
   WINPYARCH: "64"
   my_cycle: "winpython/portable/cycle_2026_03"
-  my_release_level: "b3"
+  my_release_level: ""
   dotwheelhouse: "dotpython\\wheelhouse\\included.wheels"
   pandoc_source: "https://github.com/jgm/pandoc/releases/download/3.1.9/pandoc-3.1.9-windows-x86_64.zip"
   pandoc_sha256: "11eb6dbe5286c9e5edb0cca4412e7d99ec6578ec04158b0b7fe11f7fd96688e5"
diff --git a/cycles/2026_03.toml b/cycles/2026_03.toml
index 9c8079f6..13d0b3e6 100644
--- a/cycles/2026_03.toml
+++ b/cycles/2026_03.toml
@@ -4,7 +4,7 @@
 # is a new file rather than a copy of the workflow.
 
 cycle_dir     = "winpython/portable/cycle_2026_03"
-release_level = "b3"
+release_level = ""
 
 [pandoc]
 source = "https://github.com/jgm/pandoc/releases/download/3.1.9/pandoc-3.1.9-windows-x86_64.zip"

From 88f5fed2c7aee194c720fb706db508ae181bd1e1 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 22 Aug 2026 16:06:47 +0200
Subject: [PATCH 059/100] WinPython 2026-03

---
 changelogs/WinPythondot-64bit-3.13.15.0.md  |    6 +-
 changelogs/WinPythondot-64bit-3.14.7.0.md   |    6 +-
 changelogs/WinPythondot-64bit-3.15.0.4.md   |    6 +-
 changelogs/WinPythondotf-64bit-3.14.7.0.md  |    6 +-
 changelogs/WinPythondotf-64bit-3.15.0.4.md  |    6 +-
 changelogs/WinPythonslim-64bit-3.13.15.0.md |   92 +-
 changelogs/WinPythonslim-64bit-3.14.7.0.md  |   92 +-
 changelogs/WinPythonslim-64bit-3.15.0.4.md  |  332 ++
 changelogs/WinPythonslimf-64bit-3.14.7.0.md |   83 +-
 changelogs/WinPythonslimf-64bit-3.15.0.4.md |  298 +
 changelogs/md5_sha1.txt                     |   39 +
 changelogs/pylock.64-3_13_15_0dot.toml      |   90 +
 changelogs/pylock.64-3_13_15_0slim.toml     | 5854 +++++++++++++++++++
 changelogs/pylock.64-3_14_7_0dot.toml       |   90 +
 changelogs/pylock.64-3_14_7_0dotf.toml      |   90 +
 changelogs/pylock.64-3_14_7_0slim.toml      | 5854 +++++++++++++++++++
 changelogs/pylock.64-3_14_7_0slimf.toml     | 5194 ++++++++++++++++
 changelogs/pylock.64-3_15_0_4dot.toml       |   90 +
 changelogs/pylock.64-3_15_0_4dotf.toml      |   90 +
 changelogs/pylock.64-3_15_0_4slim.toml      | 3357 +++++++++++
 changelogs/pylock.64-3_15_0_4slimf.toml     | 2983 ++++++++++
 changelogs/requir.64-3_13_15_0dot.txt       |   16 +
 changelogs/requir.64-3_13_15_0slim.txt      | 1064 ++++
 changelogs/requir.64-3_14_7_0dot.txt        |   16 +
 changelogs/requir.64-3_14_7_0dotf.txt       |   16 +
 changelogs/requir.64-3_14_7_0slim.txt       | 1064 ++++
 changelogs/requir.64-3_14_7_0slimf.txt      |  944 +++
 changelogs/requir.64-3_15_0_4dot.txt        |   16 +
 changelogs/requir.64-3_15_0_4dotf.txt       |   16 +
 changelogs/requir.64-3_15_0_4slim.txt       |  610 ++
 changelogs/requir.64-3_15_0_4slimf.txt      |  542 ++
 31 files changed, 28822 insertions(+), 140 deletions(-)
 create mode 100644 changelogs/WinPythonslim-64bit-3.15.0.4.md
 create mode 100644 changelogs/WinPythonslimf-64bit-3.15.0.4.md
 create mode 100644 changelogs/pylock.64-3_13_15_0dot.toml
 create mode 100644 changelogs/pylock.64-3_13_15_0slim.toml
 create mode 100644 changelogs/pylock.64-3_14_7_0dot.toml
 create mode 100644 changelogs/pylock.64-3_14_7_0dotf.toml
 create mode 100644 changelogs/pylock.64-3_14_7_0slim.toml
 create mode 100644 changelogs/pylock.64-3_14_7_0slimf.toml
 create mode 100644 changelogs/pylock.64-3_15_0_4dot.toml
 create mode 100644 changelogs/pylock.64-3_15_0_4dotf.toml
 create mode 100644 changelogs/pylock.64-3_15_0_4slim.toml
 create mode 100644 changelogs/pylock.64-3_15_0_4slimf.toml
 create mode 100644 changelogs/requir.64-3_13_15_0dot.txt
 create mode 100644 changelogs/requir.64-3_13_15_0slim.txt
 create mode 100644 changelogs/requir.64-3_14_7_0dot.txt
 create mode 100644 changelogs/requir.64-3_14_7_0dotf.txt
 create mode 100644 changelogs/requir.64-3_14_7_0slim.txt
 create mode 100644 changelogs/requir.64-3_14_7_0slimf.txt
 create mode 100644 changelogs/requir.64-3_15_0_4dot.txt
 create mode 100644 changelogs/requir.64-3_15_0_4dotf.txt
 create mode 100644 changelogs/requir.64-3_15_0_4slim.txt
 create mode 100644 changelogs/requir.64-3_15_0_4slimf.txt

diff --git a/changelogs/WinPythondot-64bit-3.13.15.0.md b/changelogs/WinPythondot-64bit-3.13.15.0.md
index 8196b753..6e859208 100644
--- a/changelogs/WinPythondot-64bit-3.13.15.0.md
+++ b/changelogs/WinPythondot-64bit-3.13.15.0.md
@@ -1,6 +1,6 @@
 ## WinPython 3.13.15.0dot
 
-The following packages are included in WinPython-64bit v3.13.15.0dot b3.
+The following packages are included in WinPython-64bit v3.13.15.0dot .
 
 
 ### Tools
@@ -14,7 +14,7 @@ Name | Version | Description
 
 Name | Version | Description
 -----|---------|------------
-[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
 [colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
 [packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
 [pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
@@ -22,7 +22,7 @@ Name | Version | Description
 [setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
 [sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
 [wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
-[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
 
 
 ### WheelHouse packages
diff --git a/changelogs/WinPythondot-64bit-3.14.7.0.md b/changelogs/WinPythondot-64bit-3.14.7.0.md
index aa499bc9..47ef2ac5 100644
--- a/changelogs/WinPythondot-64bit-3.14.7.0.md
+++ b/changelogs/WinPythondot-64bit-3.14.7.0.md
@@ -1,6 +1,6 @@
 ## WinPython 3.14.7.0dot
 
-The following packages are included in WinPython-64bit v3.14.7.0dot b3.
+The following packages are included in WinPython-64bit v3.14.7.0dot .
 
 
 ### Tools
@@ -14,7 +14,7 @@ Name | Version | Description
 
 Name | Version | Description
 -----|---------|------------
-[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
 [colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
 [packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
 [pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
@@ -22,7 +22,7 @@ Name | Version | Description
 [setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
 [sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
 [wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
-[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
 
 
 ### WheelHouse packages
diff --git a/changelogs/WinPythondot-64bit-3.15.0.4.md b/changelogs/WinPythondot-64bit-3.15.0.4.md
index 408ee7c5..97e293c4 100644
--- a/changelogs/WinPythondot-64bit-3.15.0.4.md
+++ b/changelogs/WinPythondot-64bit-3.15.0.4.md
@@ -1,6 +1,6 @@
 ## WinPython 3.15.0.4dot
 
-The following packages are included in WinPython-64bit v3.15.0.4dot b3.
+The following packages are included in WinPython-64bit v3.15.0.4dot .
 
 
 ### Tools
@@ -14,7 +14,7 @@ Name | Version | Description
 
 Name | Version | Description
 -----|---------|------------
-[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
 [colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
 [packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
 [pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
@@ -22,7 +22,7 @@ Name | Version | Description
 [setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
 [sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
 [wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
-[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
 
 
 ### WheelHouse packages
diff --git a/changelogs/WinPythondotf-64bit-3.14.7.0.md b/changelogs/WinPythondotf-64bit-3.14.7.0.md
index cd4028e6..2b5a8474 100644
--- a/changelogs/WinPythondotf-64bit-3.14.7.0.md
+++ b/changelogs/WinPythondotf-64bit-3.14.7.0.md
@@ -1,6 +1,6 @@
 ## WinPython 3.14.7.0dotf
 
-The following packages are included in WinPython-64bit v3.14.7.0dotf b3.
+The following packages are included in WinPython-64bit v3.14.7.0dotf .
 
 
 ### Tools
@@ -14,7 +14,7 @@ Name | Version | Description
 
 Name | Version | Description
 -----|---------|------------
-[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
 [colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
 [packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
 [pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
@@ -22,7 +22,7 @@ Name | Version | Description
 [setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
 [sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
 [wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
-[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
 
 
 ### WheelHouse packages
diff --git a/changelogs/WinPythondotf-64bit-3.15.0.4.md b/changelogs/WinPythondotf-64bit-3.15.0.4.md
index 8e57b90a..fad735fd 100644
--- a/changelogs/WinPythondotf-64bit-3.15.0.4.md
+++ b/changelogs/WinPythondotf-64bit-3.15.0.4.md
@@ -1,6 +1,6 @@
 ## WinPython 3.15.0.4dotf
 
-The following packages are included in WinPython-64bit v3.15.0.4dotf b3.
+The following packages are included in WinPython-64bit v3.15.0.4dotf .
 
 
 ### Tools
@@ -14,7 +14,7 @@ Name | Version | Description
 
 Name | Version | Description
 -----|---------|------------
-[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
 [colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
 [packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
 [pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
@@ -22,7 +22,7 @@ Name | Version | Description
 [setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
 [sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
 [wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
-[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
 
 
 ### WheelHouse packages
diff --git a/changelogs/WinPythonslim-64bit-3.13.15.0.md b/changelogs/WinPythonslim-64bit-3.13.15.0.md
index 94060723..5aa78b5f 100644
--- a/changelogs/WinPythonslim-64bit-3.13.15.0.md
+++ b/changelogs/WinPythonslim-64bit-3.13.15.0.md
@@ -1,6 +1,6 @@
 ## WinPython 3.13.15.0slim
 
-The following packages are included in WinPython-64bit v3.13.15.0slim b3.
+The following packages are included in WinPython-64bit v3.13.15.0slim .
 
 
 ### Tools
@@ -17,6 +17,7 @@ Name | Version | Description
 -----|---------|------------
 [absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
 [adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.11.0 | A generic entrypoint for ADBC drivers.
+[aiofile](https://pypi.org/project/aiofile) | 3.9.0 | Asynchronous file operations.
 [aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
 [aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.6.1 | Happy Eyeballs for asyncio
 [aiohttp](https://pypi.org/project/aiohttp) | 3.14.1 | Async http client/server framework (asyncio)
@@ -27,7 +28,7 @@ Name | Version | Description
 [altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
 [annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.4 | Document parameters, class attributes, return types, and variables inline, with Annotated.
 [annotated-types](https://pypi.org/project/annotated-types) | 0.7.0 | Reusable constraint types to use with typing.Annotated
-[anthropic](https://pypi.org/project/anthropic) | 0.120.2 | The official Python library for the anthropic API
+[anthropic](https://pypi.org/project/anthropic) | 0.121.0 | The official Python library for the anthropic API
 [anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
 [anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
 [appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
@@ -41,11 +42,12 @@ Name | Version | Description
 [asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
 [ast-serialize](https://pypi.org/project/ast-serialize) | 0.7.0 | Python bindings for mypy AST serialization
 [asteval](https://pypi.org/project/asteval) | 1.0.6 | Safe, minimalistic evaluator of python expression using ast module
-[astroid](https://pypi.org/project/astroid) | 4.0.2 | An abstract syntax tree for Python with inference support.
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
 [asttokens](https://pypi.org/project/asttokens) | 3.0.1 | Annotate AST trees with source code positions
 [async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
 [asyncssh](https://pypi.org/project/asyncssh) | 2.23.1 | AsyncSSH: Asynchronous SSHv2 client and server library
 [attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
 [autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
 [azure-core](https://pypi.org/project/azure-core) | 1.39.0 | Microsoft Azure Core Library for Python
 [azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
@@ -53,6 +55,7 @@ Name | Version | Description
 [babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
 [baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
 [bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
 [beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.14.3 | Screen-scraping library
 [binaryornot](https://pypi.org/project/binaryornot) | 0.4.4 | Ultra-lightweight pure Python package to check if a file is binary or text.
 [black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
@@ -61,10 +64,12 @@ Name | Version | Description
 [bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
 [branca](https://pypi.org/project/branca) | 0.8.1 | Generate complex HTML+JS pages with Python
 [brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
-[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.0.5 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.9.25 | Asynchronous file IO for Linux MacOS or Windows.
 [cattrs](https://pypi.org/project/cattrs) | 25.3.0 | Composable complex class support for attrs and dataclasses.
 [certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
-[cffi](https://pypi.org/project/cffi) | 2.0.0 | Foreign Function Interface for Python calling C code.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
 [chardet](https://pypi.org/project/chardet) | 7.4.3 | Universal character encoding detector
 [charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
 [clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
@@ -82,12 +87,12 @@ Name | Version | Description
 [cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
 [cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
 [cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
-[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cython](https://pypi.org/project/cython) | 3.3.0a1 | The Cython compiler for writing C extensions in the Python language.
 [cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
 [dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
 [datasette](https://pypi.org/project/datasette) | 0.65.3 | An open source multi-tool for exploring and publishing data
 [datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
-[datashader](https://pypi.org/project/datashader) | 0.19.0 | Data visualization toolchain based on aggregating into a grid
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
 [deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
 [debugpy](https://pypi.org/project/debugpy) | 1.8.20 | An implementation of the Debug Adapter Protocol for Python
 [decorator](https://pypi.org/project/decorator) | 5.2.1 | Decorators for Humans
@@ -95,19 +100,23 @@ Name | Version | Description
 [diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
 [dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
 [distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
 [docstring-parser](https://pypi.org/project/docstring-parser) | 0.17.0 | Parse Python docstrings in reST, Google and Numpydoc format
 [docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
 [docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
 [duckdb](https://pypi.org/project/duckdb) | 1.5.5 | DuckDB in-process database
+[email-validator](https://pypi.org/project/email-validator) | 2.2.0 | A robust email address syntax and deliverability validation library.
 [entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
 [et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
 [eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
 [executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
 [faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
 [fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
-[fastapi](https://pypi.org/project/fastapi) | 0.136.3 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
 [fastavro](https://pypi.org/project/fastavro) | 1.12.1 | Fast read/write of AVRO files
 [fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
 [filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
 [flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
 [flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
@@ -128,30 +137,32 @@ Name | Version | Description
 [geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
 [gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
 [gitpython](https://pypi.org/project/gitpython) | 3.1.46 | GitPython is a Python library used to interact with Git repositories
-[google-auth](https://pypi.org/project/google-auth) | 2.48.0 | Google Authentication Library
-[google-genai](https://pypi.org/project/google-genai) | 1.66.0 | GenAI Python SDK
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
 [graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
-[graphql-core](https://pypi.org/project/graphql-core) | 3.2.6 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
 [graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
 [greenlet](https://pypi.org/project/greenlet) | 3.4.0 | Lightweight in-process concurrent programming
-[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
 [groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
 [guidata](https://pypi.org/project/guidata) | 3.14.4 | Automatic GUI generation for easy dataset editing and display
 [h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
 [h2](https://pypi.org/project/h2) | 4.3.0 | Pure-Python HTTP/2 protocol implementation
 [h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
-[hatchling](https://pypi.org/project/hatchling) | 1.30.1 | Modern, extensible Python build backend
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
 [hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
 [highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
 [holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
 [hpack](https://pypi.org/project/hpack) | 4.1.0 | Pure-Python HPACK header encoding
 [html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
 [httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.10.0 | A minimal low-level HTTP client.
 [httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
-[httptools](https://pypi.org/project/httptools) | 0.7.1 | A collection of framework independent HTTP protocol utils.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
 [httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
 [httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
-[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.26.1 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[httpx2](https://pypi.org/project/httpx2) | 2.10.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
 [hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
 [hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
 [hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
@@ -176,7 +187,7 @@ Name | Version | Description
 [ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
 [ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
 [isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
-[isort](https://pypi.org/project/isort) | 7.0.0 | A Python utility / library to sort Python imports.
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
 [itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
 [janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
 [jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
@@ -187,6 +198,7 @@ Name | Version | Description
 [jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
 [jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
 [joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.6.5 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
 [json5](https://pypi.org/project/json5) | 0.14.0 | A Python implementation of the JSON5 data format.
 [jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
 [jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
@@ -205,25 +217,25 @@ Name | Version | Description
 [jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.0 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
 [jupyter-server](https://pypi.org/project/jupyter-server) | 2.20.0 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
 [jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
-[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.1 | JupyterLab computational environment
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.2 | JupyterLab computational environment
 [jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
 [jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
 [jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
 [keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
 [keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
 [kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
-[langchain](https://pypi.org/project/langchain) | 1.3.13 | Building applications with LLMs through composability
-[langchain-core](https://pypi.org/project/langchain-core) | 1.4.9 | Building applications with LLMs through composability
+[langchain](https://pypi.org/project/langchain) | 1.3.15 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.5.5 | Building applications with LLMs through composability
 [langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
-[langgraph](https://pypi.org/project/langgraph) | 1.2.9 | Building stateful, multi-actor applications with LLMs
+[langgraph](https://pypi.org/project/langgraph) | 1.2.11 | Building stateful, multi-actor applications with LLMs
 [langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.1.1 | Library with base interfaces for LangGraph checkpoint savers.
 [langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
 [langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.2 | SDK for interacting with LangGraph API
-[langsmith](https://pypi.org/project/langsmith) | 0.10.2 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[langsmith](https://pypi.org/project/langsmith) | 0.11.0 | Client library to connect to the LangSmith Observability and Evaluation Platform.
 [lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
 [librt](https://pypi.org/project/librt) | 0.14.0 | Mypyc runtime library
 [linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
-[llvmlite](https://pypi.org/project/llvmlite) | 0.48.0 | lightweight wrapper around basic LLVM functionality
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
 [lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
 [locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
 [logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
@@ -234,13 +246,13 @@ Name | Version | Description
 [markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
 [markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.0.0 | Python port of markdown-it. Markdown parsing, done right!
 [markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
-[markitdown](https://pypi.org/project/markitdown) | 0.1.5 | Utility tool for converting various files to Markdown
+[markitdown](https://pypi.org/project/markitdown) | 0.1.6 | Utility tool for converting various files to Markdown
 [markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
 [matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
 [matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
 [maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
 [mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
-[mcp](https://pypi.org/project/mcp) | 1.27.1 | Model Context Protocol SDK
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
 [mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.5.0 | Collection of plugins for markdown-it-py
 [mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
 [mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
@@ -273,14 +285,14 @@ Name | Version | Description
 [networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
 [nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
 [nltk](https://pypi.org/project/nltk) | 3.9.4 | Natural Language Toolkit
-[notebook](https://pypi.org/project/notebook) | 7.6.0 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook](https://pypi.org/project/notebook) | 7.6.1 | Jupyter Notebook - A web-based notebook environment for interactive computing
 [notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
-[numba](https://pypi.org/project/numba) | 0.66.0 | compiling Python code using LLVM
-[numpy](https://pypi.org/project/numpy) | 2.4.6 | Fundamental package for array computing in Python
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
 [numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
 [onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
 [onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
-[openai](https://pypi.org/project/openai) | 2.52.0 | The official Python library for the openai API
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
 [opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
 [openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
 [opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.39.1 | OpenTelemetry Python API
@@ -289,7 +301,7 @@ Name | Version | Description
 [optuna](https://pypi.org/project/optuna) | 4.7.0 | A hyperparameter optimization framework
 [orjson](https://pypi.org/project/orjson) | 3.11.8 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
 [ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
-[osqp](https://pypi.org/project/osqp) | 1.1.1 | OSQP: The Operator Splitting QP Solver
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
 [outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
 [packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
 [pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
@@ -309,7 +321,7 @@ Name | Version | Description
 [pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
 [pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
 [pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
-[platformdirs](https://pypi.org/project/platformdirs) | 4.9.6 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.10.0 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
 [plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
 [plotnine](https://pypi.org/project/plotnine) | 0.15.7 | A Grammar of Graphics for Python
 [plotpy](https://pypi.org/project/plotpy) | 2.10.0 | Curve and image plotting tools for Python/Qt applications
@@ -329,6 +341,7 @@ Name | Version | Description
 [ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
 [ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
 [pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.4 | Async Key-Value Store - A pluggable interface for KV Stores
 [pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
 [pyasn1](https://pypi.org/project/pyasn1) | 0.6.3 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
 [pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
@@ -337,20 +350,19 @@ Name | Version | Description
 [pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
 [pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
 [pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
-[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.12.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
 [pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
-[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.12.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
-[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.12.0 | Graph and state machine library
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
 [pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.14.1 | Settings management using Pydantic
 [pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
 [pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
 [pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
-[pydub](https://pypi.org/project/pydub) | 0.25.1 | Manipulate audio with an simple and easy high level interface
 [pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
 [pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
 [pygments](https://pypi.org/project/pygments) | 2.19.2 | Pygments is a syntax highlighting package written in Python.
 [pyjwt](https://pypi.org/project/pyjwt) | 2.10.1 | JSON Web Token implementation in Python
-[pylint](https://pypi.org/project/pylint) | 4.0.5 | python code static checker
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
 [pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
 [pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
 [pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
@@ -421,7 +433,6 @@ Name | Version | Description
 [roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
 [rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
 [rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
-[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
 [rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
 [ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
 [rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
@@ -489,14 +500,15 @@ Name | Version | Description
 [tokenizers](https://pypi.org/project/tokenizers) | 0.22.2 | 
 [toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
 [tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
-[tomlkit](https://pypi.org/project/tomlkit) | 0.14.0 | Style preserving TOML library
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.0 | Style preserving TOML library
 [toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
 [tornado](https://pypi.org/project/tornado) | 6.5.7 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
 [tqdm](https://pypi.org/project/tqdm) | 4.67.3 | Fast, Extensible Progress Meter
 [traitlets](https://pypi.org/project/traitlets) | 5.14.3 | Traitlets Python configuration system
 [traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
-[trio](https://pypi.org/project/trio) | 0.33.0 | A friendly Python library for async concurrency and I/O
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
 [trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.1.14.14 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
 [twine](https://pypi.org/project/twine) | 6.2.0 | Collection of utilities for publishing packages on PyPI
 [typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
 [types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
@@ -525,14 +537,14 @@ Name | Version | Description
 [wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
 [widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
 [wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
-[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
 [wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
 [xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
 [xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
 [xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
 [xyzservices](https://pypi.org/project/xyzservices) | 2025.11.0 | Source of XYZ tiles providers
 [yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
-[yarl](https://pypi.org/project/yarl) | 1.24.2 | Yet another URL library
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
 [yt-dlp](https://pypi.org/project/yt-dlp) | 2026.3.17 | A feature-rich command-line audio/video downloader
 [zipp](https://pypi.org/project/zipp) | 3.23.0 | Backport of pathlib-compatible object wrapper for zip files
 [zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
diff --git a/changelogs/WinPythonslim-64bit-3.14.7.0.md b/changelogs/WinPythonslim-64bit-3.14.7.0.md
index 4dd439de..02a63da7 100644
--- a/changelogs/WinPythonslim-64bit-3.14.7.0.md
+++ b/changelogs/WinPythonslim-64bit-3.14.7.0.md
@@ -1,6 +1,6 @@
 ## WinPython 3.14.7.0slim
 
-The following packages are included in WinPython-64bit v3.14.7.0slim b3.
+The following packages are included in WinPython-64bit v3.14.7.0slim .
 
 
 ### Tools
@@ -17,6 +17,7 @@ Name | Version | Description
 -----|---------|------------
 [absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
 [adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.11.0 | A generic entrypoint for ADBC drivers.
+[aiofile](https://pypi.org/project/aiofile) | 3.9.0 | Asynchronous file operations.
 [aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
 [aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.6.1 | Happy Eyeballs for asyncio
 [aiohttp](https://pypi.org/project/aiohttp) | 3.14.1 | Async http client/server framework (asyncio)
@@ -27,7 +28,7 @@ Name | Version | Description
 [altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
 [annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.4 | Document parameters, class attributes, return types, and variables inline, with Annotated.
 [annotated-types](https://pypi.org/project/annotated-types) | 0.7.0 | Reusable constraint types to use with typing.Annotated
-[anthropic](https://pypi.org/project/anthropic) | 0.120.2 | The official Python library for the anthropic API
+[anthropic](https://pypi.org/project/anthropic) | 0.121.0 | The official Python library for the anthropic API
 [anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
 [anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
 [appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
@@ -41,11 +42,12 @@ Name | Version | Description
 [asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
 [ast-serialize](https://pypi.org/project/ast-serialize) | 0.7.0 | Python bindings for mypy AST serialization
 [asteval](https://pypi.org/project/asteval) | 1.0.6 | Safe, minimalistic evaluator of python expression using ast module
-[astroid](https://pypi.org/project/astroid) | 4.0.2 | An abstract syntax tree for Python with inference support.
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
 [asttokens](https://pypi.org/project/asttokens) | 3.0.1 | Annotate AST trees with source code positions
 [async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
 [asyncssh](https://pypi.org/project/asyncssh) | 2.23.1 | AsyncSSH: Asynchronous SSHv2 client and server library
 [attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
 [autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
 [azure-core](https://pypi.org/project/azure-core) | 1.39.0 | Microsoft Azure Core Library for Python
 [azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
@@ -53,6 +55,7 @@ Name | Version | Description
 [babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
 [baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
 [bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
 [beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.14.3 | Screen-scraping library
 [binaryornot](https://pypi.org/project/binaryornot) | 0.4.4 | Ultra-lightweight pure Python package to check if a file is binary or text.
 [black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
@@ -61,10 +64,12 @@ Name | Version | Description
 [bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
 [branca](https://pypi.org/project/branca) | 0.8.1 | Generate complex HTML+JS pages with Python
 [brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
-[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.0.5 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.9.25 | Asynchronous file IO for Linux MacOS or Windows.
 [cattrs](https://pypi.org/project/cattrs) | 25.3.0 | Composable complex class support for attrs and dataclasses.
 [certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
-[cffi](https://pypi.org/project/cffi) | 2.0.0 | Foreign Function Interface for Python calling C code.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
 [chardet](https://pypi.org/project/chardet) | 7.4.3 | Universal character encoding detector
 [charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
 [clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
@@ -82,12 +87,12 @@ Name | Version | Description
 [cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
 [cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
 [cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
-[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cython](https://pypi.org/project/cython) | 3.3.0a1 | The Cython compiler for writing C extensions in the Python language.
 [cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
 [dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
 [datasette](https://pypi.org/project/datasette) | 0.65.3 | An open source multi-tool for exploring and publishing data
 [datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
-[datashader](https://pypi.org/project/datashader) | 0.19.0 | Data visualization toolchain based on aggregating into a grid
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
 [deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
 [debugpy](https://pypi.org/project/debugpy) | 1.8.20 | An implementation of the Debug Adapter Protocol for Python
 [decorator](https://pypi.org/project/decorator) | 5.2.1 | Decorators for Humans
@@ -95,19 +100,23 @@ Name | Version | Description
 [diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
 [dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
 [distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
 [docstring-parser](https://pypi.org/project/docstring-parser) | 0.17.0 | Parse Python docstrings in reST, Google and Numpydoc format
 [docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
 [docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
 [duckdb](https://pypi.org/project/duckdb) | 1.5.5 | DuckDB in-process database
+[email-validator](https://pypi.org/project/email-validator) | 2.2.0 | A robust email address syntax and deliverability validation library.
 [entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
 [et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
 [eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
 [executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
 [faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
 [fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
-[fastapi](https://pypi.org/project/fastapi) | 0.136.3 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
 [fastavro](https://pypi.org/project/fastavro) | 1.12.1 | Fast read/write of AVRO files
 [fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
 [filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
 [flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
 [flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
@@ -128,30 +137,32 @@ Name | Version | Description
 [geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
 [gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
 [gitpython](https://pypi.org/project/gitpython) | 3.1.46 | GitPython is a Python library used to interact with Git repositories
-[google-auth](https://pypi.org/project/google-auth) | 2.48.0 | Google Authentication Library
-[google-genai](https://pypi.org/project/google-genai) | 1.66.0 | GenAI Python SDK
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
 [graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
-[graphql-core](https://pypi.org/project/graphql-core) | 3.2.6 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
 [graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
 [greenlet](https://pypi.org/project/greenlet) | 3.4.0 | Lightweight in-process concurrent programming
-[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
 [groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
 [guidata](https://pypi.org/project/guidata) | 3.14.4 | Automatic GUI generation for easy dataset editing and display
 [h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
 [h2](https://pypi.org/project/h2) | 4.3.0 | Pure-Python HTTP/2 protocol implementation
 [h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
-[hatchling](https://pypi.org/project/hatchling) | 1.30.1 | Modern, extensible Python build backend
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
 [hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
 [highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
 [holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
 [hpack](https://pypi.org/project/hpack) | 4.1.0 | Pure-Python HPACK header encoding
 [html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
 [httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.10.0 | A minimal low-level HTTP client.
 [httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
-[httptools](https://pypi.org/project/httptools) | 0.7.1 | A collection of framework independent HTTP protocol utils.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
 [httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
 [httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
-[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.26.1 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[httpx2](https://pypi.org/project/httpx2) | 2.10.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
 [hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
 [hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
 [hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
@@ -176,7 +187,7 @@ Name | Version | Description
 [ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
 [ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
 [isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
-[isort](https://pypi.org/project/isort) | 7.0.0 | A Python utility / library to sort Python imports.
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
 [itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
 [janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
 [jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
@@ -187,6 +198,7 @@ Name | Version | Description
 [jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
 [jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
 [joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.6.5 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
 [json5](https://pypi.org/project/json5) | 0.14.0 | A Python implementation of the JSON5 data format.
 [jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
 [jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
@@ -205,25 +217,25 @@ Name | Version | Description
 [jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.0 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
 [jupyter-server](https://pypi.org/project/jupyter-server) | 2.20.0 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
 [jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
-[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.1 | JupyterLab computational environment
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.2 | JupyterLab computational environment
 [jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
 [jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
 [jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
 [keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
 [keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
 [kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
-[langchain](https://pypi.org/project/langchain) | 1.3.13 | Building applications with LLMs through composability
-[langchain-core](https://pypi.org/project/langchain-core) | 1.4.9 | Building applications with LLMs through composability
+[langchain](https://pypi.org/project/langchain) | 1.3.15 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.5.5 | Building applications with LLMs through composability
 [langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
-[langgraph](https://pypi.org/project/langgraph) | 1.2.9 | Building stateful, multi-actor applications with LLMs
+[langgraph](https://pypi.org/project/langgraph) | 1.2.11 | Building stateful, multi-actor applications with LLMs
 [langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.1.1 | Library with base interfaces for LangGraph checkpoint savers.
 [langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
 [langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.2 | SDK for interacting with LangGraph API
-[langsmith](https://pypi.org/project/langsmith) | 0.10.2 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[langsmith](https://pypi.org/project/langsmith) | 0.11.0 | Client library to connect to the LangSmith Observability and Evaluation Platform.
 [lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
 [librt](https://pypi.org/project/librt) | 0.14.0 | Mypyc runtime library
 [linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
-[llvmlite](https://pypi.org/project/llvmlite) | 0.48.0 | lightweight wrapper around basic LLVM functionality
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
 [lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
 [locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
 [logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
@@ -234,13 +246,13 @@ Name | Version | Description
 [markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
 [markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.0.0 | Python port of markdown-it. Markdown parsing, done right!
 [markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
-[markitdown](https://pypi.org/project/markitdown) | 0.1.5 | Utility tool for converting various files to Markdown
+[markitdown](https://pypi.org/project/markitdown) | 0.1.6 | Utility tool for converting various files to Markdown
 [markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
 [matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
 [matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
 [maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
 [mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
-[mcp](https://pypi.org/project/mcp) | 1.27.1 | Model Context Protocol SDK
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
 [mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.5.0 | Collection of plugins for markdown-it-py
 [mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
 [mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
@@ -273,14 +285,14 @@ Name | Version | Description
 [networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
 [nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
 [nltk](https://pypi.org/project/nltk) | 3.9.4 | Natural Language Toolkit
-[notebook](https://pypi.org/project/notebook) | 7.6.0 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook](https://pypi.org/project/notebook) | 7.6.1 | Jupyter Notebook - A web-based notebook environment for interactive computing
 [notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
-[numba](https://pypi.org/project/numba) | 0.66.0 | compiling Python code using LLVM
-[numpy](https://pypi.org/project/numpy) | 2.4.6 | Fundamental package for array computing in Python
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
 [numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
 [onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
 [onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
-[openai](https://pypi.org/project/openai) | 2.52.0 | The official Python library for the openai API
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
 [opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
 [openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
 [opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.39.1 | OpenTelemetry Python API
@@ -289,7 +301,7 @@ Name | Version | Description
 [optuna](https://pypi.org/project/optuna) | 4.7.0 | A hyperparameter optimization framework
 [orjson](https://pypi.org/project/orjson) | 3.11.8 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
 [ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
-[osqp](https://pypi.org/project/osqp) | 1.1.1 | OSQP: The Operator Splitting QP Solver
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
 [outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
 [packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
 [pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
@@ -309,7 +321,7 @@ Name | Version | Description
 [pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
 [pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
 [pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
-[platformdirs](https://pypi.org/project/platformdirs) | 4.9.6 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.10.0 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
 [plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
 [plotnine](https://pypi.org/project/plotnine) | 0.15.7 | A Grammar of Graphics for Python
 [plotpy](https://pypi.org/project/plotpy) | 2.10.0 | Curve and image plotting tools for Python/Qt applications
@@ -329,6 +341,7 @@ Name | Version | Description
 [ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
 [ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
 [pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.4 | Async Key-Value Store - A pluggable interface for KV Stores
 [pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
 [pyasn1](https://pypi.org/project/pyasn1) | 0.6.3 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
 [pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
@@ -337,20 +350,19 @@ Name | Version | Description
 [pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
 [pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
 [pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
-[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.12.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
 [pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
-[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.12.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
-[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.12.0 | Graph and state machine library
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
 [pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.14.1 | Settings management using Pydantic
 [pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
 [pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
 [pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
-[pydub](https://pypi.org/project/pydub) | 0.25.1 | Manipulate audio with an simple and easy high level interface
 [pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
 [pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
 [pygments](https://pypi.org/project/pygments) | 2.19.2 | Pygments is a syntax highlighting package written in Python.
 [pyjwt](https://pypi.org/project/pyjwt) | 2.10.1 | JSON Web Token implementation in Python
-[pylint](https://pypi.org/project/pylint) | 4.0.5 | python code static checker
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
 [pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
 [pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
 [pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
@@ -421,7 +433,6 @@ Name | Version | Description
 [roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
 [rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
 [rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
-[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
 [rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
 [ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
 [rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
@@ -489,14 +500,15 @@ Name | Version | Description
 [tokenizers](https://pypi.org/project/tokenizers) | 0.22.2 | 
 [toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
 [tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
-[tomlkit](https://pypi.org/project/tomlkit) | 0.14.0 | Style preserving TOML library
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.0 | Style preserving TOML library
 [toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
 [tornado](https://pypi.org/project/tornado) | 6.5.7 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
 [tqdm](https://pypi.org/project/tqdm) | 4.67.3 | Fast, Extensible Progress Meter
 [traitlets](https://pypi.org/project/traitlets) | 5.14.3 | Traitlets Python configuration system
 [traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
-[trio](https://pypi.org/project/trio) | 0.33.0 | A friendly Python library for async concurrency and I/O
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
 [trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.1.14.14 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
 [twine](https://pypi.org/project/twine) | 6.2.0 | Collection of utilities for publishing packages on PyPI
 [typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
 [types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
@@ -525,14 +537,14 @@ Name | Version | Description
 [wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
 [widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
 [wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
-[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
 [wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
 [xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
 [xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
 [xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
 [xyzservices](https://pypi.org/project/xyzservices) | 2025.11.0 | Source of XYZ tiles providers
 [yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
-[yarl](https://pypi.org/project/yarl) | 1.24.2 | Yet another URL library
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
 [yt-dlp](https://pypi.org/project/yt-dlp) | 2026.3.17 | A feature-rich command-line audio/video downloader
 [zipp](https://pypi.org/project/zipp) | 3.23.0 | Backport of pathlib-compatible object wrapper for zip files
 [zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
diff --git a/changelogs/WinPythonslim-64bit-3.15.0.4.md b/changelogs/WinPythonslim-64bit-3.15.0.4.md
new file mode 100644
index 00000000..0b8c38a2
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.15.0.4.md
@@ -0,0 +1,332 @@
+## WinPython 3.15.0.4slim
+
+The following packages are included in WinPython-64bit v3.15.0.4slim .
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.15.0rc1 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.6.1 | Happy Eyeballs for asyncio
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.4 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.7.0 | Reusable constraint types to use with typing.Annotated
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.6.3 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.11.0 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.6 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.1 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.23.1 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[azure-core](https://pypi.org/project/azure-core) | 1.39.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.14.3 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.4.4 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.3.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cattrs](https://pypi.org/project/cattrs) | 25.3.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 5.2.0 | Universal encoding detector for Python 3
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.4 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorlog](https://pypi.org/project/colorlog) | 6.10.1 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[cryptography](https://pypi.org/project/cryptography) | 46.0.7 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.3.0a1 | The Cython compiler for writing C extensions in the Python language.
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.20 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.2.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.17.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.3.0 | the modular source code checker: pep8 pyflakes and co
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 3.12.0 | Distribution-building parts of Flit. See flit package for more information
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.46 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.3.0 | Pure-Python HTTP/2 protocol implementation
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[hpack](https://pypi.org/project/hpack) | 4.1.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.5.0 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.2 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipykernel](https://pypi.org/project/ipykernel) | 7.2.0 | IPython Kernel for Jupyter
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.14.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.0.0 | Python port of markdown-it. Markdown parsing, done right!
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mistune](https://pypi.org/project/mistune) | 3.2.1 | A sane and fast Markdown parser with useful plugins and renderers
+[moocore](https://pypi.org/project/moocore) | 0.2.0 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.36.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.23.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.62b1 | OpenTelemetry Semantic Conventions
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[param](https://pypi.org/project/param) | 2.4.0 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.10.0 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.43.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.43.2 | Blazingly fast DataFrame library
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.25.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.1 | Cross-platform lib for process and system monitoring.
+[psygnal](https://pypi.org/project/psygnal) | 0.15.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.3 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.0.4 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.14.0 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.4.0 | passive checker of Python programs
+[pygments](https://pypi.org/project/pygments) | 2.19.2 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.10.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.10.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.15.0 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[readme-renderer](https://pypi.org/project/readme-renderer) | 44.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scramp](https://pypi.org/project/scramp) | 1.4.8 | An implementation of the SCRAM protocol.
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simpy](https://pypi.org/project/simpy) | 4.1.1 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.13.1 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.8.3 | A modern CSS selector implementation for Beautiful Soup.
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.5.5 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.4 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.3.1 | The little ASGI library that shines.
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tinycss2](https://pypi.org/project/tinycss2) | 1.4.0 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.0 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.7 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.67.3 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.14.3 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.1.14.14 | Canonical source for classifiers on PyPI (pypi.org).
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.2 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2025.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.3.1 | tzinfo object for the local timezone
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.3.17 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 3.23.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslimf-64bit-3.14.7.0.md b/changelogs/WinPythonslimf-64bit-3.14.7.0.md
index d530d2b0..2a1da13c 100644
--- a/changelogs/WinPythonslimf-64bit-3.14.7.0.md
+++ b/changelogs/WinPythonslimf-64bit-3.14.7.0.md
@@ -1,6 +1,6 @@
 ## WinPython 3.14.7.0slimf
 
-The following packages are included in WinPython-64bit v3.14.7.0slimf b3.
+The following packages are included in WinPython-64bit v3.14.7.0slimf .
 
 
 ### Tools
@@ -27,7 +27,7 @@ Name | Version | Description
 [altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
 [annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.4 | Document parameters, class attributes, return types, and variables inline, with Annotated.
 [annotated-types](https://pypi.org/project/annotated-types) | 0.7.0 | Reusable constraint types to use with typing.Annotated
-[anthropic](https://pypi.org/project/anthropic) | 0.120.2 | The official Python library for the anthropic API
+[anthropic](https://pypi.org/project/anthropic) | 0.121.0 | The official Python library for the anthropic API
 [anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
 [anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
 [appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
@@ -41,7 +41,7 @@ Name | Version | Description
 [asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
 [ast-serialize](https://pypi.org/project/ast-serialize) | 0.7.0 | Python bindings for mypy AST serialization
 [asteval](https://pypi.org/project/asteval) | 1.0.6 | Safe, minimalistic evaluator of python expression using ast module
-[astroid](https://pypi.org/project/astroid) | 4.0.2 | An abstract syntax tree for Python with inference support.
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
 [asttokens](https://pypi.org/project/asttokens) | 3.0.1 | Annotate AST trees with source code positions
 [async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
 [asyncssh](https://pypi.org/project/asyncssh) | 2.23.1 | AsyncSSH: Asynchronous SSHv2 client and server library
@@ -60,11 +60,11 @@ Name | Version | Description
 [blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
 [bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
 [branca](https://pypi.org/project/branca) | 0.8.1 | Generate complex HTML+JS pages with Python
-[build](https://pypi.org/project/build) | 1.4.2 | A simple, correct Python build frontend
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
 [cachetools](https://pypi.org/project/cachetools) | 7.0.5 | Extensible memoizing collections and decorators
 [cattrs](https://pypi.org/project/cattrs) | 25.3.0 | Composable complex class support for attrs and dataclasses.
 [certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
-[cffi](https://pypi.org/project/cffi) | 2.0.0 | Foreign Function Interface for Python calling C code.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
 [chardet](https://pypi.org/project/chardet) | 5.2.0 | Universal encoding detector for Python 3
 [charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
 [click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
@@ -78,21 +78,18 @@ Name | Version | Description
 [cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
 [cryptography](https://pypi.org/project/cryptography) | 46.0.7 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
 [cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
-[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cython](https://pypi.org/project/cython) | 3.3.0a1 | The Cython compiler for writing C extensions in the Python language.
 [cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
 [dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
 [datasette](https://pypi.org/project/datasette) | 0.65.3 | An open source multi-tool for exploring and publishing data
 [datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
-[datashader](https://pypi.org/project/datashader) | 0.19.0 | Data visualization toolchain based on aggregating into a grid
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
 [debugpy](https://pypi.org/project/debugpy) | 1.8.20 | An implementation of the Debug Adapter Protocol for Python
 [decorator](https://pypi.org/project/decorator) | 5.2.1 | Decorators for Humans
 [defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
 [diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
 [dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
-[distributed](https://pypi.org/project/distributed) | 2026.7.1 | Distributed scheduler for Dask
 [distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
-[django](https://pypi.org/project/django) | 6.0.7 | A high-level Python web framework that encourages rapid development and clean, pragmatic design.
-[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
 [docstring-parser](https://pypi.org/project/docstring-parser) | 0.17.0 | Parse Python docstrings in reST, Google and Numpydoc format
 [docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
 [docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
@@ -102,7 +99,7 @@ Name | Version | Description
 [executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
 [faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
 [fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
-[fastapi](https://pypi.org/project/fastapi) | 0.136.3 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
 [fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
 [filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
 [flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
@@ -121,32 +118,33 @@ Name | Version | Description
 [fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
 [genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
 [geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
-[geopandas](https://pypi.org/project/geopandas) | 1.1.3 | Geographic pandas extensions
 [geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
 [gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
 [gitpython](https://pypi.org/project/gitpython) | 3.1.46 | GitPython is a Python library used to interact with Git repositories
-[google-auth](https://pypi.org/project/google-auth) | 2.48.0 | Google Authentication Library
-[google-genai](https://pypi.org/project/google-genai) | 1.66.0 | GenAI Python SDK
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
 [graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
-[graphql-core](https://pypi.org/project/graphql-core) | 3.2.6 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
 [graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
 [greenlet](https://pypi.org/project/greenlet) | 3.4.0 | Lightweight in-process concurrent programming
-[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
 [groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
 [h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
 [h2](https://pypi.org/project/h2) | 4.3.0 | Pure-Python HTTP/2 protocol implementation
 [h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
-[hatchling](https://pypi.org/project/hatchling) | 1.30.1 | Modern, extensible Python build backend
-[hf-xet](https://pypi.org/project/hf-xet) | 1.4.3 | Fast transfer of large files with the Hugging Face Hub.
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
 [holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
 [hpack](https://pypi.org/project/hpack) | 4.1.0 | Pure-Python HPACK header encoding
 [html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
 [httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.10.0 | A minimal low-level HTTP client.
 [httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
-[httptools](https://pypi.org/project/httptools) | 0.7.1 | A collection of framework independent HTTP protocol utils.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
 [httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
 [httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
-[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.16.1 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[httpx2](https://pypi.org/project/httpx2) | 2.10.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
 [hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
 [hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
 [hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
@@ -171,7 +169,7 @@ Name | Version | Description
 [ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
 [ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
 [isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
-[isort](https://pypi.org/project/isort) | 7.0.0 | A Python utility / library to sort Python imports.
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
 [itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
 [janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
 [jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
@@ -199,7 +197,7 @@ Name | Version | Description
 [jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.0 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
 [jupyter-server](https://pypi.org/project/jupyter-server) | 2.20.0 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
 [jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
-[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.1 | JupyterLab computational environment
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.2 | JupyterLab computational environment
 [jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
 [jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
 [jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
@@ -209,7 +207,7 @@ Name | Version | Description
 [lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
 [librt](https://pypi.org/project/librt) | 0.14.0 | Mypyc runtime library
 [linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
-[llvmlite](https://pypi.org/project/llvmlite) | 0.48.0 | lightweight wrapper around basic LLVM functionality
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
 [lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
 [locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
 [logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
@@ -239,7 +237,6 @@ Name | Version | Description
 [mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
 [msal](https://pypi.org/project/msal) | 1.36.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
 [msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
-[msgpack](https://pypi.org/project/msgpack) | 1.1.2 | MessagePack serializer
 [multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
 [multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
 [mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
@@ -254,18 +251,19 @@ Name | Version | Description
 [networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
 [nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
 [nltk](https://pypi.org/project/nltk) | 3.9.4 | Natural Language Toolkit
-[notebook](https://pypi.org/project/notebook) | 7.6.0 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook](https://pypi.org/project/notebook) | 7.6.1 | Jupyter Notebook - A web-based notebook environment for interactive computing
 [notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
-[numba](https://pypi.org/project/numba) | 0.66.0 | compiling Python code using LLVM
-[numpy](https://pypi.org/project/numpy) | 2.4.6 | Fundamental package for array computing in Python
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
 [numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
-[openai](https://pypi.org/project/openai) | 2.52.0 | The official Python library for the openai API
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
 [openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
 [opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.39.1 | OpenTelemetry Python API
 [opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.60b1 | OpenTelemetry Semantic Conventions
 [optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
 [optuna](https://pypi.org/project/optuna) | 4.7.0 | A hyperparameter optimization framework
 [ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
 [outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
 [packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
 [pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
@@ -285,7 +283,7 @@ Name | Version | Description
 [pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
 [pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
 [pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
-[platformdirs](https://pypi.org/project/platformdirs) | 4.9.6 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.10.0 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
 [plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
 [pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
 [prettytable](https://pypi.org/project/prettytable) | 3.17.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
@@ -308,34 +306,30 @@ Name | Version | Description
 [pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
 [pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
 [pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
-[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.12.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
 [pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
-[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.12.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
-[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.12.0 | Graph and state machine library
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
 [pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.14.1 | Settings management using Pydantic
 [pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
 [pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
 [pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
-[pydub](https://pypi.org/project/pydub) | 0.25.1 | Manipulate audio with an simple and easy high level interface
 [pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
 [pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
 [pygments](https://pypi.org/project/pygments) | 2.19.2 | Pygments is a syntax highlighting package written in Python.
 [pyjwt](https://pypi.org/project/pyjwt) | 2.10.1 | JSON Web Token implementation in Python
-[pylint](https://pypi.org/project/pylint) | 4.0.5 | python code static checker
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
 [pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
 [pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
-[pymongo](https://pypi.org/project/pymongo) | 4.15.3 | PyMongo - the Official MongoDB Python driver
 [pympler](https://pypi.org/project/pympler) | 1.0.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
 [pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
 [pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
 [pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
-[pyogrio](https://pypi.org/project/pyogrio) | 0.12.1 | Vectorized spatial vector file format I/O using GDAL/OGR
 [pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
 [pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
 [pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
 [pypdf](https://pypi.org/project/pypdf) | 6.10.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
 [pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
-[pyproj](https://pypi.org/project/pyproj) | 3.7.2 | Python interface to PROJ (cartographic projections and coordinate transformations library)
 [pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
 [pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
 [pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
@@ -363,6 +357,7 @@ Name | Version | Description
 [pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
 [pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
 [qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
 [qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
 [qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
 [qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
@@ -384,7 +379,6 @@ Name | Version | Description
 [roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
 [rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
 [rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
-[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
 [rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
 [ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
 [rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
@@ -434,7 +428,6 @@ Name | Version | Description
 [streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
 [sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
 [tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
-[tblib](https://pypi.org/project/tblib) | 3.2.2 | Traceback serialization library.
 [tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
 [termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
 [terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
@@ -448,14 +441,15 @@ Name | Version | Description
 [tinycss2](https://pypi.org/project/tinycss2) | 1.4.0 | A tiny CSS parser
 [toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
 [tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
-[tomlkit](https://pypi.org/project/tomlkit) | 0.14.0 | Style preserving TOML library
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.0 | Style preserving TOML library
 [toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
 [tornado](https://pypi.org/project/tornado) | 6.5.7 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
 [tqdm](https://pypi.org/project/tqdm) | 4.67.3 | Fast, Extensible Progress Meter
 [traitlets](https://pypi.org/project/traitlets) | 5.14.3 | Traitlets Python configuration system
 [traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
-[trio](https://pypi.org/project/trio) | 0.33.0 | A friendly Python library for async concurrency and I/O
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
 [trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.1.14.14 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
 [twine](https://pypi.org/project/twine) | 6.2.0 | Collection of utilities for publishing packages on PyPI
 [typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
 [types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
@@ -478,22 +472,21 @@ Name | Version | Description
 [webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
 [webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
 [websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
-[websockets](https://pypi.org/project/websockets) | 16.0 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[websockets](https://pypi.org/project/websockets) | 16.1.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
 [werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
 [whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
 [wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
 [widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
 [wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
-[wppm](https://pypi.org/project/wppm) | 17.9.20260805 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
 [wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
 [xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
 [xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
 [xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
 [xyzservices](https://pypi.org/project/xyzservices) | 2025.11.0 | Source of XYZ tiles providers
 [yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
-[yarl](https://pypi.org/project/yarl) | 1.24.2 | Yet another URL library
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
 [yt-dlp](https://pypi.org/project/yt-dlp) | 2026.3.17 | A feature-rich command-line audio/video downloader
-[zict](https://pypi.org/project/zict) | 3.0.0 | Mutable mapping tools
 [zipp](https://pypi.org/project/zipp) | 3.23.0 | Backport of pathlib-compatible object wrapper for zip files
 
 
diff --git a/changelogs/WinPythonslimf-64bit-3.15.0.4.md b/changelogs/WinPythonslimf-64bit-3.15.0.4.md
new file mode 100644
index 00000000..5426abe9
--- /dev/null
+++ b/changelogs/WinPythonslimf-64bit-3.15.0.4.md
@@ -0,0 +1,298 @@
+## WinPython 3.15.0.4slimf
+
+The following packages are included in WinPython-64bit v3.15.0.4slimf .
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.15.0rc1 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.6.1 | Happy Eyeballs for asyncio
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.4 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.7.0 | Reusable constraint types to use with typing.Annotated
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.6.3 | Bash tab completion for argparse
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.11.0 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.6 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.1 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[azure-core](https://pypi.org/project/azure-core) | 1.39.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.14.3 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.4.4 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.3.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cattrs](https://pypi.org/project/cattrs) | 25.3.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 5.2.0 | Universal encoding detector for Python 3
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.4 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorlog](https://pypi.org/project/colorlog) | 6.10.1 | Add colours to the output of Python's logging module.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.3.0a1 | The Cython compiler for writing C extensions in the Python language.
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.17.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.3.0 | the modular source code checker: pep8 pyflakes and co
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 3.12.0 | Distribution-building parts of Flit. See flit package for more information
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.46 | GitPython is a Python library used to interact with Git repositories
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.3.0 | Pure-Python HTTP/2 protocol implementation
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hpack](https://pypi.org/project/hpack) | 4.1.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.5.0 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.2 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.14.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.0.0 | Python port of markdown-it. Markdown parsing, done right!
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mistune](https://pypi.org/project/mistune) | 3.2.1 | A sane and fast Markdown parser with useful plugins and renderers
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.23.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.62b1 | OpenTelemetry Semantic Conventions
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[param](https://pypi.org/project/param) | 2.4.0 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.10.0 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.25.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psygnal](https://pypi.org/project/psygnal) | 0.15.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.3 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.0.4 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.14.0 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.4.0 | passive checker of Python programs
+[pygments](https://pypi.org/project/pygments) | 2.19.2 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.10.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.10.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.15.0 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scramp](https://pypi.org/project/scramp) | 1.4.8 | An implementation of the SCRAM protocol.
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simpy](https://pypi.org/project/simpy) | 4.1.1 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.13.1 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.8.3 | A modern CSS selector implementation for Beautiful Soup.
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.5.5 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.4 | SSE plugin for Starlette
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.3.1 | The little ASGI library that shines.
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tinycss2](https://pypi.org/project/tinycss2) | 1.4.0 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.0 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tqdm](https://pypi.org/project/tqdm) | 4.67.3 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.14.3 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.1.14.14 | Canonical source for classifiers on PyPI (pypi.org).
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.2 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2025.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.3.1 | tzinfo object for the local timezone
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.3.17 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 3.23.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/md5_sha1.txt b/changelogs/md5_sha1.txt
index a0a9c33f..cfde257f 100644
--- a/changelogs/md5_sha1.txt
+++ b/changelogs/md5_sha1.txt
@@ -1,3 +1,42 @@
+## WinPython 2026-03 (August 22nd, 2026) 
+
+MD5                              | SHA-1                                    | SHA-256                                                          | Binary                            | Size                 | blake2b-256                                                     
+---------------------------------|------------------------------------------|------------------------------------------------------------------|-----------------------------------|----------------------|-----------------------------------------------------------------
+68c57d2bd5fdc15f247d700b97ba691c | ba6aa7e194b70af020cb178cca55b28c0d76afaa | 4b62ce4f5a6ccee239f9b025a626d3ddf606916fad8814758dcaf2b7aadf4dea | WinPython64-3.13.15.0dot.exe      |     16 915 861 Bytes | 9798edc523abb91ce754566f92298f9fa4193442b186fc78bdea56b927b63dc0
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+54a0cf34b83509ee1a3a26a8ef4aa9ad | 8b5f3f80ca726cde3460b2f56b97a44bf9edccc2 | bdefb0b935139649fa10fb6b2495dd9ecf33892684e823d0498175f3812a05d0 | WinPython64-3.14.7.0slimf.7z      |    430 710 863 Bytes | 1da043e9c46570ec67bf2c666dc3534ee8c170841b4f7f01c332052a136b20a9
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+c3f0259f10ccbf09aaf711edf124a582 | 9a199ccfdf4981e948bae935354741c0aff4ccfd | 42bfa45545a2ca5384da630f11046176903c483b2a918af9b3d23f6d29b918b2 | WinPython64-3.15.0.4dot.exe       |     18 843 092 Bytes | f65a07febb56a2a1b96128a0785fb92253eb93a7b55e985c66b0eb0bf2e82d96
+f86a63c0cd18d99bb1702a90f137661b | b1c98d17b0df105338dfb87edb63b1337ab17617 | cf3619c8bf1f1db91931359309c3c8cd62f2b1917b935b910379bf5c7948d56b | WinPython64-3.15.0.4dot.zip       |     29 872 618 Bytes | ca0b1b778cc32678a4e0cad3c8abfc627eba4c2c1c18a15ad9bf116f44ff2a78
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+
+MD5                              | SHA-1                                    | SHA-256                                                          | Binary                            | Size                 | blake2b-256                                                     
+---------------------------------|------------------------------------------|------------------------------------------------------------------|-----------------------------------|----------------------|-----------------------------------------------------------------
+3ded77f22dfbc7c3c4087890c52944fd | 18a6477deabe194fd05f19c6452aa3c0a52bee8f | 7e01f782094ee309f2b319036bd39e7a914ae0407b50daf8f4be5a466bdb78d0 | pylock.64-3_13_15_0dot.toml       |          3 062 Bytes | 47912cf7cd4f5b5a2c9062b92f58353bec91d7eda5aae35a699e7e60b1a7e044
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+3ded77f22dfbc7c3c4087890c52944fd | 18a6477deabe194fd05f19c6452aa3c0a52bee8f | 7e01f782094ee309f2b319036bd39e7a914ae0407b50daf8f4be5a466bdb78d0 | pylock.64-3_14_7_0dot.toml        |          3 062 Bytes | 47912cf7cd4f5b5a2c9062b92f58353bec91d7eda5aae35a699e7e60b1a7e044
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+234a02778b999a92485c8d8b8b07a792 | b2311ca3bb61af6fc430db98831edd3fea7898cd | db61fb21f8189055ce9c64891c9a4873f8e4c85a2624c28d363071bd8319a319 | pylock.64-3_14_7_0slimf.toml      |        180 290 Bytes | 9e95776119c580804558ea08ea929e41cf9f815830f540e530376aeaa98274c0
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+875310d2ced61c055187299259f33cbe | 8c43bc51807a7ac587cdc15c9e52fded7c68ab57 | 85a1093793204d49296339650bf23d51e56fd3a1accd931a58ad4592d15d44d1 | requir.64-3_15_0_4dot.txt         |            836 Bytes | a0d6fd0f56d5f5a2bb78d25ffe5258777a175daa4f3ee35e0518a3d95ba5a61c
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+
+
+
 ### WinPython 2026-03 beta2 (June 28th, 2026) 
 
 MD5                              | SHA-1                                    | SHA-256                                                          | Binary                            | Size                 | blake2b-256                                                     
diff --git a/changelogs/pylock.64-3_13_15_0dot.toml b/changelogs/pylock.64-3_13_15_0dot.toml
new file mode 100644
index 00000000..ef96e8e8
--- /dev/null
+++ b/changelogs/pylock.64-3_13_15_0dot.toml
@@ -0,0 +1,90 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
+name = "build"
+version = "1.5.0"
+
+[[packages.wheels]]
+name = "build-1.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/0d/fe/6bea5c9162869c5beba5d9c8abbed835ec85bf1ec1fba05a3822325c45f3/build-1.5.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f"
+
+[[packages]]
+name = "colorama"
+version = "0.4.6"
+
+[[packages.wheels]]
+name = "colorama-0.4.6-py2.py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
+
+[[packages]]
+name = "packaging"
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+[[packages.wheels]]
+name = "packaging-26.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e"
+
+[[packages]]
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+[[packages.wheels]]
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+url = "https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913"
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+[[packages]]
+name = "setuptools"
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+[[packages.wheels]]
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+[packages.wheels.hashes]
+sha256 = "29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3"
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+[[packages]]
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+[[packages.wheels]]
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+
+[packages.wheels.hashes]
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+[[packages]]
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+
+[packages.wheels.hashes]
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+
+[[packages]]
+name = "wppm"
+version = "17.12.20260816"
+
+[[packages.wheels]]
+name = "wppm-17.12.20260816-py3-none-any.whl"
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+
+[packages.wheels.hashes]
+sha256 = "c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0"
diff --git a/changelogs/pylock.64-3_13_15_0slim.toml b/changelogs/pylock.64-3_13_15_0slim.toml
new file mode 100644
index 00000000..fe3fefd6
--- /dev/null
+++ b/changelogs/pylock.64-3_13_15_0slim.toml
@@ -0,0 +1,5854 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
+name = "absl-py"
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+
+[[packages.wheels]]
+name = "absl_py-2.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/58/0a/a10b45aab35b175aded078a462dc8d0c698f5b13946e7cb0869097b78bb6/absl_py-2.5.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba"
+
+[[packages]]
+name = "adbc-driver-manager"
+version = "1.11.0"
+
+[[packages.wheels]]
+name = "adbc_driver_manager-1.11.0-cp313-cp313-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/07/b9/df5ac9db38ce4b683d19d94fb8a296d48306b1712d93f38ef25d7c36c253/adbc_driver_manager-1.11.0-cp313-cp313-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "0c27cff12cdf074d9052bf8c4775ed1904053189a70497fa7b5746f0dbe326d8"
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+[[packages]]
+name = "aiofile"
+version = "3.9.0"
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+[[packages.wheels]]
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+[packages.wheels.hashes]
+sha256 = "ce2f6c1571538cbdfa0143b04e16b208ecb0e9cb4148e528af8a640ed51cc8aa"
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+[[packages]]
+name = "aiofiles"
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+[[packages.wheels]]
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+
+[packages.wheels.hashes]
+sha256 = "abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695"
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+[[packages]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
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diff --git a/changelogs/requir.64-3_13_15_0dot.txt b/changelogs/requir.64-3_13_15_0dot.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/changelogs/requir.64-3_13_15_0dot.txt
@@ -0,0 +1,16 @@
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diff --git a/changelogs/requir.64-3_13_15_0slim.txt b/changelogs/requir.64-3_13_15_0slim.txt
new file mode 100644
index 00000000..e8ab35af
--- /dev/null
+++ b/changelogs/requir.64-3_13_15_0slim.txt
@@ -0,0 +1,1064 @@
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+python-lsp-jsonrpc==1.1.2 \
+    --hash=sha256:7339c2e9630ae98903fdaea1ace8c47fba0484983794d6aafd0bd8989be2b03c
+python-lsp-ruff==2.3.0 \
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+python-lsp-server==1.15.0 \
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+python-multipart==0.0.32 \
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+python-slugify==8.0.4 \
+    --hash=sha256:276540b79961052b66b7d116620b36518847f52d5fd9e3a70164fc8c50faa6b8
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+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
+uuid-utils==0.17.0 \
+    --hash=sha256:9e311f908d2f842fca4c7dcebc4f10306b8089b204ef04cf6704b4332c9ff6ff
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+vega-datasets==0.9.0 \
+    --hash=sha256:3d7c63917be6ca9b154b565f4779a31fedce57b01b5b9d99d8a34a7608062a1d
+waitress==3.0.2 \
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+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
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+webcolors==25.10.0 \
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+websockets==15.0.1 \
+    --hash=sha256:e09473f095a819042ecb2ab9465aee615bd9c2028e4ef7d933600a8401c79561
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+whatthepatch==1.0.7 \
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+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
+wsproto==1.3.2 \
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+xarray==2026.7.0 \
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+xxhash==3.7.0 \
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+xyzservices==2025.11.0 \
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+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:2dbe06fc16bc91502bca713704022182e5729861ae00277c3a23354b40929740
+yt-dlp==2026.3.17 \
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+zipp==3.23.0 \
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+zstandard==0.25.0 \
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diff --git a/changelogs/requir.64-3_14_7_0dot.txt b/changelogs/requir.64-3_14_7_0dot.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_0dot.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/changelogs/requir.64-3_14_7_0dotf.txt b/changelogs/requir.64-3_14_7_0dotf.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_0dotf.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/changelogs/requir.64-3_14_7_0slim.txt b/changelogs/requir.64-3_14_7_0slim.txt
new file mode 100644
index 00000000..14764a63
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_0slim.txt
@@ -0,0 +1,1064 @@
+absl-py==2.5.0 \
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+aiofile==3.9.0 \
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+aiofiles==25.1.0 \
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+aiohappyeyeballs==2.6.1 \
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+python-barcode==0.16.1 \
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+    --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a
+python-json-logger==4.1.0 \
+    --hash=sha256:132994765cf75bf44554be9aa49b06ef2345d23661a96720262716438141b6b2
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+python-lsp-jsonrpc==1.1.2 \
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+python-lsp-ruff==2.3.0 \
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+python-lsp-server==1.15.0 \
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+python-slugify==8.0.4 \
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+    --hash=sha256:399c3dd672a6406719d84442299a490420b458c44d3ae65516302a99675888f3
+tinycss2==1.4.0 \
+    --hash=sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+tokenizers==0.22.2 \
+    --hash=sha256:c9ea31edff2968b44a88f97d784c2f16dc0729b8b143ed004699ebca91f05c48
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.5.7 \
+    --hash=sha256:de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4
+tqdm==4.67.3 \
+    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+traitlets==5.14.3 \
+    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.1.14.14 \
+    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+truststore==0.10.4 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+twine==6.2.0 \
+    --hash=sha256:418ebf08ccda9a8caaebe414433b0ba5e25eb5e4a927667122fbe8f829f985d8
+typer==0.25.1 \
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+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
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+typing-inspection==0.4.2 \
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+tzdata==2025.3 \
+    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1
+tzlocal==5.3.1 \
+    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+uc-micro-py==2.0.0 \
+    --hash=sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c
+ujson==5.12.1 \
+    --hash=sha256:c6d3bdd020333688ee60559437021ed68a98a28fdd609b5af16de5dd58f90cba
+umap-learn==0.5.12 \
+    --hash=sha256:f2a85d2a2adcb52b541bed9b27a23ca169b56bb1b23283abeebfb8dfb8a42fe5
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
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+urllib3==2.7.0 \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
+uuid-utils==0.17.0 \
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+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+vega-datasets==0.9.0 \
+    --hash=sha256:3d7c63917be6ca9b154b565f4779a31fedce57b01b5b9d99d8a34a7608062a1d
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
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+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+werkzeug==3.1.8 \
+    --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.47.0 \
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+wordcloud==1.9.6 \
+    --hash=sha256:8549f85a93626f5d03c06e63106ce228910008becd1e1f3b49693d13e33a5873
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
+wsproto==1.3.2 \
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+xarray==2026.7.0 \
+    --hash=sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+xxhash==3.7.0 \
+    --hash=sha256:2a61e2a3fb23c892496d587b470dee7fa1b58b248a187719c65ea8e94ec13257
+xyzservices==2025.11.0 \
+    --hash=sha256:de66a7599a8d6dad63980b77defd1d8f5a5a9cb5fc8774ea1c6e89ca7c2a3d2f
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:5ba4f78df2bcc19f764a4b26a8a4f5049c110090ad5825993aacb052bf8003ad
+yt-dlp==2026.3.17 \
+    --hash=sha256:32992db94303a8a5d211a183f2174834fe7f8c29d83ed2e7a324eae97a8f26d8
+zipp==3.23.0 \
+    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e
+zstandard==0.25.0 \
+    --hash=sha256:c19bcdd826e95671065f8692b5a4aa95c52dc7a02a4c5a0cac46deb879a017a2
diff --git a/changelogs/requir.64-3_14_7_0slimf.txt b/changelogs/requir.64-3_14_7_0slimf.txt
new file mode 100644
index 00000000..33136636
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_0slimf.txt
@@ -0,0 +1,944 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.11.0 \
+    --hash=sha256:b853e613c6c8afbe7a3fcea0098c88b935a4d1e1b046813aed1fe7363c7b8fc7
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohttp==3.14.1 \
+    --hash=sha256:5e78b522b7a6e27e0b25d19b247b75039ac4c94f99823e3c9e53ae1603a9f7e9
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
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+altair==6.2.2 \
+    --hash=sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583
+annotated-doc==0.0.4 \
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+annotated-types==0.7.0 \
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+anthropic==0.121.0 \
+    --hash=sha256:6048713fa441e59e1cba8363171cd2a86273b25bd213e9c7ac70a523af88b011
+anyio==4.14.2 \
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+anywidget==0.11.0 \
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+appdirs==1.4.4 \
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+argcomplete==3.6.3 \
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+argon2-cffi==25.1.0 \
+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+argon2-cffi-bindings==25.1.0 \
+    --hash=sha256:b55aec3565b65f56455eebc9b9f34130440404f27fe21c3b375bf1ea4d8fbae6
+array-api-compat==1.15.0 \
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+arrow==1.4.0 \
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+asgi-csrf==0.11 \
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+async-lru==2.3.0 \
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+asyncssh==2.23.1 \
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+attrs==26.1.0 \
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+autopep8==2.0.4 \
+    --hash=sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb
+azure-core==1.39.0 \
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+azure-cosmos==4.16.1 \
+    --hash=sha256:43717215ec1433c1ea0f0e3d465f9182fb5afff3ae2331e595367122297872f1
+azure-identity==1.25.3 \
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+babel==2.18.0 \
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+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
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+beautifulsoup4==4.14.3 \
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+binaryornot==0.4.4 \
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+bokeh==3.9.1 \
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+branca==0.8.1 \
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+build==1.5.0 \
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+cachetools==7.0.5 \
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+cattrs==25.3.0 \
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+certifi==2026.1.4 \
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diff --git a/changelogs/requir.64-3_15_0_4dot.txt b/changelogs/requir.64-3_15_0_4dot.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_4dot.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/changelogs/requir.64-3_15_0_4dotf.txt b/changelogs/requir.64-3_15_0_4dotf.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_4dotf.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/changelogs/requir.64-3_15_0_4slim.txt b/changelogs/requir.64-3_15_0_4slim.txt
new file mode 100644
index 00000000..9a01f86d
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_4slim.txt
@@ -0,0 +1,610 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiosignal==1.4.0 \
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+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
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+annotated-types==0.7.0 \
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+anyio==4.14.2 \
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+appdirs==1.4.4 \
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+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
+sortedcontainers==2.4.0 \
+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sounddevice==0.5.5 \
+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.13.1 \
+    --hash=sha256:1e70a05a0626524a69e9f0f4dd2ec174b4e9567f4d8b6c11d38b5c289be36ee9
+soupsieve==2.8.3 \
+    --hash=sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.1.1 \
+    --hash=sha256:b52fd3d58b2778aacb35a074323aac49a924a323f98ee74027e590b08d1e6f32
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba
+squarify==0.4.4 \
+    --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
+sse-starlette==3.4.4 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+sspilib==0.5.0 \
+    --hash=sha256:ca2a21a4e90db563c2cec639c66b3a29ea53129a0c55ff1e4154a02937f6bd45
+stack-data==0.6.3 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==1.3.1 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
+sympy==1.14.0 \
+    --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
+tabulate==0.10.0 \
+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
+tenacity==9.1.4 \
+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
+termcolor==3.3.0 \
+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tinycss2==1.4.0 \
+    --hash=sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.5.7 \
+    --hash=sha256:de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4
+tqdm==4.67.3 \
+    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+traitlets==5.14.3 \
+    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.1.14.14 \
+    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+typer==0.25.1 \
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+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
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+typing-inspection==0.4.2 \
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+tzdata==2025.3 \
+    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1
+tzlocal==5.3.1 \
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+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
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+urllib3==2.7.0 \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
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+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
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+webencodings==0.5.1 \
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+websocket-client==1.9.0 \
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+websockets==15.0.1 \
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+whatthepatch==1.0.7 \
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+wheel==0.47.0 \
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+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
+wsproto==1.3.2 \
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+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.3.17 \
+    --hash=sha256:32992db94303a8a5d211a183f2174834fe7f8c29d83ed2e7a324eae97a8f26d8
+zipp==3.23.0 \
+    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e
diff --git a/changelogs/requir.64-3_15_0_4slimf.txt b/changelogs/requir.64-3_15_0_4slimf.txt
new file mode 100644
index 00000000..c862499b
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_4slimf.txt
@@ -0,0 +1,542 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+annotated-doc==0.0.4 \
+    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320
+annotated-types==0.7.0 \
+    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
+argcomplete==3.6.3 \
+    --hash=sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce
+array-api-compat==1.15.0 \
+    --hash=sha256:7b1b9c53269061403fd5f45a8de349f16e7887653328bfa0c5f2d45299ff0a8e
+arrow==1.4.0 \
+    --hash=sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205
+asgi-csrf==0.11 \
+    --hash=sha256:03ac140115f39d4295288a9adf74fdc6ae607f6ef44abee8466520458207242b
+asgiref==3.11.0 \
+    --hash=sha256:1db9021efadb0d9512ce8ffaf72fcef601c7b73a8807a1bb2ef143dc6b14846d
+asn1crypto==1.5.1 \
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+ast-serialize==0.8.0 \
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+asteval==1.0.6 \
+    --hash=sha256:5e119ed306e39199fd99c881cea0e306b3f3807f050c9be79829fe274c6378dc
+astroid==4.0.4 \
+    --hash=sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753
+asttokens==3.0.1 \
+    --hash=sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a
+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+attrs==26.1.0 \
+    --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309
+azure-core==1.39.0 \
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+azure-cosmos==4.16.1 \
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+beautifulsoup4==4.14.3 \
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+bleach==6.3.0 \
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+build==1.5.0 \
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+cattrs==25.3.0 \
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+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
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+charset-normalizer==3.4.4 \
+    --hash=sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f
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+cloudpickle==3.1.2 \
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+colorama==0.4.6 \
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+colorlog==6.10.1 \
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+diff-match-patch==20241021 \
+    --hash=sha256:93cea333fb8b2bc0d181b0de5e16df50dd344ce64828226bda07728818936782
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+distro==1.9.0 \
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+    --hash=sha256:fd7d5094aa83943bf5f9e1a13701866b7c452eac19765380dead666e36d3711c
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+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279
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+gitdb==4.0.12 \
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+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762
+rtree==1.4.1 \
+    --hash=sha256:efe125f416fd27150197ab8521158662943a40f87acab8028a1aac4ad667a489
+ruff==0.16.1 \
+    --hash=sha256:09b05e8b90c2cb06ad63464350e7a45e8e44a2dfe52072ebfba6666ca8d3f596
+rx==3.2.0 \
+    --hash=sha256:922c5f4edb3aa1beaa47bf61d65d5380011ff6adcd527f26377d05cb73ed8ec8
+scramp==1.4.8 \
+    --hash=sha256:87c2f15976845a2872fe5490a06097f0d01813cceb53774ea168c911f2ad025c
+send2trash==2.1.0 \
+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+simpy==4.1.1 \
+    --hash=sha256:7c5ae380240fd2238671160e4830956f8055830a8317edf5c05e495b3823cd88
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274
+smmap==5.0.3 \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
+sortedcontainers==2.4.0 \
+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sounddevice==0.5.5 \
+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.13.1 \
+    --hash=sha256:1e70a05a0626524a69e9f0f4dd2ec174b4e9567f4d8b6c11d38b5c289be36ee9
+soupsieve==2.8.3 \
+    --hash=sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.1.1 \
+    --hash=sha256:b52fd3d58b2778aacb35a074323aac49a924a323f98ee74027e590b08d1e6f32
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba
+squarify==0.4.4 \
+    --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
+sse-starlette==3.4.4 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
+stack-data==0.6.3 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==1.3.1 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
+sympy==1.14.0 \
+    --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
+tabulate==0.10.0 \
+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
+tenacity==9.1.4 \
+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
+termcolor==3.3.0 \
+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tinycss2==1.4.0 \
+    --hash=sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tqdm==4.67.3 \
+    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+traitlets==5.14.3 \
+    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.1.14.14 \
+    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.2 \
+    --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7
+tzdata==2025.3 \
+    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1
+tzlocal==5.3.1 \
+    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.7.0 \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.3.17 \
+    --hash=sha256:32992db94303a8a5d211a183f2174834fe7f8c29d83ed2e7a324eae97a8f26d8
+zipp==3.23.0 \
+    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e

From daaf1b24514540c1eb6b53ab72dedf8654c3a5c2 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 22 Aug 2026 16:21:57 +0200
Subject: [PATCH 060/100] fix publication lisr WinPython 2026-03

---
 changelogs/md5_sha1.txt | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/changelogs/md5_sha1.txt b/changelogs/md5_sha1.txt
index cfde257f..d5c295b3 100644
--- a/changelogs/md5_sha1.txt
+++ b/changelogs/md5_sha1.txt
@@ -16,7 +16,6 @@ b49db5a64e73626cd56259e0c5af99f6 | ae49fdd0411622627168704d41916d8356ba3c27 | e0
 6829fbe9b470ca89b7798583ce939da0 | 9b548ca1665f34a23e9ffdda0b15d4976a186799 | 093f2cdafdc69484d720d350ffc33032109149a79343f027a21e4df6f887204b | WinPython64-3.14.7.0slimf.exe     |    430 925 783 Bytes | 00e3bc9a7db98e08c3071341fddfcd2378fde898959a04c630a9c1046e9e913c
 c3f0259f10ccbf09aaf711edf124a582 | 9a199ccfdf4981e948bae935354741c0aff4ccfd | 42bfa45545a2ca5384da630f11046176903c483b2a918af9b3d23f6d29b918b2 | WinPython64-3.15.0.4dot.exe       |     18 843 092 Bytes | f65a07febb56a2a1b96128a0785fb92253eb93a7b55e985c66b0eb0bf2e82d96
 f86a63c0cd18d99bb1702a90f137661b | b1c98d17b0df105338dfb87edb63b1337ab17617 | cf3619c8bf1f1db91931359309c3c8cd62f2b1917b935b910379bf5c7948d56b | WinPython64-3.15.0.4dot.zip       |     29 872 618 Bytes | ca0b1b778cc32678a4e0cad3c8abfc627eba4c2c1c18a15ad9bf116f44ff2a78
-e6760d5de4c4439fafea1fde23aee1b1 | 6afbecfbe4c696f6f221784db91b1399f72114b2 | d62d0f2b6c3baf672a40a9b66cbaa7927c83307e336e9a8147465a7a0dcaf3cd | WinPython64-3.15.0.4dotf.exe      |     18 859 997 Bytes | d64f7469cf27331d128d0bc2d824b43982e178208e01dc558d71b6baf1818fec
 
 MD5                              | SHA-1                                    | SHA-256                                                          | Binary                            | Size                 | blake2b-256                                                     
 ---------------------------------|------------------------------------------|------------------------------------------------------------------|-----------------------------------|----------------------|-----------------------------------------------------------------
@@ -27,13 +26,13 @@ MD5                              | SHA-1                                    | SH
 65170025cc54cc2596018cd9631d7d6d | 312e23a6d3df2a9b2d26817d1bf4e54d481ff0a2 | 4c51739e0b05dcdab614f08b3b8a2fe8fa39b7db00f040548fff8e2cba1594aa | pylock.64-3_14_7_0slim.toml       |        203 457 Bytes | b0246ffd254fad44b2775368468997cbb20cbfaf6049b23367980a0dc88e9b99
 234a02778b999a92485c8d8b8b07a792 | b2311ca3bb61af6fc430db98831edd3fea7898cd | db61fb21f8189055ce9c64891c9a4873f8e4c85a2624c28d363071bd8319a319 | pylock.64-3_14_7_0slimf.toml      |        180 290 Bytes | 9e95776119c580804558ea08ea929e41cf9f815830f540e530376aeaa98274c0
 3ded77f22dfbc7c3c4087890c52944fd | 18a6477deabe194fd05f19c6452aa3c0a52bee8f | 7e01f782094ee309f2b319036bd39e7a914ae0407b50daf8f4be5a466bdb78d0 | pylock.64-3_15_0_4dot.toml        |          3 062 Bytes | 47912cf7cd4f5b5a2c9062b92f58353bec91d7eda5aae35a699e7e60b1a7e044
-3ded77f22dfbc7c3c4087890c52944fd | 18a6477deabe194fd05f19c6452aa3c0a52bee8f | 7e01f782094ee309f2b319036bd39e7a914ae0407b50daf8f4be5a466bdb78d0 | pylock.64-3_15_0_4dotf.toml       |          3 062 Bytes | 47912cf7cd4f5b5a2c9062b92f58353bec91d7eda5aae35a699e7e60b1a7e044
 875310d2ced61c055187299259f33cbe | 8c43bc51807a7ac587cdc15c9e52fded7c68ab57 | 85a1093793204d49296339650bf23d51e56fd3a1accd931a58ad4592d15d44d1 | requir.64-3_13_15_0dot.txt        |            836 Bytes | a0d6fd0f56d5f5a2bb78d25ffe5258777a175daa4f3ee35e0518a3d95ba5a61c
 a790ee1fee2cf5c5aba6f7b46f411d96 | e5f45cc192d27a5b1efa40ecd799195cfd6c4f29 | 4d5e6b1126afaf1cc52e12be59021b08be2917e5590ff6aec6ef337657717e25 | requir.64-3_13_15_0slim.txt       |         55 873 Bytes | 12528174d33352946ea9b2b081b6fa1c5e0dcf2f9f1147381f954df12672df0a
 875310d2ced61c055187299259f33cbe | 8c43bc51807a7ac587cdc15c9e52fded7c68ab57 | 85a1093793204d49296339650bf23d51e56fd3a1accd931a58ad4592d15d44d1 | requir.64-3_14_7_0dot.txt         |            836 Bytes | a0d6fd0f56d5f5a2bb78d25ffe5258777a175daa4f3ee35e0518a3d95ba5a61c
 875310d2ced61c055187299259f33cbe | 8c43bc51807a7ac587cdc15c9e52fded7c68ab57 | 85a1093793204d49296339650bf23d51e56fd3a1accd931a58ad4592d15d44d1 | requir.64-3_14_7_0dotf.txt        |            836 Bytes | a0d6fd0f56d5f5a2bb78d25ffe5258777a175daa4f3ee35e0518a3d95ba5a61c
+b7f9934ff638f50bb79612669ee17ec8 | 860fac79e4f9a48d52d6f982fe90ea5378ef515f | d8e4bd25ebe3bc89d73ed174e368810b893273acccff6ea0d1c71bca1f461279 | requir.64-3_14_7_0slim.txt        |         55 873 Bytes | 312f421f5188adb95d02ffea94d9b2464c77ed64c7e3f6addf312dbf480193f0
+0114038d6d020a948c86875ec09d9a05 | e3c5aeda9d59eb5e3804351c1e1ec5421b22b1e6 | 81ea7e251955eedb6222c3564286c7a5868b7387d9efd43bc2cee2b7defa56f8 | requir.64-3_14_7_0slimf.txt       |         49 560 Bytes | 781a2c0424a80ff2e9d18806a4c85fb4b96e87d3c10a45468be8ce808580825d
 875310d2ced61c055187299259f33cbe | 8c43bc51807a7ac587cdc15c9e52fded7c68ab57 | 85a1093793204d49296339650bf23d51e56fd3a1accd931a58ad4592d15d44d1 | requir.64-3_15_0_4dot.txt         |            836 Bytes | a0d6fd0f56d5f5a2bb78d25ffe5258777a175daa4f3ee35e0518a3d95ba5a61c
-875310d2ced61c055187299259f33cbe | 8c43bc51807a7ac587cdc15c9e52fded7c68ab57 | 85a1093793204d49296339650bf23d51e56fd3a1accd931a58ad4592d15d44d1 | requir.64-3_15_0_4dotf.txt        |            836 Bytes | a0d6fd0f56d5f5a2bb78d25ffe5258777a175daa4f3ee35e0518a3d95ba5a61c
 
 
 

From 417a7d01ff8496751023307cd29c8746dd8b62bc Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Fri, 28 Aug 2026 21:34:32 +0200
Subject: [PATCH 061/100] Correct the copyright years in the licence statements

Pierre Raybaut's last commit was in 2013 and the handover was mid-2014,
and the project was a spin-off of his earlier work, so his span is
2009-2013 and the team's starts in 2014. Also brings the end years to
2026 where they had drifted (LICENSE said 2024, the launcher licences
said the team started in 2016).

Per-file "Copyright (c) 2012 Pierre Raybaut" headers are left alone:
those record when each module was written, not the project's span.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 LICENSE                                                       | 4 ++--
 README.rst                                                    | 2 +-
 .../launchers_building/launchers_final_proposed/license.txt   | 2 +-
 winpython/portable/launchers_building/launchers_src/LICENSE   | 2 +-
 .../launchers_building/launchers_src_original/LICENSE         | 2 +-
 winpython/portable/launchers_final/license.txt                | 2 +-
 wppm/__init__.py                                              | 2 +-
 7 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/LICENSE b/LICENSE
index ea6be0d7..fdaad3ed 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,8 +1,8 @@
 
     MIT licence
     
-    Copyright (c) 2012-2014 Pierre Raybaut
-    Copyright (c) 2014-2024+ The Winpython development team https://github.com/winpython/
+    Copyright (c) 2009-2013 Pierre Raybaut
+    Copyright (c) 2014-2026+ The Winpython development team https://github.com/winpython/
 
 
     Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
diff --git a/README.rst b/README.rst
index 9ac34505..b29a7d75 100644
--- a/README.rst
+++ b/README.rst
@@ -1,7 +1,7 @@
 WinPython tools
 ===============
 
-Copyright 2012-2013 Pierre Raybaut
+Copyright 2009-2013 Pierre Raybaut
 
 Copyright 2014-2026+ The Winpython development team: https://github.com/winpython/
 
diff --git a/winpython/portable/launchers_building/launchers_final_proposed/license.txt b/winpython/portable/launchers_building/launchers_final_proposed/license.txt
index da461f3b..49e00741 100644
--- a/winpython/portable/launchers_building/launchers_final_proposed/license.txt
+++ b/winpython/portable/launchers_building/launchers_final_proposed/license.txt
@@ -13,7 +13,7 @@ following license agreement.
 WinPython License Agreement (MIT License)
 -----------------------------------------
 
-Copyright (c) 2012 Pierre Raybaut, 2016+ WinPython team 
+Copyright (c) 2009-2013 Pierre Raybaut, 2014-2026+ WinPython team 
 
 Permission is hereby granted, free of charge, to any person
 obtaining a copy of this software and associated documentation
diff --git a/winpython/portable/launchers_building/launchers_src/LICENSE b/winpython/portable/launchers_building/launchers_src/LICENSE
index b3fb976c..54e2fe2c 100644
--- a/winpython/portable/launchers_building/launchers_src/LICENSE
+++ b/winpython/portable/launchers_building/launchers_src/LICENSE
@@ -8,7 +8,7 @@ DataLab-WinPython is a Python distribution for Windows:
 I. - WinPython License Agreement (MIT License)
 ----------------------------------------------
 
-Copyright (c) 2012 Pierre Raybaut, 2016+ WinPython team 
+Copyright (c) 2009-2013 Pierre Raybaut, 2014-2026+ WinPython team 
 
 Permission is hereby granted, free of charge, to any person
 obtaining a copy of this software and associated documentation
diff --git a/winpython/portable/launchers_building/launchers_src_original/LICENSE b/winpython/portable/launchers_building/launchers_src_original/LICENSE
index b3fb976c..54e2fe2c 100644
--- a/winpython/portable/launchers_building/launchers_src_original/LICENSE
+++ b/winpython/portable/launchers_building/launchers_src_original/LICENSE
@@ -8,7 +8,7 @@ DataLab-WinPython is a Python distribution for Windows:
 I. - WinPython License Agreement (MIT License)
 ----------------------------------------------
 
-Copyright (c) 2012 Pierre Raybaut, 2016+ WinPython team 
+Copyright (c) 2009-2013 Pierre Raybaut, 2014-2026+ WinPython team 
 
 Permission is hereby granted, free of charge, to any person
 obtaining a copy of this software and associated documentation
diff --git a/winpython/portable/launchers_final/license.txt b/winpython/portable/launchers_final/license.txt
index da461f3b..49e00741 100644
--- a/winpython/portable/launchers_final/license.txt
+++ b/winpython/portable/launchers_final/license.txt
@@ -13,7 +13,7 @@ following license agreement.
 WinPython License Agreement (MIT License)
 -----------------------------------------
 
-Copyright (c) 2012 Pierre Raybaut, 2016+ WinPython team 
+Copyright (c) 2009-2013 Pierre Raybaut, 2014-2026+ WinPython team 
 
 Permission is hereby granted, free of charge, to any person
 obtaining a copy of this software and associated documentation
diff --git a/wppm/__init__.py b/wppm/__init__.py
index 9d279fc4..12e16dd6 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -3,7 +3,7 @@
 WinPython License Agreement (MIT License)
 -----------------------------------------
 
-Copyright (c) 2012-2013 Pierre Raybaut
+Copyright (c) 2009-2013 Pierre Raybaut
 Copyright (c) 2014-2026+  The Winpython development team https://github.com/winpython/
 
 Permission is hereby granted, free of charge, to any person

From b039897912a38d07b2833c123b86998df2975e3e Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 12:48:28 +0200
Subject: [PATCH 062/100] no --pre: a prerelease ships only where constraints
 name it

pip accepts a prerelease when the specifier itself holds one, so Cython stops
resolving to an alpha on targets where a stable wheel exists.
opentelemetry-semantic-conventions publishes betas only and gets a floor.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01DePo4xZA8cKDkHEzbPjHmo
---
 constraints.txt              | 3 +++
 winpython/build_winpython.py | 9 +++++++--
 2 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/constraints.txt b/constraints.txt
index 2c49b456..0bccd0ef 100644
--- a/constraints.txt
+++ b/constraints.txt
@@ -273,6 +273,9 @@ onnxruntime>=1.23.2
 openai>=2.7.1
 openpyxl>=3.1.5
 opentelemetry-api>=1.34.1
+# 2026-08-30 this project publishes betas only, so the specifier names one.
+# That is what lets pip take it now that the build no longer passes --pre.
+opentelemetry-semantic-conventions>=0.60b1
 optree>=0.17.0
 optuna>=4.2.1
 orjson>=3.11.4
diff --git a/winpython/build_winpython.py b/winpython/build_winpython.py
index 8a46355c..90f8bdfd 100644
--- a/winpython/build_winpython.py
+++ b/winpython/build_winpython.py
@@ -48,7 +48,11 @@ def pip_install(python_exe: Path, req_file: str, constraints: str, find_links: s
         cmd = [
             str(python_exe), "-m", "pip", "install",
             "-r", req_file, "-c", constraints,
-            "--pre", "--no-index", f"--find-links={find_links}",
+            # No --pre. pip accepts a prerelease when the specifier itself names
+            # one, so a prerelease reaches a build because the constraints ask
+            # for it on that target, not because it happened to be the newest
+            # file in the wheelhouse.
+            "--no-index", f"--find-links={find_links}",
             "--upgrade", "--no-warn-script-location"
         ]
         if options:
@@ -173,7 +177,8 @@ def process_wheelhouse_requirements(target_python: Path, winpydirbase: Path,args
     if wheelhousereq.is_file():
         # Generate pylock from wheelhousereq
         cmd = [
-            str(target_python), "-m", "pip", "lock", "--no-index", "--trusted-host=None", "--pre", 
+            # no --pre here either: same rule as pip_install()
+            str(target_python), "-m", "pip", "lock", "--no-index", "--trusted-host=None",
             "--find-links", args.find_links, "-c", args.constraints, "-r", str(wheelhousereq),
             "-o", str(out)
         ]

From 82789280bea876c4d30d43674e4f98eb024bb458 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 13:34:41 +0200
Subject: [PATCH 063/100] 2026-04 cycle, on python-build-standalone 20260825

cycle_config.py now emits only the flavors a Python can build: matching
architecture, and a pylock present in the cycle directory. Flavors kept but
unbuilt cost no runner, and a cycle with no lockfiles fails instead of going
green having built nothing.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01DePo4xZA8cKDkHEzbPjHmo
---
 .github/scripts/cycle_config.py             | 37 ++++++++++-
 .github/workflows/build_winpython_cycle.yml |  2 +-
 cycles/2026_04.toml                         | 72 +++++++++++++++++++++
 3 files changed, 109 insertions(+), 2 deletions(-)
 create mode 100644 cycles/2026_04.toml

diff --git a/.github/scripts/cycle_config.py b/.github/scripts/cycle_config.py
index 72c98730..db48e508 100644
--- a/.github/scripts/cycle_config.py
+++ b/.github/scripts/cycle_config.py
@@ -5,6 +5,12 @@
 Writes to $GITHUB_OUTPUT when set, otherwise stdout, so it can be run locally
 to see exactly what a workflow run would get. tomllib is stdlib from 3.11, and
 GitHub runners are newer than that, so this needs no dependency.
+
+The emitted matrix holds only the flavors this Python can actually build: the
+right architecture, and a pylock file present in the cycle directory. A flavor
+the cycle declares but has no lockfile for -- `whl` today -- costs nothing, so
+it can stay declared until it comes back. Paths are relative to the working
+directory, which in CI is the checkout root.
 """
 import json
 import os
@@ -13,6 +19,27 @@
 from pathlib import Path
 
 
+def buildable_flavors(cfg: dict, requested: str, ver2: str) -> list[dict]:
+    """Flavors with the right architecture and a lockfile on disk.
+
+    Same two conditions the build job used to re-test in PowerShell, one per
+    matrix leg. Deciding here instead means a leg with nothing to do never
+    starts a runner, and a cycle with no lockfiles at all fails loudly rather
+    than going green having built nothing.
+    """
+    arch = "64F" if requested.endswith("F") else "64"
+    cycle_dir = Path(cfg["cycle_dir"])
+    level = cfg.get("release_level", "")
+    tag = ver2.replace(".", "_")
+    kept = []
+    for flavor in cfg["flavors"]:
+        if str(flavor.get("WINPYARCHDET", "")) != arch:
+            continue
+        if (cycle_dir / f"pylock.64-{tag}{flavor['name']}{level}.toml").is_file():
+            kept.append(flavor)
+    return kept
+
+
 def build_config(cfg: dict, requested: str) -> dict:
     pythons = cfg["pythons"]
     if requested not in pythons:
@@ -27,6 +54,14 @@ def build_config(cfg: dict, requested: str) -> dict:
     if short not in entry["src"]:
         raise SystemExit(f"{requested}: '{short}' not found in src {entry['src']}")
 
+    flavors = buildable_flavors(cfg, requested, entry["ver2"])
+    if not flavors:
+        raise SystemExit(
+            f"{requested}: no pylock.64-{entry['ver2'].replace('.', '_')}<flavor>"
+            f"{cfg.get('release_level', '')}.toml under {cfg['cycle_dir']}; "
+            "commit the lockfiles for this cycle before dispatching"
+        )
+
     return {
         "ver2": entry["ver2"],
         "src": entry["src"],
@@ -36,7 +71,7 @@ def build_config(cfg: dict, requested: str) -> dict:
         "pandoc_source": cfg["pandoc"]["source"],
         "pandoc_sha256": cfg["pandoc"]["sha256"],
         # consumed by the build job as strategy.matrix via fromJSON
-        "matrix": json.dumps({"flavor": cfg["flavors"]}, separators=(",", ":")),
+        "matrix": json.dumps({"flavor": flavors}, separators=(",", ":")),
     }
 
 
diff --git a/.github/workflows/build_winpython_cycle.yml b/.github/workflows/build_winpython_cycle.yml
index daa41227..9dc1e58f 100644
--- a/.github/workflows/build_winpython_cycle.yml
+++ b/.github/workflows/build_winpython_cycle.yml
@@ -10,7 +10,7 @@ on:
       cycle:
         description: 'Build cycle (file name in cycles/, without .toml)'
         required: true
-        default: '2026_03'
+        default: '2026_04'
         type: string
       python_versionf:
         description: 'Python version to build; must exist in that cycle file'
diff --git a/cycles/2026_04.toml b/cycles/2026_04.toml
new file mode 100644
index 00000000..d8052b7a
--- /dev/null
+++ b/cycles/2026_04.toml
@@ -0,0 +1,72 @@
+# WinPython 2026-04 build cycle.
+#
+# Everything that changes from one cycle to the next lives here, so a new cycle
+# is a new file rather than a copy of the workflow.
+
+cycle_dir     = "winpython/portable/cycle_2026_04"
+release_level = ""
+
+[pandoc]
+source = "https://github.com/jgm/pandoc/releases/download/3.1.9/pandoc-3.1.9-windows-x86_64.zip"
+sha256 = "11eb6dbe5286c9e5edb0cca4412e7d99ec6578ec04158b0b7fe11f7fd96688e5"
+
+# The python-build-standalone tarball for each version offered by the workflow.
+# ver2 is the WinPython 4-part version; its first 3 parts must appear in src.
+
+[pythons."3.13"]
+ver2 = "3.13.15.1"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260825/cpython-3.13.15+20260825-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "c1dc1e267f2a81493ce6e94837263f648f1eb6d0df73a1492469c1fed025ce8f"
+
+[pythons."3.14"]
+ver2 = "3.14.7.1"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260825/cpython-3.14.7+20260825-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "dec3faa3445d9efc4979e6c74a839be0d1039877367db32ee9c5f6bc91fae3c8"
+
+[pythons."3.14F"]
+ver2 = "3.14.7.1"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260825/cpython-3.14.7+20260825-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "485cf42bdd3e49389e754a9cd1dd65e974f9934c883c478f752024a674fc1056"
+
+[pythons."3.15"]
+ver2 = "3.15.0.5"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260825/cpython-3.15.0rc1+20260825-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "3c8fa74403a891aeb6e6116154882ef17ad891b6f12aa52f9dda6d29400bedd6"
+
+[pythons."3.15F"]
+ver2 = "3.15.0.5"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260825/cpython-3.15.0rc1+20260825-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "36fd8350ebaf8a577f311099a6683870d0d83f23085b7087159dd53ee03e28cf"
+
+# Flavors become the job matrix. 2026-02 renamed "free" to "dotf", so this
+# varies per cycle too and belongs in the cycle file.
+
+[[flavors]]
+name         = "dot"
+PANDOC       = "0"
+WINPYARCHDET = "64"
+formats      = { zip = true, "7z" = false, exe = true }
+
+[[flavors]]
+name         = "slim"
+PANDOC       = "1"
+WINPYARCHDET = "64"
+formats      = { zip = false, "7z" = true, exe = true }
+
+[[flavors]]
+name         = "whl"
+PANDOC       = "0"
+WINPYARCHDET = "64"
+formats      = { zip = false, "7z" = true, exe = false }
+
+[[flavors]]
+name         = "dotf"
+PANDOC       = "0"
+WINPYARCHDET = "64F"
+formats      = { zip = true, "7z" = false, exe = true }
+
+[[flavors]]
+name         = "slimf"
+PANDOC       = "1"
+WINPYARCHDET = "64F"
+formats      = { zip = false, "7z" = true, exe = true }

From 20bc8e83e977454ac1d4f69deeba6f718f8d2e3f Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 14:39:53 +0200
Subject: [PATCH 064/100] cycle check

---
 .../cycle_2026_04/pylock.64-3_14_7_1dot.toml  | 90 +++++++++++++++++++
 .../cycle_2026_04/requir.64-3_14_7_1dot.txt   | 16 ++++
 2 files changed, 106 insertions(+)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dot.toml
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_7_1dot.txt

diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dot.toml b/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dot.toml
new file mode 100644
index 00000000..ef96e8e8
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dot.toml
@@ -0,0 +1,90 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
+name = "build"
+version = "1.5.0"
+
+[[packages.wheels]]
+name = "build-1.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/0d/fe/6bea5c9162869c5beba5d9c8abbed835ec85bf1ec1fba05a3822325c45f3/build-1.5.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f"
+
+[[packages]]
+name = "colorama"
+version = "0.4.6"
+
+[[packages.wheels]]
+name = "colorama-0.4.6-py2.py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
+
+[[packages]]
+name = "packaging"
+version = "26.2"
+
+[[packages.wheels]]
+name = "packaging-26.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e"
+
+[[packages]]
+name = "pyproject-hooks"
+version = "1.2.0"
+
+[[packages.wheels]]
+name = "pyproject_hooks-1.2.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913"
+
+[[packages]]
+name = "setuptools"
+version = "83.0.0"
+
+[[packages.wheels]]
+name = "setuptools-83.0.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/5d/40/e1e72872c6354b306daef1703549e8e83b4d43cfea356311bf722a043752/setuptools-83.0.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3"
+
+[[packages]]
+name = "sqlite-bro"
+version = "1.3.2"
+
+[[packages.wheels]]
+name = "sqlite_bro-1.3.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/17/ce/51e2a8e3e11cfd7f8dffcdbbf080721322a1ad62533b58ebc26162a16038/sqlite_bro-1.3.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034"
+
+[[packages]]
+name = "wheel"
+version = "0.47.0"
+
+[[packages.wheels]]
+name = "wheel-0.47.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/87/1b/9e33c09813d65e248f7f773119148a612516a4bea93e9c6f545f78455b7c/wheel-0.47.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
+
+[[packages]]
+name = "wppm"
+version = "17.12.20260816"
+
+[[packages.wheels]]
+name = "wppm-17.12.20260816-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/7a/b9/82f5e3fc98810e8349fb26b89cb36619f3f8f09f46796516b2c19cd62bf5/wppm-17.12.20260816-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0"
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dot.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dot.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dot.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0

From 1a87293c146f0286dabdf0b7efa37b417f6873bd Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 14:58:50 +0200
Subject: [PATCH 065/100] cycle workflow: resolve each leg in cycle_config.py

The build job no longer re-derives lockfile names, build location, WINPYVER
and artifact name per matrix leg: the config job hands them over. That removes
the derivation step and the eight lockfile guards it fed.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01DePo4xZA8cKDkHEzbPjHmo
---
 .github/scripts/cycle_config.py             |  80 ++++++++++-----
 .github/workflows/build_winpython_cycle.yml | 105 ++------------------
 2 files changed, 66 insertions(+), 119 deletions(-)

diff --git a/.github/scripts/cycle_config.py b/.github/scripts/cycle_config.py
index db48e508..a9e70efa 100644
--- a/.github/scripts/cycle_config.py
+++ b/.github/scripts/cycle_config.py
@@ -1,16 +1,22 @@
 """Read a cycle TOML and emit its build configuration as GITHUB_OUTPUT lines.
 
-    python .github/scripts/cycle_config.py cycles/2026_03.toml 3.14
+    python .github/scripts/cycle_config.py cycles/2026_04.toml 3.14
 
 Writes to $GITHUB_OUTPUT when set, otherwise stdout, so it can be run locally
 to see exactly what a workflow run would get. tomllib is stdlib from 3.11, and
 GitHub runners are newer than that, so this needs no dependency.
 
-The emitted matrix holds only the flavors this Python can actually build: the
-right architecture, and a pylock file present in the cycle directory. A flavor
-the cycle declares but has no lockfile for -- `whl` today -- costs nothing, so
-it can stay declared until it comes back. Paths are relative to the working
-directory, which in CI is the checkout root.
+Everything the build job needs is decided here rather than re-derived per
+matrix leg in PowerShell:
+
+  * which flavors this Python can build -- right architecture, and a pylock
+    present in the cycle directory. A flavor the cycle declares but has no
+    lockfile for costs nothing, so it can stay declared until it comes back.
+  * the file names those flavors use, so a leg never has to look one up.
+  * a cycle with no lockfiles at all fails here, loudly, instead of starting
+    runners whose every step is then skipped.
+
+Paths are relative to the working directory, which in CI is the checkout root.
 """
 import json
 import os
@@ -19,25 +25,34 @@
 from pathlib import Path
 
 
-def buildable_flavors(cfg: dict, requested: str, ver2: str) -> list[dict]:
-    """Flavors with the right architecture and a lockfile on disk.
+def flavor_entry(cfg: dict, flavor: dict, ver2: str, python_version: str) -> dict | None:
+    """One matrix leg, or None when this flavor has no lockfile to build.
 
-    Same two conditions the build job used to re-test in PowerShell, one per
-    matrix leg. Deciding here instead means a leg with nothing to do never
-    starts a runner, and a cycle with no lockfiles at all fails loudly rather
-    than going green having built nothing.
+    Names follow the layout the publish step writes: pylock.64-<ver2 with
+    underscores><flavor><release level>.toml, plus the _wheels variants the
+    wheelhouse flavor adds.
     """
-    arch = "64F" if requested.endswith("F") else "64"
     cycle_dir = Path(cfg["cycle_dir"])
     level = cfg.get("release_level", "")
-    tag = ver2.replace(".", "_")
-    kept = []
-    for flavor in cfg["flavors"]:
-        if str(flavor.get("WINPYARCHDET", "")) != arch:
-            continue
-        if (cycle_dir / f"pylock.64-{tag}{flavor['name']}{level}.toml").is_file():
-            kept.append(flavor)
-    return kept
+    stem = f"64-{ver2.replace('.', '_')}{flavor['name']}{level}"
+
+    lockfile = cycle_dir / f"pylock.{stem}.toml"
+    if not lockfile.is_file():
+        return None
+
+    def optional(path: Path) -> str:
+        return path.as_posix() if path.is_file() else ""
+
+    return {
+        "name": flavor["name"],
+        "PANDOC": flavor["PANDOC"],
+        "formats": flavor["formats"],
+        "lockfile": lockfile.as_posix(),
+        "lockfile_wheels": optional(cycle_dir / f"pylock.{stem}_wheels.toml"),
+        "requirements_wheels": optional(cycle_dir / f"requir.{stem}_wheels.txt"),
+        "winpyver": f"{ver2}{flavor['name']}{level}",
+        "artifact_name": f"publish_{python_version}{flavor['name']}",
+    }
 
 
 def build_config(cfg: dict, requested: str) -> dict:
@@ -50,24 +65,39 @@ def build_config(cfg: dict, requested: str) -> dict:
 
     # the check the PowerShell version did: ver2's first 3 parts must appear in
     # the tarball URL, so a copy-paste slip between the two cannot go unnoticed
-    short = ".".join(entry["ver2"].split(".")[:3])
+    ver2 = entry["ver2"]
+    short = ".".join(ver2.split(".")[:3])
     if short not in entry["src"]:
         raise SystemExit(f"{requested}: '{short}' not found in src {entry['src']}")
 
-    flavors = buildable_flavors(cfg, requested, entry["ver2"])
+    # a trailing F marks the free-threaded build; it is not part of the version
+    python_version = requested[:-1] if requested.endswith("F") else requested
+    arch = "64F" if requested.endswith("F") else "64"
+
+    flavors = []
+    for flavor in cfg["flavors"]:
+        if str(flavor.get("WINPYARCHDET", "")) != arch:
+            continue
+        leg = flavor_entry(cfg, flavor, ver2, python_version)
+        if leg is not None:
+            flavors.append(leg)
     if not flavors:
         raise SystemExit(
-            f"{requested}: no pylock.64-{entry['ver2'].replace('.', '_')}<flavor>"
+            f"{requested}: no pylock.64-{ver2.replace('.', '_')}<flavor>"
             f"{cfg.get('release_level', '')}.toml under {cfg['cycle_dir']}; "
             "commit the lockfiles for this cycle before dispatching"
         )
 
+    build_location = f"WPy64-{ver2.replace('.', '')}"
     return {
-        "ver2": entry["ver2"],
+        "ver2": ver2,
+        "python_version": python_version,
         "src": entry["src"],
         "sha": entry["sha"],
         "cycle_dir": cfg["cycle_dir"],
         "release_level": cfg.get("release_level", ""),
+        "build_location": build_location,
+        "destwheelhouse": f"{build_location}\\wheelhouse\\included.wheels",
         "pandoc_source": cfg["pandoc"]["source"],
         "pandoc_sha256": cfg["pandoc"]["sha256"],
         # consumed by the build job as strategy.matrix via fromJSON
diff --git a/.github/workflows/build_winpython_cycle.yml b/.github/workflows/build_winpython_cycle.yml
index 9dc1e58f..42c6599b 100644
--- a/.github/workflows/build_winpython_cycle.yml
+++ b/.github/workflows/build_winpython_cycle.yml
@@ -34,10 +34,10 @@ jobs:
     runs-on: ubuntu-latest
     outputs:
       ver2: ${{ steps.cfg.outputs.ver2 }}
+      build_location: ${{ steps.cfg.outputs.build_location }}
+      destwheelhouse: ${{ steps.cfg.outputs.destwheelhouse }}
       src: ${{ steps.cfg.outputs.src }}
       sha: ${{ steps.cfg.outputs.sha }}
-      cycle_dir: ${{ steps.cfg.outputs.cycle_dir }}
-      release_level: ${{ steps.cfg.outputs.release_level }}
       pandoc_source: ${{ steps.cfg.outputs.pandoc_source }}
       pandoc_sha256: ${{ steps.cfg.outputs.pandoc_sha256 }}
       matrix: ${{ steps.cfg.outputs.matrix }}
@@ -58,97 +58,19 @@ jobs:
       matrix: ${{ fromJSON(needs.config.outputs.matrix) }}
 
     env:
-      PYTHON_VERSIONF: ${{ inputs.python_versionf }}
       WINPYFLAVOR: ${{ matrix.flavor.name }}
-      PANDOC: ${{ matrix.flavor.PANDOC }}
-      WINPYARCHDET: ${{ matrix.flavor.WINPYARCHDET }}
-      my_cycle: ${{ needs.config.outputs.cycle_dir }}
-      my_release_level: ${{ needs.config.outputs.release_level }}
+      WINPYVER: ${{ matrix.flavor.winpyver }}
+      WINPYVER2: ${{ needs.config.outputs.ver2 }}
+      build_location: ${{ needs.config.outputs.build_location }}
+      destwheelhouse: ${{ needs.config.outputs.destwheelhouse }}
+      WINPYLOCKFILE: ${{ matrix.flavor.lockfile }}
+      WINPYLOCKFILEwhl: ${{ matrix.flavor.lockfile_wheels }}
 
     steps:
       - name: Checkout repository
         uses: actions/checkout@v6
 
-      - name: Set static and matrix variables based on selected Python version
-        shell: pwsh
-        env:
-          PYTHON_VERSIONF: ${{ env.PYTHON_VERSIONF }}
-          WINPYARCHDET: ${{ env.WINPYARCHDET }}
-          WINPYVER2: ${{ needs.config.outputs.ver2 }}
-          my_cycle: ${{ env.my_cycle }}
-          my_release_level: ${{ env.my_release_level }}
-          FLAVOR_NAME: ${{ matrix.flavor.name }}
-        run: |
-          # Normalize PYTHON_VERSION by removing trailing 'F' if present
-          $PYTHON_VERSION = $env:PYTHON_VERSIONF -replace 'F$',''
-          Add-Content -Path $env:GITHUB_ENV -Value "PYTHON_VERSION=$PYTHON_VERSION"
-
-          # Detect architecture (64 or 64F)
-          $detected_arch = if ($env:PYTHON_VERSIONF -like '*F') { '64F' } else { '64' }
-
-          $WINPYVER2 = $env:WINPYVER2
-          $BUILD_LOCATION = "WPy64-" + ($WINPYVER2 -replace '[.]', "")
-          Add-Content -Path $env:GITHUB_ENV -Value "build_location=$BUILD_LOCATION"
-
-          # ver2-vs-source consistency is checked in cycle_config.py
-
-          $WINPYREQUIREMENTS = ''
-          $WINPYREQUIREMENTSwhl = ''
-
-          # Generate requirement files expected names dynamically
-          $V_TAG = $env:WINPYVER2 -replace '\.', '_'
-          $testreq = "$($env:my_cycle)/requir.64-$($V_TAG)$($env:FLAVOR_NAME)$($env:my_release_level).txt"
-          $testwhl = "$($env:my_cycle)/requir.64-$($V_TAG)$($env:FLAVOR_NAME)$($env:my_release_level)_wheels.txt"
-
-          Write-Host "Checking for requirements files: $testreq and $testwhl (expected arch $detected_arch)"
-
-          if ($env:WINPYARCHDET -eq $detected_arch -and (Test-Path $testreq)) {
-            $WINPYREQUIREMENTS = $testreq
-            Write-Host "Found $WINPYREQUIREMENTS"
-            if (Test-Path $testwhl) {
-              $WINPYREQUIREMENTSwhl = $testwhl
-              Write-Host "Found also $WINPYREQUIREMENTSwhl"
-            }
-          }
-
-          Add-Content -Path $env:GITHUB_ENV -Value "WINPYREQUIREMENTS=$WINPYREQUIREMENTS"
-          Add-Content -Path $env:GITHUB_ENV -Value "WINPYREQUIREMENTSwhl=$WINPYREQUIREMENTSwhl"
-
-          $WINPYLOCKFILE = ''
-          $WINPYLOCKFILEwhl = ''
-
-          # Generate pylock files expected names dynamically
-          $testreq = "$($env:my_cycle)/pylock.64-$($V_TAG)$($env:FLAVOR_NAME)$($env:my_release_level).toml"
-          $testwhl = "$($env:my_cycle)/pylock.64-$($V_TAG)$($env:FLAVOR_NAME)$($env:my_release_level)_wheels.toml"
-
-          Write-Host "Checking for pylock files: $testreq and $testwhl (expected arch $detected_arch)"
-
-          if ($env:WINPYARCHDET -eq $detected_arch -and (Test-Path $testreq)) {
-            $WINPYLOCKFILE = $testreq
-            Write-Host "Found $WINPYLOCKFILE"
-            if (Test-Path $testwhl) {
-              $WINPYLOCKFILEwhl = $testwhl
-              Write-Host "Found also $WINPYLOCKFILEwhl"
-            }
-          }
-
-          Add-Content -Path $env:GITHUB_ENV -Value "WINPYLOCKFILE=$WINPYLOCKFILE"
-          Add-Content -Path $env:GITHUB_ENV -Value "WINPYLOCKFILEwhl=$WINPYLOCKFILEwhl"
-
-          $ARTIFACT_NAME = "publish_${PYTHON_VERSION}$($env:FLAVOR_NAME)"
-          Add-Content -Path $env:GITHUB_ENV -Value "ARTIFACT_NAME=$ARTIFACT_NAME"
-
-          $destwheelhouse = "$BUILD_LOCATION\wheelhouse\included.wheels"
-          Add-Content -Path $env:GITHUB_ENV -Value "destwheelhouse=$destwheelhouse"
-
-          $WINPYVER = "${WINPYVER2}$($env:FLAVOR_NAME)$($env:my_release_level)"
-          Add-Content -Path $env:GITHUB_ENV -Value "WINPYVER=$WINPYVER"
-
-          # Store WINPYVER2 in env for later steps
-          Add-Content -Path $env:GITHUB_ENV -Value "WINPYVER2=$WINPYVER2"
-
       - name: Download, verify and extract python standalone
-        if: env.WINPYLOCKFILE != ''
         uses: ./.github/actions/python-setup
         with:
           python_source: ${{ needs.config.outputs.src }}
@@ -156,7 +78,7 @@ jobs:
           build_location: ${{ env.build_location }}
 
       - name: Download, checking hash and integrating pandoc binary
-        if: env.WINPYLOCKFILE != '' && env.PANDOC == '1'
+        if: matrix.flavor.PANDOC == '1'
         uses: ./.github/actions/pandoc-setup
         with:
           pandoc_source: ${{ needs.config.outputs.pandoc_source }}
@@ -164,14 +86,12 @@ jobs:
           build_location: ${{ env.build_location }}
 
       - name: Upgrade pip and patch launchers
-        if: env.WINPYLOCKFILE != ''
         shell: pwsh
         run: |
           & "$env:build_location\python\python.exe" -m pip install --upgrade --force-reinstall pip --no-warn-script-location
           & "$env:build_location\python\python.exe" -c "from wppm import wppm;dist=wppm.Distribution();dist.patch_standard_packages('pip', to_movable=True)"
 
       - name: Download all requirements
-        if: ${{ env.WINPYLOCKFILE != '' }}
         shell: pwsh
         run: |
           $py = "$env:build_location\python\python.exe"
@@ -181,13 +101,11 @@ jobs:
           }
 
       - name: Install lockfile
-        if: env.WINPYLOCKFILE != ''
         shell: pwsh
         run: |
           & "$env:build_location\python\python.exe" -m pip install --no-deps --require-hashes -r $env:WINPYLOCKFILE --no-warn-script-location
 
       - name: Generate Assets and Hashes
-        if: env.WINPYLOCKFILE != ''
         uses: ./.github/actions/publish-winpython
         with:
           build_location: ${{ env.build_location }}
@@ -196,15 +114,14 @@ jobs:
           winpy_ver: ${{ env.WINPYVER }}
           winpy_ver2: ${{ env.WINPYVER2 }}
           dotwheelhouse: ${{ env.dotwheelhouse }}
-          winpy_requirements_whl: ${{ env.WINPYREQUIREMENTSwhl }}
+          winpy_requirements_whl: ${{ matrix.flavor.requirements_wheels }}
           format_zip: ${{ matrix.flavor.formats.zip }}
           format_7z: ${{ matrix.flavor.formats['7z'] }}
           format_exe: ${{ matrix.flavor.formats.exe }}
 
       - name: Upload artifacts
-        if: env.WINPYLOCKFILE != ''
         uses: actions/upload-artifact@v6
         with:
-          name: ${{ env.ARTIFACT_NAME }}
+          name: ${{ matrix.flavor.artifact_name }}
           path: publish_output
           retention-days: 66  # keeps artifact for 66 days

From 55da723b7b656b451ab2b140252e8e45646c2528 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 15:23:27 +0200
Subject: [PATCH 066/100] srcreq_manifest.py: inventory the local wheelhouse

Says what the shipped lockfiles still install and what nothing references any
more, so the folder stops being append-only. --delete removes a named bucket;
every pylock being in git is what makes that safe.
---
 srcreq_manifest.py | 232 +++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 232 insertions(+)
 create mode 100644 srcreq_manifest.py

diff --git a/srcreq_manifest.py b/srcreq_manifest.py
new file mode 100644
index 00000000..ec529b52
--- /dev/null
+++ b/srcreq_manifest.py
@@ -0,0 +1,232 @@
+"""Inventory the local wheelhouse, and say which files nothing needs any more.
+
+    python srcreq_manifest.py                       # report + write both lists
+    python srcreq_manifest.py --cycle winpython/portable/cycle_2026_04
+    python srcreq_manifest.py --delete dead         # actually remove a bucket
+
+The wheelhouse is the index a local build resolves against
+(`pip install --no-index --find-links=...`), so what is in it decides what gets
+built. Left alone it only grows: versions superseded cycles ago, and packages
+no requirement file mentions any longer.
+
+What a build still needs is not a guess -- the shipped lockfiles say it exactly.
+A (name, version) pair is `used` when a lockfile installs it, `superseded` when
+the project is still in use but that version is not, and `dead` when no
+lockfile and no requirement or constraint file names the project at all.
+
+Deleting is safe because the lockfiles are in git: any past distribution can be
+refetched with `pip download --require-hashes -r <its pylock>`. Nothing is
+deleted without --delete, which names the bucket explicitly.
+
+Hashes come from the lockfiles rather than from the files, so this reads no
+package bytes. The build's web-vs-local double lock is what makes that sound:
+it already proves the local copies match what PyPI serves.
+"""
+from __future__ import annotations
+
+import argparse
+import re
+import sys
+import tomllib
+from collections import defaultdict
+from datetime import date
+from pathlib import Path
+
+WHEEL = ".whl"
+SDIST = (".tar.gz", ".zip", ".tar.bz2")
+REQUIREMENT_FILES = ("constraints.txt", "requirements_slim.txt", "requirements_slimf.txt",
+                     "dot_requirements.txt", "requirements_whl.txt", "mandatory_requirements.txt")
+# A lockfile whose name still carries a release level (b0, b1, ...) is from a
+# superseded build of its cycle; the shipped ones have none.
+SUPERSEDED_LOCK = re.compile(r"b\d+(_wheels)?\.toml$")
+BUCKETS = ("superseded", "dead", "unparsed")
+
+
+def normalize(name: str) -> str:
+    """PEP 503 normalized project name."""
+    return re.sub(r"[-_.]+", "-", name).lower()
+
+
+def parse_filename(path: Path, known: set[str]) -> tuple[str, str] | None:
+    """(normalized name, version) for a wheel or sdist file name, else None.
+
+    Wheel names are unambiguous. Sdist names are not -- a project name may
+    contain the same '-' that separates it from the version -- so the longest
+    known project name prefixing the file wins, and only when nothing matches
+    do we fall back to splitting at the first '-' before a digit.
+    """
+    name = path.name
+    if name.endswith(WHEEL):
+        parts = name[: -len(WHEEL)].split("-")
+        return (normalize(parts[0]), parts[1]) if len(parts) >= 3 else None
+
+    for suffix in SDIST:
+        if name.endswith(suffix):
+            stem = name[: -len(suffix)]
+            break
+    else:
+        return None
+
+    candidates = [k for k in known if normalize(stem).startswith(k + "-")]
+    if candidates:
+        best = max(candidates, key=len)
+        return best, stem[len(best) + 1:]
+    match = re.match(r"^(.*?)-(\d.*)$", stem)
+    return (normalize(match.group(1)), match.group(2)) if match else None
+
+
+def read_locks(cycle_dirs: list[Path]) -> tuple[dict, dict, list[Path]]:
+    """Artifacts the shipped lockfiles install, and which were built from sdist."""
+    locks = sorted(p for d in cycle_dirs for p in d.glob("pylock.*.toml")
+                   if not SUPERSEDED_LOCK.search(p.name))
+    wanted: dict[tuple[str, str], set[str]] = defaultdict(set)
+    from_sdist: dict[tuple[str, str], set[str]] = defaultdict(set)
+    for lock in locks:
+        data = tomllib.loads(lock.read_text(encoding="utf-8"))
+        for pkg in data.get("packages", []):
+            key = (normalize(pkg["name"]), pkg["version"])
+            for artifact in pkg.get("wheels", []):
+                if digest := artifact.get("hashes", {}).get("sha256"):
+                    wanted[key].add(digest)
+            if sdist := pkg.get("sdist"):
+                if digest := sdist.get("hashes", {}).get("sha256"):
+                    wanted[key].add(digest)
+                from_sdist[key].add(lock.name)
+    return wanted, from_sdist, locks
+
+
+def read_declared(repo: Path) -> set[str]:
+    """Project names any current requirement or constraint file mentions."""
+    names: set[str] = set()
+    for filename in REQUIREMENT_FILES:
+        path = repo / filename
+        if not path.is_file():
+            continue
+        for line in path.read_text(encoding="utf-8", errors="replace").splitlines():
+            if line := line.split("#")[0].strip():
+                if name := re.split(r"[<>=!~;\[ ]", line)[0].strip():
+                    names.add(normalize(name))
+    return names
+
+
+def gigabytes(paths) -> float:
+    return sum(p.stat().st_size for p in paths) / 2 ** 30
+
+
+def main(argv: list[str]) -> int:
+    parser = argparse.ArgumentParser(description=__doc__,
+                                     formatter_class=argparse.RawDescriptionHelpFormatter)
+    parser.add_argument("--srcreq", type=Path, default=Path(r"C:\WinP\packages.srcreq"),
+                        help="the wheelhouse to inventory")
+    parser.add_argument("--cycle", type=Path, action="append", dest="cycles",
+                        help="cycle directory to read lockfiles from; repeatable, "
+                             "defaults to the two newest under winpython/portable")
+    parser.add_argument("--repo", type=Path, default=Path("."))
+    parser.add_argument("--out", type=Path, default=Path("."))
+    parser.add_argument("--delete", choices=BUCKETS, action="append", dest="delete",
+                        help="remove the files in this bucket; repeatable")
+    args = parser.parse_args(argv)
+
+    cycles = args.cycles or sorted((args.repo / "winpython/portable").glob("cycle_*"))[-2:]
+    if not args.srcreq.is_dir():
+        print(f"no such wheelhouse: {args.srcreq}", file=sys.stderr)
+        return 2
+    missing = [d for d in cycles if not d.is_dir()]
+    if missing:
+        print(f"no such cycle directory: {missing[0]}", file=sys.stderr)
+        return 2
+
+    wanted, from_sdist, locks = read_locks(cycles)
+    if not wanted:
+        print(f"no lockfiles found under {', '.join(map(str, cycles))}", file=sys.stderr)
+        return 2
+    live = {name for name, _ in wanted} | read_declared(args.repo)
+
+    files = sorted(p for p in args.srcreq.iterdir() if p.is_file())
+    buckets: dict[str, list[Path]] = defaultdict(list)
+    labels: dict[Path, tuple[str, str]] = {}
+    for path in files:
+        parsed = parse_filename(path, live)
+        if parsed is None:
+            buckets["unparsed"].append(path)
+            continue
+        labels[path] = parsed
+        name, version = parsed
+        buckets["used" if (name, version) in wanted
+                else "superseded" if name in live else "dead"].append(path)
+
+    on_disk = set(labels.values())
+    absent = sorted(set(wanted) - on_disk)
+    today = date.today().isoformat()
+
+    manifest = args.out / "srcreq_manifest.txt"
+    sdist_note = [f"#   {n}=={v}  built from sdist by {', '.join(sorted(w))}"
+                  for (n, v), w in sorted(from_sdist.items())]
+    manifest.write_text("\n".join([
+        f"# packages.srcreq manifest, generated {today}",
+        f"# from {len(locks)} shipped lockfiles in {', '.join(d.as_posix() for d in cycles)}",
+        f"# {len(wanted)} (name, version) pairs; regenerate with srcreq_manifest.py",
+        "#",
+        "# An inventory and a verification list, not a one-command restore: one",
+        "# pip download only fetches artifacts matching the interpreter running it,",
+        "# so a wheelhouse serving several Pythons needs one pass per target, each",
+        "# against that flavor's own pylock:",
+        "#",
+        "#   pip download --dest <folder> --no-deps --require-hashes -r <pylock.toml>",
+        "#",
+        *(["# Every line installs from a wheel, with these exceptions:", *sdist_note]
+          if sdist_note else ["# No lockfile here builds anything from an sdist."]),
+        "",
+        *(f"{name}=={version} " +
+          " ".join(f"--hash=sha256:{h}" for h in sorted(wanted[(name, version)])).rstrip()
+          for name, version in sorted(wanted)),
+    ]) + "\n", encoding="utf-8", newline="\n")
+
+    prune = args.out / "srcreq_prune.txt"
+    reasons = {
+        "superseded": "older version of a package still in use",
+        "dead": "no lockfile and no requirement file names this project",
+        "unparsed": "not a wheel or sdist name -- look before removing",
+    }
+    lines = [
+        f"# packages.srcreq prune candidates, generated {today}",
+        f"# wheelhouse holds {len(files)} files, {gigabytes(files):.1f} GB",
+        f"# {len(buckets['used'])} files are installed by a shipped lockfile and are NOT listed",
+        "#",
+        "# Safe to remove: every pylock is in git, so any past distribution refetches",
+        "# with pip download --require-hashes. Remove with --delete <bucket>.",
+    ]
+    for bucket in BUCKETS:
+        if entries := buckets[bucket]:
+            lines += ["", f"# --- {bucket}: {reasons[bucket]}",
+                      f"# {len(entries)} files, {gigabytes(entries):.2f} GB", ""]
+            lines += [p.name for p in sorted(entries, key=lambda p: (labels.get(p, ("", ""))[0], p.name))]
+    prune.write_text("\n".join(lines) + "\n", encoding="utf-8", newline="\n")
+
+    print(f"lockfiles read   : {len(locks)} from {', '.join(d.name for d in cycles)}")
+    print(f"pairs to keep    : {len(wanted)}"
+          + (f"   ** {len(absent)} NOT on disk **" if absent else "   all present on disk"))
+    for name, version in absent[:10]:
+        print(f"                   missing {name}=={version}")
+    print(f"wheelhouse       : {len(files)} files, {gigabytes(files):.1f} GB")
+    for bucket in ("used", *BUCKETS):
+        entries = buckets[bucket]
+        print(f"  {bucket:<13}: {len(entries):>5} files, {gigabytes(entries):>5.2f} GB")
+    reclaimable = [p for b in BUCKETS for p in buckets[b]]
+    if reclaimable:
+        print(f"reclaimable      : {gigabytes(reclaimable):.1f} GB "
+              f"({gigabytes(reclaimable) / max(gigabytes(files), 1e-9):.0%})")
+
+    for bucket in args.delete or []:
+        entries = buckets[bucket]
+        freed = gigabytes(entries)
+        for path in entries:
+            path.unlink()
+        print(f"deleted {len(entries)} files from {bucket}, {freed:.2f} GB freed")
+
+    print(f"\nwrote {manifest}\n      {prune}")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main(sys.argv[1:]))

From f84aed00ae0f2e4c9ece98e1d528d9531181e337 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 15:40:59 +0200
Subject: [PATCH 067/100] install from wheels only, except where a flavor still
 needs an sdist

--only-binary=:all: on every build, so a package with no wheel for its target
fails there instead of quietly compiling third-party code on the build machine.
Settable per build as only_binary; 314 slimf opts out until tornado publishes
free-threaded wheels.
---
 build_winpython_meta.py      | 3 +++
 winpython/build_winpython.py | 7 +++++++
 winpython_builds.toml        | 5 +++++
 3 files changed, 15 insertions(+)

diff --git a/build_winpython_meta.py b/build_winpython_meta.py
index e90bfb74..44e3bddf 100644
--- a/build_winpython_meta.py
+++ b/build_winpython_meta.py
@@ -90,6 +90,8 @@ def run_build(build, python_versions, dry_run=False):
     wheelhousereq = must_exist(build.get("wheelhousereq", ""), build, "wheelhousereq")
     # "pip" (default, what ships) | "none" | "parallel" | "parallel-N"
     my_bytecode = build.get("bytecode", "pip")
+    # wheels only, unless a flavor still has a package with no wheel for its target
+    my_only_binary = "yes" if build.get("only_binary", True) else "no"
 
     # Get Python release info from TOML [pythons]
     py_target = my_python_target
@@ -134,6 +136,7 @@ def run_build(build, python_versions, dry_run=False):
         "--find-links", my_find_links,
         "--wheelhousereq", wheelhousereq,
         "--bytecode", my_bytecode,
+        "--only-binary", my_only_binary,
         "--create-installer", my_create_installer,
     ]
 
diff --git a/winpython/build_winpython.py b/winpython/build_winpython.py
index 90f8bdfd..9446bc58 100644
--- a/winpython/build_winpython.py
+++ b/winpython/build_winpython.py
@@ -230,6 +230,11 @@ def main():
     parser.add_argument('--log-dir', default='WinPython_build_logs', help='Directory for logs')
     parser.add_argument('--mandatory-req', help='Mandatory requirements file')
     parser.add_argument('--wheelhousereq', help='Wheelhouse requirements file')
+    parser.add_argument('--only-binary', default='yes', choices=['yes', 'no'],
+                        help="'yes' (default) installs from wheels only, so a missing "
+                             "wheel fails here instead of quietly compiling third-party "
+                             "code on the build machine; 'no' for a flavor that still "
+                             "needs an sdist fallback")
     parser.add_argument('--bytecode', default='pip',
                         help="byte-compilation: 'pip' (inline, the default and what ships), "
                              "'none' (no .pyc -- for throwaway builds such as pylock generation "
@@ -277,6 +282,8 @@ def main():
 
     no_compile, compile_jobs = parse_bytecode_mode(args.bytecode)
     pip_options = ["--force-reinstall"] + (["--no-compile"] if no_compile else [])
+    if args.only_binary == "yes":
+        pip_options.append("--only-binary=:all:")
     for label, req in [
         ("Mandatory", args.mandatory_req),
         ("Main", args.requirements),
diff --git a/winpython_builds.toml b/winpython_builds.toml
index 19f54415..f424a066 100644
--- a/winpython_builds.toml
+++ b/winpython_builds.toml
@@ -78,6 +78,11 @@ builds = ["dot", "dotf", "slim", "slimf"]
 
 [pythons."314".overrides.slimf]
 bytecode = "none"
+# tornado ships one cp39-abi3 wheel, which no free-threaded interpreter matches,
+# so this flavor alone still needs the sdist fallback. The maintainer expects
+# free-threaded wheels during the 2026-04 cycle (tornadoweb/tornado#3501):
+# drop this line then, and every build is wheels-only.
+only_binary = false
 
 # [pythons."314".overrides.slim]
 # create_installer = ".7z-mx7"

From 98b19b566b22f462d8597a6204f0f9afa681e381 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 16:03:44 +0200
Subject: [PATCH 068/100] fix the start of cycle

---
 cycles/2026_04.toml                                  |  2 +-
 ...3_14_7_1dot.toml => pylock.64-3_14_7_1dotb1.toml} |  0
 ...4-3_14_7_1dot.txt => requir.64-3_14_7_1dotb1.txt} |  0
 winpython_builds.toml                                | 12 ++++++------
 4 files changed, 7 insertions(+), 7 deletions(-)
 rename winpython/portable/cycle_2026_04/{pylock.64-3_14_7_1dot.toml => pylock.64-3_14_7_1dotb1.toml} (100%)
 rename winpython/portable/cycle_2026_04/{requir.64-3_14_7_1dot.txt => requir.64-3_14_7_1dotb1.txt} (100%)

diff --git a/cycles/2026_04.toml b/cycles/2026_04.toml
index d8052b7a..096517c3 100644
--- a/cycles/2026_04.toml
+++ b/cycles/2026_04.toml
@@ -4,7 +4,7 @@
 # is a new file rather than a copy of the workflow.
 
 cycle_dir     = "winpython/portable/cycle_2026_04"
-release_level = ""
+release_level = "b1"
 
 [pandoc]
 source = "https://github.com/jgm/pandoc/releases/download/3.1.9/pandoc-3.1.9-windows-x86_64.zip"
diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dot.toml b/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dotb1.toml
similarity index 100%
rename from winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dot.toml
rename to winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dotb1.toml
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dot.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotb1.txt
similarity index 100%
rename from winpython/portable/cycle_2026_04/requir.64-3_14_7_1dot.txt
rename to winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotb1.txt
diff --git a/winpython_builds.toml b/winpython_builds.toml
index f424a066..ac22b529 100644
--- a/winpython_builds.toml
+++ b/winpython_builds.toml
@@ -62,8 +62,8 @@ wheelhousereq = "requirements_whl.txt"
 
 [pythons."313"]
 python_target_release = "31315"
-release = "0"
-my_release_level = "b3"
+release = "1"
+my_release_level = "b1"
 builds = ["dot", "slim"]
 
 # A Python that names a requirements file its own way says so here:
@@ -72,8 +72,8 @@ builds = ["dot", "slim"]
 
 [pythons."314"]
 python_target_release = "3147"
-release = "0"
-my_release_level = "b3"
+release = "1"
+my_release_level = "b1"
 builds = ["dot", "dotf", "slim", "slimf"]
 
 [pythons."314".overrides.slimf]
@@ -89,8 +89,8 @@ only_binary = false
 
 [pythons."315"]
 python_target_release = "3150"
-release = "4"
-my_release_level = "b3"
+release = "5"
+my_release_level = "b1"
 builds = ["dot", "dotf", "slim", "slimf"]
 
 # [pythons."315".overrides.slim]

From 055e0ec9397e90a3fc2ac6a3197576822f8e546c Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 16:09:13 +0200
Subject: [PATCH 069/100] srcreq_manifest: rank lockfile levels, and keep
 staged versions

A cycle in progress has only levelled lockfiles (dotb1), so "has a level"
could not mean "superseded": rank by version then level per flavor instead.
A version newer than anything locked is now `pending`, a candidate for the
coming cycle rather than a leftover, and --delete refuses it.
---
 srcreq_manifest.py | 78 +++++++++++++++++++++++++++++++++++++++-------
 1 file changed, 66 insertions(+), 12 deletions(-)

diff --git a/srcreq_manifest.py b/srcreq_manifest.py
index ec529b52..c2d7ecd5 100644
--- a/srcreq_manifest.py
+++ b/srcreq_manifest.py
@@ -36,10 +36,31 @@
 SDIST = (".tar.gz", ".zip", ".tar.bz2")
 REQUIREMENT_FILES = ("constraints.txt", "requirements_slim.txt", "requirements_slimf.txt",
                      "dot_requirements.txt", "requirements_whl.txt", "mandatory_requirements.txt")
-# A lockfile whose name still carries a release level (b0, b1, ...) is from a
-# superseded build of its cycle; the shipped ones have none.
-SUPERSEDED_LOCK = re.compile(r"b\d+(_wheels)?\.toml$")
-BUCKETS = ("superseded", "dead", "unparsed")
+# A cycle accumulates lockfiles as it converges: several Python patch levels
+# (3_13_13_1, 3_13_14_0, 3_13_15_0) and several release levels (b0, b1, ... then
+# none once it ships). Only the newest per flavor counts, so rank rather than
+# exclude -- a cycle still in progress has nothing but levelled files.
+LOCK_NAME = re.compile(
+    r"^pylock\.64-(?P<ver>\d+(?:_\d+)+?)(?P<flavor>[a-z]+?)(?:b(?P<level>\d+))?"
+    r"(?P<wheels>_wheels)?\.toml$"
+)
+# What a prune may take. `pending` is deliberately absent: a version newer than
+# anything locked is a candidate staged for the next cycle, not leftovers.
+PRUNABLE = ("superseded", "dead", "unparsed")
+REPORTED = ("used", "pending", *PRUNABLE)
+
+
+def version_key(text: str):
+    """Sortable version key, tolerating anything unparseable."""
+    try:
+        from packaging.version import InvalidVersion, Version
+        try:
+            return (1, Version(text))
+        except InvalidVersion:
+            pass
+    except ImportError:
+        pass
+    return (0, tuple(int(p) if p.isdigit() else p for p in re.split(r"[._-]", text)))
 
 
 def normalize(name: str) -> str:
@@ -75,10 +96,30 @@ def parse_filename(path: Path, known: set[str]) -> tuple[str, str] | None:
     return (normalize(match.group(1)), match.group(2)) if match else None
 
 
+def newest_locks(cycle_dirs: list[Path]) -> list[Path]:
+    """The newest lockfile per (cycle, Python minor, flavor).
+
+    Ranked by version then release level, with an absent level ranking highest
+    because that is the one a cycle ships.
+    """
+    best: dict[tuple, tuple[tuple, Path]] = {}
+    for directory in cycle_dirs:
+        for path in directory.glob("pylock.*.toml"):
+            match = LOCK_NAME.match(path.name)
+            if match is None:
+                continue
+            parts = tuple(int(n) for n in match["ver"].split("_"))
+            level = float(match["level"]) if match["level"] else float("inf")
+            key = (directory, parts[:2], match["flavor"], match["wheels"] or "")
+            rank = (parts, level)
+            if key not in best or rank > best[key][0]:
+                best[key] = (rank, path)
+    return sorted(path for _, path in best.values())
+
+
 def read_locks(cycle_dirs: list[Path]) -> tuple[dict, dict, list[Path]]:
     """Artifacts the shipped lockfiles install, and which were built from sdist."""
-    locks = sorted(p for d in cycle_dirs for p in d.glob("pylock.*.toml")
-                   if not SUPERSEDED_LOCK.search(p.name))
+    locks = newest_locks(cycle_dirs)
     wanted: dict[tuple[str, str], set[str]] = defaultdict(set)
     from_sdist: dict[tuple[str, str], set[str]] = defaultdict(set)
     for lock in locks:
@@ -123,7 +164,7 @@ def main(argv: list[str]) -> int:
                              "defaults to the two newest under winpython/portable")
     parser.add_argument("--repo", type=Path, default=Path("."))
     parser.add_argument("--out", type=Path, default=Path("."))
-    parser.add_argument("--delete", choices=BUCKETS, action="append", dest="delete",
+    parser.add_argument("--delete", choices=PRUNABLE, action="append", dest="delete",
                         help="remove the files in this bucket; repeatable")
     args = parser.parse_args(argv)
 
@@ -141,6 +182,11 @@ def main(argv: list[str]) -> int:
         print(f"no lockfiles found under {', '.join(map(str, cycles))}", file=sys.stderr)
         return 2
     live = {name for name, _ in wanted} | read_declared(args.repo)
+    newest_locked: dict[str, tuple] = {}
+    for name, version in wanted:
+        key = version_key(version)
+        if name not in newest_locked or key > newest_locked[name]:
+            newest_locked[name] = key
 
     files = sorted(p for p in args.srcreq.iterdir() if p.is_file())
     buckets: dict[str, list[Path]] = defaultdict(list)
@@ -152,8 +198,15 @@ def main(argv: list[str]) -> int:
             continue
         labels[path] = parsed
         name, version = parsed
-        buckets["used" if (name, version) in wanted
-                else "superseded" if name in live else "dead"].append(path)
+        if (name, version) in wanted:
+            bucket = "used"
+        elif name not in live:
+            bucket = "dead"
+        elif name in newest_locked and version_key(version) > newest_locked[name]:
+            bucket = "pending"
+        else:
+            bucket = "superseded"
+        buckets[bucket].append(path)
 
     on_disk = set(labels.values())
     absent = sorted(set(wanted) - on_disk)
@@ -186,6 +239,7 @@ def main(argv: list[str]) -> int:
     reasons = {
         "superseded": "older version of a package still in use",
         "dead": "no lockfile and no requirement file names this project",
+        "pending": "newer than anything locked -- staged for a coming cycle, NOT listed",
         "unparsed": "not a wheel or sdist name -- look before removing",
     }
     lines = [
@@ -196,7 +250,7 @@ def main(argv: list[str]) -> int:
         "# Safe to remove: every pylock is in git, so any past distribution refetches",
         "# with pip download --require-hashes. Remove with --delete <bucket>.",
     ]
-    for bucket in BUCKETS:
+    for bucket in PRUNABLE:
         if entries := buckets[bucket]:
             lines += ["", f"# --- {bucket}: {reasons[bucket]}",
                       f"# {len(entries)} files, {gigabytes(entries):.2f} GB", ""]
@@ -209,10 +263,10 @@ def main(argv: list[str]) -> int:
     for name, version in absent[:10]:
         print(f"                   missing {name}=={version}")
     print(f"wheelhouse       : {len(files)} files, {gigabytes(files):.1f} GB")
-    for bucket in ("used", *BUCKETS):
+    for bucket in REPORTED:
         entries = buckets[bucket]
         print(f"  {bucket:<13}: {len(entries):>5} files, {gigabytes(entries):>5.2f} GB")
-    reclaimable = [p for b in BUCKETS for p in buckets[b]]
+    reclaimable = [p for b in PRUNABLE for p in buckets[b]]
     if reclaimable:
         print(f"reclaimable      : {gigabytes(reclaimable):.1f} GB "
               f"({gigabytes(reclaimable) / max(gigabytes(files), 1e-9):.0%})")

From 65f53ac3a71f71f4e66bbe08f0cc7a725d77e201 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 16:20:56 +0200
Subject: [PATCH 070/100] further proof test

---
 .../pylock.64-3_14_7_1dotfb1.toml             | 90 +++++++++++++++++++
 .../requir.64-3_14_7_1dotfb1.txt              | 16 ++++
 2 files changed, 106 insertions(+)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dotfb1.toml
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotfb1.txt

diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dotfb1.toml b/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dotfb1.toml
new file mode 100644
index 00000000..ef96e8e8
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dotfb1.toml
@@ -0,0 +1,90 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
+name = "build"
+version = "1.5.0"
+
+[[packages.wheels]]
+name = "build-1.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/0d/fe/6bea5c9162869c5beba5d9c8abbed835ec85bf1ec1fba05a3822325c45f3/build-1.5.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f"
+
+[[packages]]
+name = "colorama"
+version = "0.4.6"
+
+[[packages.wheels]]
+name = "colorama-0.4.6-py2.py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
+
+[[packages]]
+name = "packaging"
+version = "26.2"
+
+[[packages.wheels]]
+name = "packaging-26.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e"
+
+[[packages]]
+name = "pyproject-hooks"
+version = "1.2.0"
+
+[[packages.wheels]]
+name = "pyproject_hooks-1.2.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913"
+
+[[packages]]
+name = "setuptools"
+version = "83.0.0"
+
+[[packages.wheels]]
+name = "setuptools-83.0.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/5d/40/e1e72872c6354b306daef1703549e8e83b4d43cfea356311bf722a043752/setuptools-83.0.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3"
+
+[[packages]]
+name = "sqlite-bro"
+version = "1.3.2"
+
+[[packages.wheels]]
+name = "sqlite_bro-1.3.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/17/ce/51e2a8e3e11cfd7f8dffcdbbf080721322a1ad62533b58ebc26162a16038/sqlite_bro-1.3.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034"
+
+[[packages]]
+name = "wheel"
+version = "0.47.0"
+
+[[packages.wheels]]
+name = "wheel-0.47.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/87/1b/9e33c09813d65e248f7f773119148a612516a4bea93e9c6f545f78455b7c/wheel-0.47.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
+
+[[packages]]
+name = "wppm"
+version = "17.12.20260816"
+
+[[packages.wheels]]
+name = "wppm-17.12.20260816-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/7a/b9/82f5e3fc98810e8349fb26b89cb36619f3f8f09f46796516b2c19cd62bf5/wppm-17.12.20260816-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0"
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotfb1.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotfb1.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotfb1.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0

From 9868c5f6f9633ac50b80efb7ee5c8877c33152b4 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 16:32:01 +0200
Subject: [PATCH 071/100] check_updates.py: which updates are worth taking

Reads a lockfile and asks PyPI two questions per package: does the installed
version have an advisory, and has anything newer stood long enough to be worth
the risk of an upgrade. Groups the answers as security / ready / too new, and
writes the ready ones as constraint lines to paste.
---
 check_updates.py | 220 +++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 220 insertions(+)
 create mode 100644 check_updates.py

diff --git a/check_updates.py b/check_updates.py
new file mode 100644
index 00000000..68211b1a
--- /dev/null
+++ b/check_updates.py
@@ -0,0 +1,220 @@
+"""Which updates to a built set are worth taking, and which are not yet.
+
+    python check_updates.py                          # newest 3.14 slim lockfile
+    python check_updates.py --lock <pylock.toml> --min-days 21
+
+Answers the two questions that otherwise mean reading `pip list -o` by eye:
+
+  security   the installed version has an advisory. Always shown, whatever its
+             age, with the version that fixes it.
+  ready      something newer exists, it has stood at least --min-days without
+             being replaced, it is not yanked, and it still has a wheel for
+             this target. Standing unpatched is the free half of "the ecosystem
+             moved to it"; the download half needs an API key and is not here.
+  too new    newer exists but has not aged yet -- shown with the wait left, so
+             a version that is nearly ripe is not silently dropped.
+
+Everything comes from PyPI's public JSON: two calls per package, no key. The
+installed set comes from a lockfile, so this describes a distribution that was
+actually built rather than whatever is installed here.
+"""
+from __future__ import annotations
+
+import argparse
+import json
+import re
+import sys
+import time
+import tomllib
+import urllib.error
+import urllib.request
+from concurrent.futures import ThreadPoolExecutor
+from datetime import datetime, timezone
+from pathlib import Path
+
+PYPI = "https://pypi.org/pypi"
+TIMEOUT = 30
+PRERELEASE = re.compile(r"(a|b|rc|dev)\d", re.I)
+
+
+def version_key(text: str):
+    """Sortable version key, tolerating anything unparseable."""
+    try:
+        from packaging.version import InvalidVersion, Version
+        try:
+            return (1, Version(text))
+        except InvalidVersion:
+            pass
+    except ImportError:
+        pass
+    return (0, tuple(int(p) if p.isdigit() else p for p in re.split(r"[._-]", text)))
+
+
+def is_prerelease(text: str) -> bool:
+    try:
+        from packaging.version import InvalidVersion, Version
+        try:
+            return Version(text).is_prerelease
+        except InvalidVersion:
+            pass
+    except ImportError:
+        pass
+    return bool(PRERELEASE.search(text))
+
+
+def fetch(url: str, attempts: int = 3):
+    """PyPI JSON, retried: one dropped connection must not read as 'no such package'."""
+    for attempt in range(attempts):
+        try:
+            with urllib.request.urlopen(url, timeout=TIMEOUT) as response:
+                return json.load(response)
+        except urllib.error.HTTPError as exc:
+            if exc.code == 404:
+                return None
+        except (urllib.error.URLError, TimeoutError, json.JSONDecodeError, OSError):
+            pass
+        if attempt + 1 < attempts:
+            time.sleep(1 + attempt)
+    return None
+
+
+def released(files: list[dict]) -> datetime | None:
+    stamps = [f["upload_time_iso_8601"] for f in files if f.get("upload_time_iso_8601")]
+    if not stamps:
+        return None
+    return datetime.fromisoformat(min(stamps).replace("Z", "+00:00"))
+
+
+def wheel_note(files: list[dict], target: str) -> str:
+    """How this release covers the target interpreter, e.g. cp314 or cp314t."""
+    names = [f["filename"] for f in files if f["filename"].endswith(".whl")]
+    if not names:
+        return "sdist only"
+    if any(f"-{target}-" in n and "win_amd64" in n for n in names):
+        return "wheel"
+    if any("abi3" in n and "win_amd64" in n for n in names):
+        return "abi3" if target.endswith("t") else "wheel"
+    if any("py3-none-any" in n or "py2.py3-none-any" in n for n in names):
+        return "pure"
+    return "no win wheel"
+
+
+def inspect(name: str, installed: str, target: str, now: datetime) -> dict:
+    row = {"name": name, "installed": installed, "state": "unknown",
+           "candidate": "", "days": 0, "since": 0, "wheels": "", "note": ""}
+
+    meta = fetch(f"{PYPI}/{name}/json")
+    vuln = fetch(f"{PYPI}/{name}/{installed}/json")
+    if meta is None:
+        row["note"] = "not on PyPI (or fetch failed)"
+        return row
+
+    advisories = (vuln or {}).get("vulnerabilities") or []
+    releases = meta.get("releases", {})
+    usable = {v: f for v, f in releases.items()
+              if f and not is_prerelease(v) and not all(x.get("yanked") for x in f)}
+    newer = {v: f for v, f in usable.items() if version_key(v) > version_key(installed)}
+
+    if advisories:
+        fixes = sorted({v for a in advisories for v in (a.get("fixed_in") or [])},
+                       key=version_key)
+        row["state"] = "security"
+        row["candidate"] = next((v for v in fixes if version_key(v) > version_key(installed)),
+                                max(newer, key=version_key) if newer else "")
+        if not row["candidate"]:
+            row["note"] = "NO FIXED VERSION PUBLISHED -- "
+        row["note"] += ", ".join(sorted({a.get("id", "?") for a in advisories}))[:70]
+    elif not newer:
+        row["state"] = "current"
+        return row
+    else:
+        row["candidate"] = max(newer, key=version_key)
+        row["state"] = "ready"
+
+    if row["candidate"] and row["candidate"] in releases:
+        when = released(releases[row["candidate"]])
+        if when:
+            row["days"] = (now - when).days
+        row["wheels"] = wheel_note(releases[row["candidate"]], target)
+    row["since"] = len(newer)
+    return row
+
+
+def main(argv: list[str]) -> int:
+    parser = argparse.ArgumentParser(description=__doc__,
+                                     formatter_class=argparse.RawDescriptionHelpFormatter)
+    parser.add_argument("--lock", type=Path, help="pylock.toml describing the built set")
+    parser.add_argument("--target", default="cp314", help="interpreter tag to check wheels for")
+    parser.add_argument("--min-days", type=int, default=21,
+                        help="how long a release must have stood to count as ready")
+    parser.add_argument("--jobs", type=int, default=12)
+    parser.add_argument("--out", type=Path, default=Path("."))
+    args = parser.parse_args(argv)
+
+    lock = args.lock
+    if lock is None:
+        candidates = sorted(Path("winpython/portable").glob("cycle_*/pylock.64-*slim*.toml"))
+        if not candidates:
+            print("no slim lockfile found; pass --lock", file=sys.stderr)
+            return 2
+        lock = candidates[-1]
+    if not lock.is_file():
+        print(f"no such lockfile: {lock}", file=sys.stderr)
+        return 2
+
+    data = tomllib.loads(lock.read_text(encoding="utf-8"))
+    installed = {p["name"]: p["version"] for p in data.get("packages", [])}
+    now = datetime.now(timezone.utc)
+    print(f"{lock.name}: {len(installed)} packages, target {args.target}, "
+          f"ripe at {args.min_days} days\nquerying PyPI...", flush=True)
+
+    with ThreadPoolExecutor(max_workers=args.jobs) as pool:
+        rows = list(pool.map(lambda kv: inspect(*kv, args.target, now), installed.items()))
+
+    for row in rows:
+        if row["state"] == "ready" and row["days"] < args.min_days:
+            row["state"] = "too new"
+
+    order = {"security": 0, "ready": 1, "too new": 2, "unknown": 3, "current": 4}
+    rows.sort(key=lambda r: (order[r["state"]], -r["days"], r["name"]))
+    groups = {s: [r for r in rows if r["state"] == s] for s in order}
+
+    lines = [f"# update review for {lock.name}, generated {now:%Y-%m-%d}",
+             f"# {len(installed)} packages; ready = stood {args.min_days}+ days unreplaced",
+             "#",
+             "# Data lines are constraint bumps, ready to paste; everything else is a",
+             "# comment. 'since' counts releases published after the installed one --",
+             "# a high count means the project moves fast, not that this one is risky.",
+             ""]
+    for state, title in (("security", "SECURITY -- advisory against the installed version"),
+                         ("ready", "READY -- aged, unreplaced, still has a wheel"),
+                         ("too new", "TOO NEW -- revisit when aged"),
+                         ("unknown", "COULD NOT CHECK")):
+        entries = groups[state]
+        lines += ["", f"# --- {title}  ({len(entries)})"]
+        if not entries:
+            lines += ["#   none"]
+            continue
+        for r in entries:
+            detail = f"{r['installed']} -> {r['candidate']}, {r['days']}d, {r['wheels']}"
+            if r["since"] > 1:
+                detail += f", {r['since']} releases since"
+            if r["note"]:
+                detail += f", {r['note']}"
+            prefix = "" if state in ("security", "ready") else "# "
+            lines += [f"{prefix}{r['name']}>={r['candidate']}   # {detail}"
+                      if r["candidate"] else f"# {r['name']}   # {detail}"]
+
+    out = args.out / f"updates.{lock.stem.replace('pylock.', '')}.txt"
+    out.write_text("\n".join(lines) + "\n", encoding="utf-8", newline="\n")
+
+    for state in order:
+        print(f"  {state:<9}: {len(groups[state]):>4}")
+    for r in groups["security"]:
+        print(f"    SECURITY {r['name']} {r['installed']} -> {r['candidate']}  {r['note']}")
+    print(f"\nwrote {out}")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main(sys.argv[1:]))

From ff21b236e2c3f541d3853446e82ae3a74dea7da4 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 18:14:02 +0200
Subject: [PATCH 072/100] check_updates: do not propose a bump the set already
 forbids

Each package's own metadata carries the caps, extras included, and that is the
kind hardest to see by hand: absent from constraints.txt, from pip list -o, and
from a reverse tree evaluated with no extra set. Report them as blocked, naming
the capping package, whoever asked for it, and whether the gating extra is
requested at all.
---
 check_updates.py | 72 ++++++++++++++++++++++++++++++++++++++++++++++--
 1 file changed, 69 insertions(+), 3 deletions(-)

diff --git a/check_updates.py b/check_updates.py
index 68211b1a..ecc79a5e 100644
--- a/check_updates.py
+++ b/check_updates.py
@@ -34,6 +34,7 @@
 
 PYPI = "https://pypi.org/pypi"
 TIMEOUT = 30
+QUOTES = "\"'"
 PRERELEASE = re.compile(r"(a|b|rc|dev)\d", re.I)
 
 
@@ -101,7 +102,8 @@ def wheel_note(files: list[dict], target: str) -> str:
 
 def inspect(name: str, installed: str, target: str, now: datetime) -> dict:
     row = {"name": name, "installed": installed, "state": "unknown",
-           "candidate": "", "days": 0, "since": 0, "wheels": "", "note": ""}
+           "candidate": "", "days": 0, "since": 0, "wheels": "", "note": "",
+           "requires": []}
 
     meta = fetch(f"{PYPI}/{name}/json")
     vuln = fetch(f"{PYPI}/{name}/{installed}/json")
@@ -109,6 +111,7 @@ def inspect(name: str, installed: str, target: str, now: datetime) -> dict:
         row["note"] = "not on PyPI (or fetch failed)"
         return row
 
+    row["requires"] = ((vuln or {}).get("info") or {}).get("requires_dist") or []
     advisories = (vuln or {}).get("vulnerabilities") or []
     releases = meta.get("releases", {})
     usable = {v: f for v, f in releases.items()
@@ -140,6 +143,42 @@ def inspect(name: str, installed: str, target: str, now: datetime) -> dict:
     return row
 
 
+def caps_from(rows: list[dict]) -> dict[str, list[tuple]]:
+    """Who caps whom, extras included.
+
+    A cap hidden behind an extra is the kind that is hardest to see by hand --
+    it is absent from constraints.txt, from `pip list -o`, and from a reverse
+    dependency tree that evaluates markers with no extra set. It is exactly the
+    kind that quietly holds a package down, so record it and say who.
+    """
+    try:
+        from packaging.requirements import InvalidRequirement, Requirement
+    except ImportError:
+        return {}
+    caps: dict[str, list[tuple]] = {}
+    for row in rows:
+        for text in row["requires"]:
+            try:
+                requirement = Requirement(text)
+            except InvalidRequirement:
+                continue
+            if not requirement.specifier:
+                continue
+            marker = str(requirement.marker) if requirement.marker else ""
+            extra = ""
+            if "extra" in marker:
+                # markers stringify as: extra == "autopep8"
+                extra = marker.split("==")[-1].strip().strip(QUOTES) if "==" in marker else "?"
+            caps.setdefault(normalize(requirement.name), []).append(
+                (row["name"], row["installed"], requirement.specifier, extra,
+                 set(requirement.extras)))
+    return caps
+
+
+def normalize(name: str) -> str:
+    return re.sub(r"[-_.]+", "-", name).lower()
+
+
 def main(argv: list[str]) -> int:
     parser = argparse.ArgumentParser(description=__doc__,
                                      formatter_class=argparse.RawDescriptionHelpFormatter)
@@ -171,11 +210,37 @@ def main(argv: list[str]) -> int:
     with ThreadPoolExecutor(max_workers=args.jobs) as pool:
         rows = list(pool.map(lambda kv: inspect(*kv, args.target, now), installed.items()))
 
+    caps = caps_from(rows)
     for row in rows:
         if row["state"] == "ready" and row["days"] < args.min_days:
             row["state"] = "too new"
-
-    order = {"security": 0, "ready": 1, "too new": 2, "unknown": 3, "current": 4}
+        if row["state"] in ("ready", "security") and row["candidate"]:
+            blockers = [(who, ver, spec, extra)
+                        for who, ver, spec, extra, _ in caps.get(normalize(row["name"]), [])
+                        if not spec.contains(row["candidate"], prereleases=True)]
+            if blockers:
+                who, ver, spec, extra = blockers[0]
+                row["state"] = "blocked"
+                via = f"[{extra}]" if extra else ""
+                # one hop further: the capping package is rarely the one to argue
+                # with -- name whoever asked for it, since that is what must change.
+                # When the cap is gated on an extra, only a dependant that asked
+                # for that extra actually triggers it.
+                asked = [w for w, _, _, _, extras in caps.get(normalize(who), [])
+                         if w.lower() != row["name"].lower()
+                         and (not extra or extra in extras)]
+                if asked:
+                    origin = f", pulled in by {asked[0]}"
+                elif extra:
+                    # nothing in the set asks for that extra, so the cap is
+                    # declared but probably inert -- worth checking, not obeying
+                    origin = f", but nothing requests [{extra}] -- may not bind"
+                else:
+                    origin = ""
+                row["note"] = (f"capped by {who} {ver}{via} requiring {row['name']}{spec}{origin}"
+                               + (f" -- {row['note']}" if row["note"] else ""))
+
+    order = {"security": 0, "ready": 1, "blocked": 2, "too new": 3, "unknown": 4, "current": 5}
     rows.sort(key=lambda r: (order[r["state"]], -r["days"], r["name"]))
     groups = {s: [r for r in rows if r["state"] == s] for s in order}
 
@@ -188,6 +253,7 @@ def main(argv: list[str]) -> int:
              ""]
     for state, title in (("security", "SECURITY -- advisory against the installed version"),
                          ("ready", "READY -- aged, unreplaced, still has a wheel"),
+                         ("blocked", "BLOCKED -- something in the set caps it"),
                          ("too new", "TOO NEW -- revisit when aged"),
                          ("unknown", "COULD NOT CHECK")):
         entries = groups[state]

From d75087c89182ffe766248590c6dc6de91fcd2fe8 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 18:38:06 +0200
Subject: [PATCH 073/100] don't want to second guess

---
 requirements_slim.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_slim.txt b/requirements_slim.txt
index 8ff9d235..345aa1a6 100644
--- a/requirements_slim.txt
+++ b/requirements_slim.txt
@@ -69,7 +69,7 @@ prince
 psycopg2
 ptpython
 pybind11
-pydantic-ai-slim[a2a,anthropic,cli,cohere,evals,google,groq,mcp,mistral,openai,vertexai]==1.106.0
+pydantic-ai-slim[a2a,anthropic,cli,cohere,evals,google,groq,mcp,openai,vertexai]==1.106.0
 pympler
 pyodbc
 pyomo
@@ -134,7 +134,7 @@ yt_dlp
 #jupyterlab  # <- jupyter
 #markdownify  # <- markitdown
 #matplotlib  # <- ipympl, missingno, mlxtend, mpld3, plotnine, ...
-#mistralai  # <- pydantic-ai-slim
+#mistralai  # mistralai get security problematic crpytography-47
 #networkx  # <- PlotPy, scikit-image
 #numba  # <- datashader, quantecon, umap-learn
 #numpy  # <- baresql, clarabel, cvxpy, dask, datashader, ...

From 519074c97cddf41d3221c414a82936275b938e04 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 30 Aug 2026 23:31:27 +0200
Subject: [PATCH 074/100] check_updates: three ways a pin gets held down, all
 checked

A security candidate is now the first release with no advisory of its own, not
the minimum the advisories claim as fixed -- pypdf's claimed fix still carried
25. Version caps are ranked so an unconditional one is reported ahead of an
inert extra-gated one, and a blocked security fix stays under security rather
than being filed away. New: a candidate whose dependencies the wheelhouse
cannot supply, which is how a local build silently keeps the old version.
---
 check_updates.py | 298 +++++++++++++++++++++++++++++++++--------------
 1 file changed, 209 insertions(+), 89 deletions(-)

diff --git a/check_updates.py b/check_updates.py
index ecc79a5e..30a19d82 100644
--- a/check_updates.py
+++ b/check_updates.py
@@ -1,22 +1,35 @@
 """Which updates to a built set are worth taking, and which are not yet.
 
     python check_updates.py                          # newest 3.14 slim lockfile
-    python check_updates.py --lock <pylock.toml> --min-days 21
+    python check_updates.py --lock <pylock.toml> --target cp314 --min-days 21
 
-Answers the two questions that otherwise mean reading `pip list -o` by eye:
+Answers the questions that otherwise mean reading `pip list -o` by eye:
 
   security   the installed version has an advisory. Always shown, whatever its
-             age, with the version that fixes it.
+             age, and the version offered is the first one with **no** advisory
+             of its own -- the minimum `fixed_in` often carries later ones.
   ready      something newer exists, it has stood at least --min-days without
-             being replaced, it is not yanked, and it still has a wheel for
-             this target. Standing unpatched is the free half of "the ecosystem
+             being replaced, it is not yanked, it still has a wheel for this
+             target, nothing in the set caps it, and the wheelhouse holds what
+             it needs. Standing unpatched is the free half of "the ecosystem
              moved to it"; the download half needs an API key and is not here.
-  too new    newer exists but has not aged yet -- shown with the wait left, so
-             a version that is nearly ripe is not silently dropped.
-
-Everything comes from PyPI's public JSON: two calls per package, no key. The
-installed set comes from a lockfile, so this describes a distribution that was
-actually built rather than whatever is installed here.
+  blocked    something in the set requires a version range that excludes it.
+  needs      nothing forbids it, but the wheelhouse lacks a dependency it wants,
+             so a local build would quietly backtrack to the old version.
+  too new    newer exists but has not aged yet, shown with the wait left.
+
+A pinned version gets held down in three different ways, and all three are
+checked here because each is invisible to a different tool:
+
+  * an unconditional cap, e.g. msal -> cryptography<49. Visible in metadata.
+  * a cap behind an extra, e.g. spyder -> python-lsp-server[all] -> autopep8
+    <2.1.0. Absent from constraints.txt, from `pip list -o`, and from a reverse
+    dependency tree evaluated with no extra set.
+  * a dependency missing from the wheelhouse. Since a local build resolves with
+    --no-index --find-links, pip silently backtracks until the requirements can
+    be met, and nothing anywhere reports a conflict.
+
+Everything comes from PyPI's public JSON, no key needed.
 """
 from __future__ import annotations
 
@@ -36,6 +49,20 @@
 TIMEOUT = 30
 QUOTES = "\"'"
 PRERELEASE = re.compile(r"(a|b|rc|dev)\d", re.I)
+# How far past the first claimed fix to look for a release with no advisory.
+# A busy project can put a dozen releases between the two -- pypdf needed
+# eleven -- and stopping short offers a version that is still vulnerable.
+CLEAN_PROBES = 24
+
+try:
+    from packaging.requirements import InvalidRequirement, Requirement
+except ImportError:
+    Requirement = None
+
+
+def normalize(name: str) -> str:
+    """PEP 503 normalized project name."""
+    return re.sub(r"[-_.]+", "-", name).lower()
 
 
 def version_key(text: str):
@@ -81,9 +108,7 @@ def fetch(url: str, attempts: int = 3):
 
 def released(files: list[dict]) -> datetime | None:
     stamps = [f["upload_time_iso_8601"] for f in files if f.get("upload_time_iso_8601")]
-    if not stamps:
-        return None
-    return datetime.fromisoformat(min(stamps).replace("Z", "+00:00"))
+    return datetime.fromisoformat(min(stamps).replace("Z", "+00:00")) if stamps else None
 
 
 def wheel_note(files: list[dict], target: str) -> str:
@@ -100,10 +125,30 @@ def wheel_note(files: list[dict], target: str) -> str:
     return "no win wheel"
 
 
+def first_clean(name: str, ordered: list[str], start: str) -> tuple[str, str]:
+    """The first release at or above `start` with no advisory of its own.
+
+    The minimum version in an advisory's `fixed_in` only fixes what was filed
+    against the *installed* version; later advisories are commonly filed against
+    it in turn. pypdf 6.10.2 carried 29, its claimed fix 6.12.0 still carried 25,
+    and the first clean release was 6.15.0.
+    """
+    probes = [v for v in ordered if version_key(v) >= version_key(start)][:CLEAN_PROBES]
+    for version in probes:
+        data = fetch(f"{PYPI}/{name}/{version}/json")
+        if data is None:
+            continue
+        if not (data.get("vulnerabilities") or []):
+            return version, ""
+    if probes:
+        return probes[-1], f"still has advisories at {probes[-1]}"
+    return start, ""
+
+
 def inspect(name: str, installed: str, target: str, now: datetime) -> dict:
-    row = {"name": name, "installed": installed, "state": "unknown",
-           "candidate": "", "days": 0, "since": 0, "wheels": "", "note": "",
-           "requires": []}
+    row = {"name": name, "installed": installed, "state": "unknown", "candidate": "",
+           "days": 0, "since": 0, "wheels": "", "note": "", "requires": [],
+           "candidate_requires": [], "missing": []}
 
     meta = fetch(f"{PYPI}/{name}/json")
     vuln = fetch(f"{PYPI}/{name}/{installed}/json")
@@ -116,22 +161,28 @@ def inspect(name: str, installed: str, target: str, now: datetime) -> dict:
     releases = meta.get("releases", {})
     usable = {v: f for v, f in releases.items()
               if f and not is_prerelease(v) and not all(x.get("yanked") for x in f)}
-    newer = {v: f for v, f in usable.items() if version_key(v) > version_key(installed)}
+    newer = sorted((v for v in usable if version_key(v) > version_key(installed)),
+                   key=version_key)
 
     if advisories:
+        row["state"] = "security"
         fixes = sorted({v for a in advisories for v in (a.get("fixed_in") or [])},
                        key=version_key)
-        row["state"] = "security"
-        row["candidate"] = next((v for v in fixes if version_key(v) > version_key(installed)),
-                                max(newer, key=version_key) if newer else "")
-        if not row["candidate"]:
+        claimed = next((v for v in fixes if version_key(v) > version_key(installed)),
+                       newer[-1] if newer else "")
+        if claimed:
+            # do not stop at the claimed fix -- it often carries later advisories
+            row["candidate"], caveat = first_clean(name, newer, claimed)
+            if caveat:
+                row["note"] = caveat + " -- "
+        else:
             row["note"] = "NO FIXED VERSION PUBLISHED -- "
         row["note"] += ", ".join(sorted({a.get("id", "?") for a in advisories}))[:70]
     elif not newer:
         row["state"] = "current"
         return row
     else:
-        row["candidate"] = max(newer, key=version_key)
+        row["candidate"] = newer[-1]
         row["state"] = "ready"
 
     if row["candidate"] and row["candidate"] in releases:
@@ -139,44 +190,72 @@ def inspect(name: str, installed: str, target: str, now: datetime) -> dict:
         if when:
             row["days"] = (now - when).days
         row["wheels"] = wheel_note(releases[row["candidate"]], target)
+        info = fetch(f"{PYPI}/{name}/{row['candidate']}/json") or {}
+        row["candidate_requires"] = (info.get("info") or {}).get("requires_dist") or []
     row["since"] = len(newer)
     return row
 
 
-def caps_from(rows: list[dict]) -> dict[str, list[tuple]]:
-    """Who caps whom, extras included.
+def parse_requires(texts: list[str]):
+    """(Requirement, gating extra) for each parseable entry."""
+    if Requirement is None:
+        return
+    for text in texts:
+        try:
+            requirement = Requirement(text)
+        except InvalidRequirement:
+            continue
+        marker = str(requirement.marker) if requirement.marker else ""
+        extra = ""
+        if "extra" in marker:
+            # markers stringify as: extra == "autopep8"
+            extra = marker.split("==")[-1].strip().strip(QUOTES) if "==" in marker else "?"
+        yield requirement, extra
+
 
-    A cap hidden behind an extra is the kind that is hardest to see by hand --
-    it is absent from constraints.txt, from `pip list -o`, and from a reverse
-    dependency tree that evaluates markers with no extra set. It is exactly the
-    kind that quietly holds a package down, so record it and say who.
+def target_environment(target: str) -> dict[str, str]:
+    """A marker environment for the interpreter being built, on Windows.
+
+    Without this, a dependency gated on an old python_version -- redis wanting
+    async-timeout below 3.11.3, say -- reads as missing when the target will
+    never ask for it.
     """
+    match = re.match(r"cp(\d)(\d+)t?$", target)
+    version = f"{match.group(1)}.{match.group(2)}" if match else "3.14"
+    return {"python_version": version, "python_full_version": f"{version}.0",
+            "sys_platform": "win32", "platform_system": "Windows",
+            "platform_machine": "AMD64", "os_name": "nt",
+            "implementation_name": "cpython", "platform_python_implementation": "CPython"}
+
+
+def wanted_here(requirement, extra: str, environment: dict) -> bool:
+    """Does this requirement apply to the interpreter we are building for?"""
+    if requirement.marker is None:
+        return True
     try:
-        from packaging.requirements import InvalidRequirement, Requirement
-    except ImportError:
-        return {}
-    caps: dict[str, list[tuple]] = {}
-    for row in rows:
-        for text in row["requires"]:
-            try:
-                requirement = Requirement(text)
-            except InvalidRequirement:
-                continue
-            if not requirement.specifier:
-                continue
-            marker = str(requirement.marker) if requirement.marker else ""
-            extra = ""
-            if "extra" in marker:
-                # markers stringify as: extra == "autopep8"
-                extra = marker.split("==")[-1].strip().strip(QUOTES) if "==" in marker else "?"
-            caps.setdefault(normalize(requirement.name), []).append(
-                (row["name"], row["installed"], requirement.specifier, extra,
-                 set(requirement.extras)))
-    return caps
+        return bool(requirement.marker.evaluate({**environment, "extra": extra}))
+    except Exception:
+        return True
 
 
-def normalize(name: str) -> str:
-    return re.sub(r"[-_.]+", "-", name).lower()
+def survey(rows: list[dict]) -> tuple[dict, dict]:
+    """Version caps declared anywhere in the set, and which extras are asked for."""
+    caps: dict[str, list[tuple]] = {}
+    wanted_extras: dict[str, set[str]] = {}
+    for row in rows:
+        for requirement, extra in parse_requires(row["requires"]):
+            key = normalize(requirement.name)
+            # Only an unconditionally active requirement really asks for an
+            # extra. A gated one does not -- and packages routinely declare
+            # `self[test]; extra == "all"`, which would otherwise make every
+            # development extra look like part of the distribution.
+            if requirement.extras and not extra:
+                wanted_extras.setdefault(key, set()).update(requirement.extras)
+            if requirement.specifier:
+                caps.setdefault(key, []).append(
+                    (row["name"], row["installed"], requirement.specifier, extra,
+                     set(requirement.extras)))
+    return caps, wanted_extras
 
 
 def main(argv: list[str]) -> int:
@@ -186,61 +265,98 @@ def main(argv: list[str]) -> int:
     parser.add_argument("--target", default="cp314", help="interpreter tag to check wheels for")
     parser.add_argument("--min-days", type=int, default=21,
                         help="how long a release must have stood to count as ready")
+    parser.add_argument("--wheelhouse", type=Path, default=Path(r"C:\WinP\packages.srcreq"),
+                        help="local index a build resolves against; '' to skip that check")
     parser.add_argument("--jobs", type=int, default=12)
     parser.add_argument("--out", type=Path, default=Path("."))
     args = parser.parse_args(argv)
 
     lock = args.lock
     if lock is None:
-        candidates = sorted(Path("winpython/portable").glob("cycle_*/pylock.64-*slim*.toml"))
-        if not candidates:
+        found = sorted(Path("winpython/portable").glob("cycle_*/pylock.64-*slim*.toml"))
+        if not found:
             print("no slim lockfile found; pass --lock", file=sys.stderr)
             return 2
-        lock = candidates[-1]
+        lock = found[-1]
     if not lock.is_file():
         print(f"no such lockfile: {lock}", file=sys.stderr)
         return 2
 
+    available: set[str] = set()
+    if args.wheelhouse and str(args.wheelhouse) and args.wheelhouse.is_dir():
+        for path in args.wheelhouse.iterdir():
+            if path.suffix == ".whl":
+                available.add(normalize(path.name.split("-")[0]))
+            elif path.name.endswith((".tar.gz", ".zip")):
+                stem = re.sub(r"-\d.*$", "", path.name)
+                available.add(normalize(stem))
+
     data = tomllib.loads(lock.read_text(encoding="utf-8"))
     installed = {p["name"]: p["version"] for p in data.get("packages", [])}
     now = datetime.now(timezone.utc)
     print(f"{lock.name}: {len(installed)} packages, target {args.target}, "
-          f"ripe at {args.min_days} days\nquerying PyPI...", flush=True)
+          f"ripe at {args.min_days} days"
+          + (f", wheelhouse {len(available)} projects" if available else "")
+          + "\nquerying PyPI...", flush=True)
 
     with ThreadPoolExecutor(max_workers=args.jobs) as pool:
         rows = list(pool.map(lambda kv: inspect(*kv, args.target, now), installed.items()))
 
-    caps = caps_from(rows)
+    caps, wanted_extras = survey(rows)
+    environment = target_environment(args.target)
     for row in rows:
         if row["state"] == "ready" and row["days"] < args.min_days:
             row["state"] = "too new"
-        if row["state"] in ("ready", "security") and row["candidate"]:
-            blockers = [(who, ver, spec, extra)
-                        for who, ver, spec, extra, _ in caps.get(normalize(row["name"]), [])
-                        if not spec.contains(row["candidate"], prereleases=True)]
-            if blockers:
-                who, ver, spec, extra = blockers[0]
+        if row["state"] not in ("ready", "security") or not row["candidate"]:
+            continue
+        key = normalize(row["name"])
+
+        # 1. does anything forbid the candidate outright?
+        blockers = [(who, ver, spec, extra, extras)
+                    for who, ver, spec, extra, extras in caps.get(key, [])
+                    if not spec.contains(row["candidate"], prereleases=True)]
+        # an unconditional cap always binds; one behind an extra only binds if
+        # something asked for that extra, so rank the certain ones first
+        blockers.sort(key=lambda b: (bool(b[3]), b[0]))
+        if blockers:
+            who, ver, spec, extra, _ = blockers[0]
+            via = f"[{extra}]" if extra else ""
+            asked = [w for w, _, _, _, extras in caps.get(normalize(who), [])
+                     if w.lower() != row["name"].lower() and (not extra or extra in extras)]
+            if asked:
+                origin = f", pulled in by {asked[0]}"
+            elif extra:
+                origin = f", but nothing requests [{extra}] -- may not bind"
+            else:
+                origin = ""
+            more = f" (+{len(blockers) - 1} more)" if len(blockers) > 1 else ""
+            cap = f"capped by {who} {ver}{via} requiring {row['name']}{spec}{origin}{more}"
+            # a security fix you cannot take is still a security problem, so it
+            # stays in that section rather than being filed away under blocked
+            if row["state"] == "ready":
                 row["state"] = "blocked"
-                via = f"[{extra}]" if extra else ""
-                # one hop further: the capping package is rarely the one to argue
-                # with -- name whoever asked for it, since that is what must change.
-                # When the cap is gated on an extra, only a dependant that asked
-                # for that extra actually triggers it.
-                asked = [w for w, _, _, _, extras in caps.get(normalize(who), [])
-                         if w.lower() != row["name"].lower()
-                         and (not extra or extra in extras)]
-                if asked:
-                    origin = f", pulled in by {asked[0]}"
-                elif extra:
-                    # nothing in the set asks for that extra, so the cap is
-                    # declared but probably inert -- worth checking, not obeying
-                    origin = f", but nothing requests [{extra}] -- may not bind"
-                else:
-                    origin = ""
-                row["note"] = (f"capped by {who} {ver}{via} requiring {row['name']}{spec}{origin}"
-                               + (f" -- {row['note']}" if row["note"] else ""))
-
-    order = {"security": 0, "ready": 1, "blocked": 2, "too new": 3, "unknown": 4, "current": 5}
+            row["note"] = cap + (f" -- {row['note']}" if row["note"] else "")
+            continue
+
+        # 2. can the wheelhouse actually satisfy what the candidate wants?
+        if available:
+            active = wanted_extras.get(key, set())
+            missing = sorted({requirement.name
+                              for requirement, extra in parse_requires(row["candidate_requires"])
+                              if (not extra or extra in active)
+                              and wanted_here(requirement, extra, environment)
+                              and normalize(requirement.name) not in available})
+            if missing:
+                row["missing"] = missing
+                need = f"wheelhouse lacks {', '.join(missing)}"
+                if row["state"] == "ready":
+                    row["state"] = "needs"
+                    row["note"] = need + (f" -- {row['note']}" if row["note"] else "")
+                else:  # a security fix stays visible as such, with the warning attached
+                    row["note"] = f"{need} -- {row['note']}"
+
+    order = {"security": 0, "ready": 1, "needs": 2, "blocked": 3,
+             "too new": 4, "unknown": 5, "current": 6}
     rows.sort(key=lambda r: (order[r["state"]], -r["days"], r["name"]))
     groups = {s: [r for r in rows if r["state"] == s] for s in order}
 
@@ -250,12 +366,16 @@ def main(argv: list[str]) -> int:
              "# Data lines are constraint bumps, ready to paste; everything else is a",
              "# comment. 'since' counts releases published after the installed one --",
              "# a high count means the project moves fast, not that this one is risky.",
+             "# Security candidates are the first release with no advisory of their own,",
+             "# not the minimum version the advisories claim as fixed.",
              ""]
-    for state, title in (("security", "SECURITY -- advisory against the installed version"),
-                         ("ready", "READY -- aged, unreplaced, still has a wheel"),
-                         ("blocked", "BLOCKED -- something in the set caps it"),
-                         ("too new", "TOO NEW -- revisit when aged"),
-                         ("unknown", "COULD NOT CHECK")):
+    for state, title in (
+            ("security", "SECURITY -- advisory against the installed version"),
+            ("ready", "READY -- aged, unreplaced, nothing forbids it"),
+            ("needs", "NEEDS -- allowed, but the wheelhouse lacks a dependency"),
+            ("blocked", "BLOCKED -- something in the set caps it"),
+            ("too new", "TOO NEW -- revisit when aged"),
+            ("unknown", "COULD NOT CHECK")):
         entries = groups[state]
         lines += ["", f"# --- {title}  ({len(entries)})"]
         if not entries:
@@ -277,7 +397,7 @@ def main(argv: list[str]) -> int:
     for state in order:
         print(f"  {state:<9}: {len(groups[state]):>4}")
     for r in groups["security"]:
-        print(f"    SECURITY {r['name']} {r['installed']} -> {r['candidate']}  {r['note']}")
+        print(f"    SECURITY {r['name']} {r['installed']} -> {r['candidate']}  {r['note'][:80]}")
     print(f"\nwrote {out}")
     return 0
 

From d7c2cdc247468e437db32d74a297a32272046bd1 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Tue, 1 Sep 2026 23:48:56 +0200
Subject: [PATCH 075/100] preparing 2026-04 b1

---
 cycles/2026_04.toml                           |   20 +-
 requirements_slim.txt                         |    2 +-
 .../pylock.64-3_13_15_1dotb1.toml             |   90 +
 .../pylock.64-3_13_15_1slimb1.toml            | 5810 ++++++++++++++++
 .../pylock.64-3_14_7_1slimb1.toml             | 5821 +++++++++++++++++
 .../pylock.64-3_14_7_1slimfb1.toml            | 5194 +++++++++++++++
 .../pylock.64-3_15_0_5dotb1.toml              |   90 +
 .../pylock.64-3_15_0_5dotfb1.toml             |   90 +
 .../requir.64-3_13_15_1dotb1.txt              |   16 +
 .../requir.64-3_13_15_1slimb1.txt             | 1056 +++
 .../requir.64-3_14_7_1slimb1.txt              | 1058 +++
 .../requir.64-3_14_7_1slimfb1.txt             |  944 +++
 .../cycle_2026_04/requir.64-3_15_0_5dotb1.txt |   16 +
 .../requir.64-3_15_0_5dotfb1.txt              |   16 +
 14 files changed, 20212 insertions(+), 11 deletions(-)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_13_15_1dotb1.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_13_15_1slimb1.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_7_1slimb1.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_7_1slimfb1.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5dotb1.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5dotfb1.toml
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_13_15_1dotb1.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_13_15_1slimb1.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb1.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimfb1.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb1.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb1.txt

diff --git a/cycles/2026_04.toml b/cycles/2026_04.toml
index 096517c3..32d8da0f 100644
--- a/cycles/2026_04.toml
+++ b/cycles/2026_04.toml
@@ -15,28 +15,28 @@ sha256 = "11eb6dbe5286c9e5edb0cca4412e7d99ec6578ec04158b0b7fe11f7fd96688e5"
 
 [pythons."3.13"]
 ver2 = "3.13.15.1"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260825/cpython-3.13.15+20260825-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "c1dc1e267f2a81493ce6e94837263f648f1eb6d0df73a1492469c1fed025ce8f"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260901/cpython-3.13.15+20260901-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "63d263ab0162f34a241a56dc5b283c22d6e131f5516117e6a921350c69ba7d4f"
 
 [pythons."3.14"]
 ver2 = "3.14.7.1"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260825/cpython-3.14.7+20260825-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "dec3faa3445d9efc4979e6c74a839be0d1039877367db32ee9c5f6bc91fae3c8"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260901/cpython-3.14.7+20260901-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "ca3c33ca924dfcab3b74205a7a58a88b0255135c53f95497b26b5e60700fd66d"
 
 [pythons."3.14F"]
 ver2 = "3.14.7.1"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260825/cpython-3.14.7+20260825-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
-sha  = "485cf42bdd3e49389e754a9cd1dd65e974f9934c883c478f752024a674fc1056"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260901/cpython-3.14.7+20260901-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "dced1d9049950d3919d9ff376fbdf881ee9ab653ab95ac70cc626da82aed4d5c"
 
 [pythons."3.15"]
 ver2 = "3.15.0.5"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260825/cpython-3.15.0rc1+20260825-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "3c8fa74403a891aeb6e6116154882ef17ad891b6f12aa52f9dda6d29400bedd6"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260901/cpython-3.15.0rc2+20260901-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "eaf415c52191f538c09b6347fb737fcb1255539a59f165bad0cac847600a8490"
 
 [pythons."3.15F"]
 ver2 = "3.15.0.5"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260825/cpython-3.15.0rc1+20260825-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
-sha  = "36fd8350ebaf8a577f311099a6683870d0d83f23085b7087159dd53ee03e28cf"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260901/cpython-3.15.0rc2+20260901-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "064767f278b7c7f3340e862256c09a9ce5300af10bbdef27bc53342a88273951"
 
 # Flavors become the job matrix. 2026-02 renamed "free" to "dotf", so this
 # varies per cycle too and belongs in the cycle file.
diff --git a/requirements_slim.txt b/requirements_slim.txt
index 345aa1a6..586f05c6 100644
--- a/requirements_slim.txt
+++ b/requirements_slim.txt
@@ -28,7 +28,7 @@ fuzzywuzzy
 geopy
 hatchling
 html5lib
-httpie
+#httpie httpie-3.2.4 outdated and vulnerable
 hvplot
 hypothesis
 imbalanced-learn
diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_13_15_1dotb1.toml b/winpython/portable/cycle_2026_04/pylock.64-3_13_15_1dotb1.toml
new file mode 100644
index 00000000..ef96e8e8
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/pylock.64-3_13_15_1dotb1.toml
@@ -0,0 +1,90 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
+name = "build"
+version = "1.5.0"
+
+[[packages.wheels]]
+name = "build-1.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/0d/fe/6bea5c9162869c5beba5d9c8abbed835ec85bf1ec1fba05a3822325c45f3/build-1.5.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f"
+
+[[packages]]
+name = "colorama"
+version = "0.4.6"
+
+[[packages.wheels]]
+name = "colorama-0.4.6-py2.py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
+
+[[packages]]
+name = "packaging"
+version = "26.2"
+
+[[packages.wheels]]
+name = "packaging-26.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e"
+
+[[packages]]
+name = "pyproject-hooks"
+version = "1.2.0"
+
+[[packages.wheels]]
+name = "pyproject_hooks-1.2.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913"
+
+[[packages]]
+name = "setuptools"
+version = "83.0.0"
+
+[[packages.wheels]]
+name = "setuptools-83.0.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/5d/40/e1e72872c6354b306daef1703549e8e83b4d43cfea356311bf722a043752/setuptools-83.0.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3"
+
+[[packages]]
+name = "sqlite-bro"
+version = "1.3.2"
+
+[[packages.wheels]]
+name = "sqlite_bro-1.3.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/17/ce/51e2a8e3e11cfd7f8dffcdbbf080721322a1ad62533b58ebc26162a16038/sqlite_bro-1.3.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034"
+
+[[packages]]
+name = "wheel"
+version = "0.47.0"
+
+[[packages.wheels]]
+name = "wheel-0.47.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/87/1b/9e33c09813d65e248f7f773119148a612516a4bea93e9c6f545f78455b7c/wheel-0.47.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced"
+
+[[packages]]
+name = "wppm"
+version = "17.12.20260816"
+
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new file mode 100644
index 00000000..1ba81d00
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb1.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb1.txt
new file mode 100644
index 00000000..733f68f1
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb1.txt
@@ -0,0 +1,1058 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
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+aiofile==3.11.1 \
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+aiofiles==25.1.0 \
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+aiohappyeyeballs==2.7.1 \
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+aiohttp==3.14.3 \
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+aiosignal==1.4.0 \
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+aiosqlite==0.22.1 \
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+alabaster==1.0.0 \
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimfb1.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimfb1.txt
new file mode 100644
index 00000000..a0664bd6
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimfb1.txt
@@ -0,0 +1,944 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
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+aiofiles==25.1.0 \
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+aiohappyeyeballs==2.7.1 \
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+aiohttp==3.14.3 \
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+aiosqlite==0.22.1 \
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+alabaster==1.0.0 \
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+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.5.7 \
+    --hash=sha256:66c513a76cda70d53907bc27cf1447557699c2e95aa48ba27a442ff61c3ddfc2
+tqdm==4.70.0 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+traitlets==5.15.1 \
+    --hash=sha256:770a53705f84b81ac107e83a1b3328ff2dae16094d8fc3cfc004e4b22dfd8e92
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3
+truststore==0.10.4 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+twine==6.2.0 \
+    --hash=sha256:418ebf08ccda9a8caaebe414433b0ba5e25eb5e4a927667122fbe8f829f985d8
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.2 \
+    --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7
+tzdata==2026.3 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
+tzlocal==5.3.1 \
+    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+uc-micro-py==2.0.0 \
+    --hash=sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c
+ujson==5.13.0 \
+    --hash=sha256:5c31317d5e4504dae8f98795358b6082fc0ef96e7394806db0a76a4a8717f446
+umap-learn==0.5.12 \
+    --hash=sha256:f2a85d2a2adcb52b541bed9b27a23ca169b56bb1b23283abeebfb8dfb8a42fe5
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.7.0 \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
+uuid-utils==0.17.0 \
+    --hash=sha256:e288a06cbbbcd01b44386e767985c9e21d2ad9bf59829aa7058d9a2a494804ab
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+vega-datasets==0.9.0 \
+    --hash=sha256:3d7c63917be6ca9b154b565f4779a31fedce57b01b5b9d99d8a34a7608062a1d
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==16.1.1 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231
+werkzeug==3.1.8 \
+    --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+widgetsnbextension==4.0.15 \
+    --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366
+wordcloud==1.9.6 \
+    --hash=sha256:22cf91490bcc0fa23585acbab1906a44a438fa7dd4d9a2b2663f39c8650634a6
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xarray==2026.7.0 \
+    --hash=sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+xxhash==3.7.0 \
+    --hash=sha256:8653dd7c2eda020545bb2c71c7f7039b53fe7434d0fc1a0a9deb79ab3f1a4fc1
+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:5c88e5815a49d289e599f3513aa7fde0bc2092ff188f99c940f007f90f53d104
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb1.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb1.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb1.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb1.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb1.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb1.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0

From 67e14d3760e483a2ba4d0a63ba6bd04b1981b9c1 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 6 Sep 2026 13:40:25 +0200
Subject: [PATCH 076/100] One dispatch per cycle, and the build publishes its
 own output

The cycle workflow built one Python version per dispatch and stopped at
upload-artifact, so a cycle cost five dispatches, five artifact downloads
and a release upload done by hand.

cycle_config.py now hangs the version, tarball and paths off each matrix
leg rather than the job, so a leg names its own Python and "all" builds
the whole cycle in one go. It also derives the release tag from the cycle
name and release level -- 2026_04 at b1 publishes as 2026-04b1 -- which a
release_tag key overrides, and refuses a tag git would not take as a ref
while that still costs five seconds rather than an hour of build.

One job opens the draft release, so the legs cannot race to create it,
and each leg uploads its own files with --clobber: re-running a missing
flavor lands on the release the others are already on. No date in the
tag, for that reason and because the download URLs outlive the run. With
publish off the output stays artifacts as before; with it on the artifact
keeps only the metadata the changelog commit needs, so a 670 MB slim.7z
is no longer re-zipped to no purpose.

fail-fast goes off with it: a cycle is nine legs now, and one bad flavor
should not bin the eight that built.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MBk5k7WdpPvx4SUFyEk3U3
---
 .github/scripts/cycle_config.py             | 163 +++++++++++++-------
 .github/workflows/build_winpython_cycle.yml | 134 ++++++++++++----
 cycles/2026_04.toml                         |   4 +
 3 files changed, 221 insertions(+), 80 deletions(-)

diff --git a/.github/scripts/cycle_config.py b/.github/scripts/cycle_config.py
index a9e70efa..5e3bb9e0 100644
--- a/.github/scripts/cycle_config.py
+++ b/.github/scripts/cycle_config.py
@@ -1,5 +1,6 @@
 """Read a cycle TOML and emit its build configuration as GITHUB_OUTPUT lines.
 
+    python .github/scripts/cycle_config.py cycles/2026_04.toml all
     python .github/scripts/cycle_config.py cycles/2026_04.toml 3.14
 
 Writes to $GITHUB_OUTPUT when set, otherwise stdout, so it can be run locally
@@ -9,11 +10,19 @@
 Everything the build job needs is decided here rather than re-derived per
 matrix leg in PowerShell:
 
-  * which flavors this Python can build -- right architecture, and a pylock
-    present in the cycle directory. A flavor the cycle declares but has no
-    lockfile for costs nothing, so it can stay declared until it comes back.
-  * the file names those flavors use, so a leg never has to look one up.
-  * a cycle with no lockfiles at all fails here, loudly, instead of starting
+  * which (python, flavor) pairs this cycle can build -- right architecture,
+    and a pylock present in the cycle directory. A flavor the cycle declares
+    but has no lockfile for costs nothing, so it can stay declared until it
+    comes back, and "all" skips a Python whose lockfiles are not committed yet
+    rather than failing the cycle over it.
+  * the version, tarball and paths each pair needs, carried by the leg itself.
+    A leg naming its own Python is what lets "all" build the whole cycle in one
+    dispatch instead of one per Python version.
+  * the tag its release goes under. Derived from the cycle name and release
+    level -- 2026_04 at level b1 publishes under "2026-04b1" -- so a respin is
+    a level bump rather than a tag to invent. A cycle wanting some other tag
+    says so with a release_tag key.
+  * a cycle with nothing to build fails here, loudly, instead of starting
     runners whose every step is then skipped.
 
 Paths are relative to the working directory, which in CI is the checkout root.
@@ -24,8 +33,40 @@
 import tomllib
 from pathlib import Path
 
+# git refuses these in a ref name; catching them here beats failing at upload
+# time, an hour into a build. Not the whole of git-check-ref-format, just the
+# parts a hand-written tag realistically trips over.
+TAG_FORBIDDEN = set(" ~^:?*[\\\x7f") | {chr(c) for c in range(32)}
 
-def flavor_entry(cfg: dict, flavor: dict, ver2: str, python_version: str) -> dict | None:
+
+def python_facts(requested: str, entry: dict) -> dict:
+    """What every flavor of one Python shares.
+
+    A trailing F marks the free-threaded build: it picks a different tarball
+    and a different set of flavors, but it is not part of the version number.
+    """
+    ver2 = entry["ver2"]
+
+    # the check the PowerShell version did: ver2's first 3 parts must appear in
+    # the tarball URL, so a copy-paste slip between the two cannot go unnoticed
+    short = ".".join(ver2.split(".")[:3])
+    if short not in entry["src"]:
+        raise SystemExit(f"{requested}: '{short}' not found in src {entry['src']}")
+
+    build_location = f"WPy64-{ver2.replace('.', '')}"
+    return {
+        "python_versionf": requested,
+        "python_version": requested[:-1] if requested.endswith("F") else requested,
+        "archdet": "64F" if requested.endswith("F") else "64",
+        "ver2": ver2,
+        "src": entry["src"],
+        "sha": entry["sha"],
+        "build_location": build_location,
+        "destwheelhouse": rf"{build_location}\wheelhouse\included.wheels",
+    }
+
+
+def flavor_entry(cfg: dict, flavor: dict, python: dict) -> dict | None:
     """One matrix leg, or None when this flavor has no lockfile to build.
 
     Names follow the layout the publish step writes: pylock.64-<ver2 with
@@ -34,7 +75,7 @@ def flavor_entry(cfg: dict, flavor: dict, ver2: str, python_version: str) -> dic
     """
     cycle_dir = Path(cfg["cycle_dir"])
     level = cfg.get("release_level", "")
-    stem = f"64-{ver2.replace('.', '_')}{flavor['name']}{level}"
+    stem = f"64-{python['ver2'].replace('.', '_')}{flavor['name']}{level}"
 
     lockfile = cycle_dir / f"pylock.{stem}.toml"
     if not lockfile.is_file():
@@ -43,78 +84,96 @@ def flavor_entry(cfg: dict, flavor: dict, ver2: str, python_version: str) -> dic
     def optional(path: Path) -> str:
         return path.as_posix() if path.is_file() else ""
 
-    return {
-        "name": flavor["name"],
-        "PANDOC": flavor["PANDOC"],
-        "formats": flavor["formats"],
-        "lockfile": lockfile.as_posix(),
-        "lockfile_wheels": optional(cycle_dir / f"pylock.{stem}_wheels.toml"),
-        "requirements_wheels": optional(cycle_dir / f"requir.{stem}_wheels.txt"),
-        "winpyver": f"{ver2}{flavor['name']}{level}",
-        "artifact_name": f"publish_{python_version}{flavor['name']}",
-    }
+    leg = {key: value for key, value in python.items() if key != "archdet"}
+    leg.update(
+        name=flavor["name"],
+        PANDOC=flavor["PANDOC"],
+        formats=flavor["formats"],
+        lockfile=lockfile.as_posix(),
+        lockfile_wheels=optional(cycle_dir / f"pylock.{stem}_wheels.toml"),
+        requirements_wheels=optional(cycle_dir / f"requir.{stem}_wheels.txt"),
+        winpyver=f"{python['ver2']}{flavor['name']}{level}",
+        artifact_name=f"publish_{python['python_version']}{flavor['name']}",
+    )
+    return leg
+
+
+def legs_for(cfg: dict, requested: str) -> list[dict]:
+    """Every buildable (flavor) leg of one Python of this cycle."""
+    python = python_facts(requested, cfg["pythons"][requested])
+    found = []
+    for flavor in cfg["flavors"]:
+        if str(flavor.get("WINPYARCHDET", "")) != python["archdet"]:
+            continue
+        leg = flavor_entry(cfg, flavor, python)
+        if leg is not None:
+            found.append(leg)
+    return found
+
+
+def release_tag(cfg: dict, cycle_name: str) -> str:
+    """The tag this cycle's release goes under.
+
+    "2026_04" at release level "b1" gives "2026-04b1", the name the cycle goes
+    by in public. No date in it on purpose: a tag has to stay put so that
+    re-running one missing flavor lands on the release the others are already
+    on, and so that the download URLs the site publishes keep resolving. A
+    second build of the same cycle is a release_level bump, which says more
+    than a date would.
+    """
+    tag = cfg.get("release_tag") or f"{cycle_name.replace('_', '-')}{cfg.get('release_level', '')}"
+    bad = sorted(TAG_FORBIDDEN.intersection(tag))
+    if bad or ".." in tag or tag.startswith("/") or tag.endswith(("/", ".", ".lock")):
+        raise SystemExit(f"release tag {tag!r} is not a usable git ref name")
+    return tag
 
 
-def build_config(cfg: dict, requested: str) -> dict:
+def build_config(cfg: dict, requested: str, cycle_name: str) -> dict:
     pythons = cfg["pythons"]
-    if requested not in pythons:
+    if requested == "all":
+        wanted = list(pythons)
+    elif requested in pythons:
+        wanted = [requested]
+    else:
         raise SystemExit(
-            f"no entry for python {requested!r}; this cycle offers {', '.join(sorted(pythons))}"
+            f"no entry for python {requested!r}; this cycle offers "
+            f"{', '.join(sorted(pythons))} (or 'all')"
         )
-    entry = pythons[requested]
 
-    # the check the PowerShell version did: ver2's first 3 parts must appear in
-    # the tarball URL, so a copy-paste slip between the two cannot go unnoticed
-    ver2 = entry["ver2"]
-    short = ".".join(ver2.split(".")[:3])
-    if short not in entry["src"]:
-        raise SystemExit(f"{requested}: '{short}' not found in src {entry['src']}")
-
-    # a trailing F marks the free-threaded build; it is not part of the version
-    python_version = requested[:-1] if requested.endswith("F") else requested
-    arch = "64F" if requested.endswith("F") else "64"
-
-    flavors = []
-    for flavor in cfg["flavors"]:
-        if str(flavor.get("WINPYARCHDET", "")) != arch:
-            continue
-        leg = flavor_entry(cfg, flavor, ver2, python_version)
-        if leg is not None:
-            flavors.append(leg)
-    if not flavors:
+    legs = [leg for python in wanted for leg in legs_for(cfg, python)]
+    if not legs:
+        missing = ", ".join(
+            f"pylock.64-{pythons[p]['ver2'].replace('.', '_')}<flavor>"
+            f"{cfg.get('release_level', '')}.toml"
+            for p in wanted
+        )
         raise SystemExit(
-            f"{requested}: no pylock.64-{ver2.replace('.', '_')}<flavor>"
-            f"{cfg.get('release_level', '')}.toml under {cfg['cycle_dir']}; "
+            f"{requested}: no {missing} under {cfg['cycle_dir']}; "
             "commit the lockfiles for this cycle before dispatching"
         )
 
-    build_location = f"WPy64-{ver2.replace('.', '')}"
     return {
-        "ver2": ver2,
-        "python_version": python_version,
-        "src": entry["src"],
-        "sha": entry["sha"],
         "cycle_dir": cfg["cycle_dir"],
         "release_level": cfg.get("release_level", ""),
-        "build_location": build_location,
-        "destwheelhouse": f"{build_location}\\wheelhouse\\included.wheels",
+        "release_tag": release_tag(cfg, cycle_name),
         "pandoc_source": cfg["pandoc"]["source"],
         "pandoc_sha256": cfg["pandoc"]["sha256"],
         # consumed by the build job as strategy.matrix via fromJSON
-        "matrix": json.dumps({"flavor": flavors}, separators=(",", ":")),
+        "matrix": json.dumps({"leg": legs}, separators=(",", ":")),
     }
 
 
 def main(argv: list[str]) -> None:
     if len(argv) != 3:
-        raise SystemExit(f"usage: {Path(argv[0]).name} <cycle.toml> <python_version>")
+        raise SystemExit(f"usage: {Path(argv[0]).name} <cycle.toml> <python_version|all>")
     cfg_path = Path(argv[1])
     if not cfg_path.is_file():
         raise SystemExit(f"no such cycle file: {cfg_path}")
     with cfg_path.open("rb") as fh:
         cfg = tomllib.load(fh)
 
-    rendered = "".join(f"{k}={v}\n" for k, v in build_config(cfg, argv[2]).items())
+    config = build_config(cfg, argv[2], cfg_path.stem)
+    rendered = "".join(f"{k}={v}\n" for k, v in config.items())
     out = os.environ.get("GITHUB_OUTPUT")
     if out:
         with open(out, "a", encoding="utf-8") as fh:
diff --git a/.github/workflows/build_winpython_cycle.yml b/.github/workflows/build_winpython_cycle.yml
index 42c6599b..d50ec5b6 100644
--- a/.github/workflows/build_winpython_cycle.yml
+++ b/.github/workflows/build_winpython_cycle.yml
@@ -1,8 +1,13 @@
 name: Build WinPython (cycle file)
-# Draft, sitting beside github_workflows_build-YYYY_NN.yml for comparison.
+# One dispatch builds a whole cycle. Everything cycle-specific comes from
+# cycles/<cycle>.toml, so a new cycle is a new TOML rather than a copy of this
+# workflow, and "all" builds every Python that cycle has lockfiles for.
 #
-# Same build as those, but everything cycle-specific comes from cycles/<cycle>.toml
-# instead of being copied into a new workflow each time. A new cycle is a new TOML.
+# Leave publish on and each leg uploads its own output straight to a draft
+# release, instead of leaving gigabytes of artifacts to download and re-upload
+# by hand. The tag comes from the cycle file, so re-running one missing flavor
+# adds it to the release the others are already on. Turn publish off and the
+# output stays artifacts, as before.
 
 on:
   workflow_dispatch:
@@ -13,16 +18,24 @@ on:
         default: '2026_04'
         type: string
       python_versionf:
-        description: 'Python version to build; must exist in that cycle file'
+        description: 'Python to build; "all" takes every one this cycle has lockfiles for'
         required: true
-        default: '3.14'
+        default: 'all'
         type: choice
         options:
+          - 'all'
           - '3.13'
           - '3.14'
           - '3.14F'
           - '3.15'
           - '3.15F'
+      publish:
+        description: 'Upload to the draft release the cycle file names; off keeps the output as artifacts'
+        required: false
+        default: true
+        type: boolean
+
+permissions: {}
 
 env:
   WINPYARCH: "64"
@@ -32,14 +45,12 @@ jobs:
   config:
     # reads the cycle file once, instead of once per matrix leg
     runs-on: ubuntu-latest
+    permissions:
+      contents: read
     outputs:
-      ver2: ${{ steps.cfg.outputs.ver2 }}
-      build_location: ${{ steps.cfg.outputs.build_location }}
-      destwheelhouse: ${{ steps.cfg.outputs.destwheelhouse }}
-      src: ${{ steps.cfg.outputs.src }}
-      sha: ${{ steps.cfg.outputs.sha }}
       pandoc_source: ${{ steps.cfg.outputs.pandoc_source }}
       pandoc_sha256: ${{ steps.cfg.outputs.pandoc_sha256 }}
+      release_tag: ${{ steps.cfg.outputs.release_tag }}
       matrix: ${{ steps.cfg.outputs.matrix }}
     steps:
       - uses: actions/checkout@v6
@@ -48,37 +59,71 @@ jobs:
 
       - name: Read cycle configuration
         id: cfg
-        run: python .github/scripts/cycle_config.py "cycles/${{ inputs.cycle }}.toml" "${{ inputs.python_versionf }}"
+        env:
+          CYCLE: ${{ inputs.cycle }}
+          PYTHON_VERSIONF: ${{ inputs.python_versionf }}
+        run: python .github/scripts/cycle_config.py "cycles/$CYCLE.toml" "$PYTHON_VERSIONF"
 
-  build-winpython:
+  release-draft:
+    # one job opens the draft, so the build legs cannot race to create it
     needs: config
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+    steps:
+      - name: Open the draft release
+        if: ${{ inputs.publish }}
+        env:
+          GH_TOKEN: ${{ github.token }}
+          GH_REPO: ${{ github.repository }}
+          TAG: ${{ needs.config.outputs.release_tag }}
+          CYCLE: ${{ inputs.cycle }}
+        run: |
+          if gh release view "$TAG" >/dev/null 2>&1; then
+            # re-running one missing flavor is normal; say which release its files land on
+            state=$(gh release view "$TAG" --json isDraft --jq 'if .isDraft then "still a draft" else "ALREADY PUBLISHED" end')
+            echo "release $TAG exists ($state); this run adds its files to it"
+          else
+            gh release create "$TAG" --draft \
+              --title "WinPython $TAG" \
+              --notes "Draft opened by the build workflow for cycle $CYCLE. Files land as each build finishes; publish once they are all here."
+            echo "opened draft release $TAG"
+          fi
+
+  build-winpython:
+    needs: [config, release-draft]
+    name: ${{ matrix.leg.python_versionf }} ${{ matrix.leg.name }}
     runs-on: windows-latest
+    permissions:
+      contents: write  # gh release upload; the checkout itself only reads
     strategy:
-      fail-fast: true
+      fail-fast: false  # a cycle is eight legs or more: one bad flavor must not bin the rest
       matrix: ${{ fromJSON(needs.config.outputs.matrix) }}
 
     env:
-      WINPYFLAVOR: ${{ matrix.flavor.name }}
-      WINPYVER: ${{ matrix.flavor.winpyver }}
-      WINPYVER2: ${{ needs.config.outputs.ver2 }}
-      build_location: ${{ needs.config.outputs.build_location }}
-      destwheelhouse: ${{ needs.config.outputs.destwheelhouse }}
-      WINPYLOCKFILE: ${{ matrix.flavor.lockfile }}
-      WINPYLOCKFILEwhl: ${{ matrix.flavor.lockfile_wheels }}
+      WINPYFLAVOR: ${{ matrix.leg.name }}
+      WINPYVER: ${{ matrix.leg.winpyver }}
+      WINPYVER2: ${{ matrix.leg.ver2 }}
+      build_location: ${{ matrix.leg.build_location }}
+      destwheelhouse: ${{ matrix.leg.destwheelhouse }}
+      WINPYLOCKFILE: ${{ matrix.leg.lockfile }}
+      WINPYLOCKFILEwhl: ${{ matrix.leg.lockfile_wheels }}
 
     steps:
       - name: Checkout repository
         uses: actions/checkout@v6
+        with:
+          persist-credentials: false
 
       - name: Download, verify and extract python standalone
         uses: ./.github/actions/python-setup
         with:
-          python_source: ${{ needs.config.outputs.src }}
-          python_sha256: ${{ needs.config.outputs.sha }}
+          python_source: ${{ matrix.leg.src }}
+          python_sha256: ${{ matrix.leg.sha }}
           build_location: ${{ env.build_location }}
 
       - name: Download, checking hash and integrating pandoc binary
-        if: matrix.flavor.PANDOC == '1'
+        if: matrix.leg.PANDOC == '1'
         uses: ./.github/actions/pandoc-setup
         with:
           pandoc_source: ${{ needs.config.outputs.pandoc_source }}
@@ -114,14 +159,47 @@ jobs:
           winpy_ver: ${{ env.WINPYVER }}
           winpy_ver2: ${{ env.WINPYVER2 }}
           dotwheelhouse: ${{ env.dotwheelhouse }}
-          winpy_requirements_whl: ${{ matrix.flavor.requirements_wheels }}
-          format_zip: ${{ matrix.flavor.formats.zip }}
-          format_7z: ${{ matrix.flavor.formats['7z'] }}
-          format_exe: ${{ matrix.flavor.formats.exe }}
+          winpy_requirements_whl: ${{ matrix.leg.requirements_wheels }}
+          format_zip: ${{ matrix.leg.formats.zip }}
+          format_7z: ${{ matrix.leg.formats['7z'] }}
+          format_exe: ${{ matrix.leg.formats.exe }}
+
+      - name: Upload to the draft release
+        if: ${{ inputs.publish }}
+        shell: bash
+        env:
+          GH_TOKEN: ${{ github.token }}
+          GH_REPO: ${{ github.repository }}
+          TAG: ${{ needs.config.outputs.release_tag }}
+        run: |
+          shopt -s nullglob
+          # the metadata is worth little on its own: fail the leg if no binary came out
+          binaries=(publish_output/*.exe publish_output/*.zip publish_output/*.7z)
+          if [ ${#binaries[@]} -eq 0 ]; then
+            echo "::error::no binary in publish_output for $WINPYVER"
+            exit 1
+          fi
+          files=(publish_output/*)
+          # --clobber so re-running a leg replaces its files instead of erroring
+          gh release upload "$TAG" "${files[@]}" --clobber
+
+      - name: Upload metadata artifact
+        # the binaries are on the release; this is what the changelog commit needs
+        if: ${{ inputs.publish }}
+        uses: actions/upload-artifact@v6
+        with:
+          name: ${{ matrix.leg.artifact_name }}
+          path: |
+            publish_output/*.md
+            publish_output/*.toml
+            publish_output/*.txt
+          retention-days: 66  # keeps artifact for 66 days
 
       - name: Upload artifacts
+        # no release to upload to, so the binaries have nowhere else to go
+        if: ${{ !inputs.publish }}
         uses: actions/upload-artifact@v6
         with:
-          name: ${{ matrix.flavor.artifact_name }}
+          name: ${{ matrix.leg.artifact_name }}
           path: publish_output
           retention-days: 66  # keeps artifact for 66 days
diff --git a/cycles/2026_04.toml b/cycles/2026_04.toml
index 32d8da0f..da74e40e 100644
--- a/cycles/2026_04.toml
+++ b/cycles/2026_04.toml
@@ -6,6 +6,10 @@
 cycle_dir     = "winpython/portable/cycle_2026_04"
 release_level = "b1"
 
+# The build publishes under "<this file's name with dashes><release level>", so
+# this cycle releases as 2026-04b1 and a respin is a release_level bump rather
+# than a new tag to invent. Add release_tag = "..." to override that.
+
 [pandoc]
 source = "https://github.com/jgm/pandoc/releases/download/3.1.9/pandoc-3.1.9-windows-x86_64.zip"
 sha256 = "11eb6dbe5286c9e5edb0cca4412e7d99ec6578ec04158b0b7fe11f7fd96688e5"

From c1f00489f6fe68640fdc4d30db4eb2eae6bfd029 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 6 Sep 2026 14:48:29 +0200
Subject: [PATCH 077/100] 2026-04 b1 update

---
 .../pylock.64-3_13_15_1slimb1.toml            |   48 +-
 .../pylock.64-3_14_7_1slimb1.toml             |   48 +-
 .../pylock.64-3_15_0_5slimb1.toml             | 3390 +++++++++++++++++
 .../requir.64-3_13_15_1slimb1.txt             |   24 +-
 .../requir.64-3_14_7_1slimb1.txt              |   24 +-
 .../requir.64-3_15_0_5slimb1.txt              |  616 +++
 6 files changed, 4078 insertions(+), 72 deletions(-)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimb1.toml
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb1.txt

diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_13_15_1slimb1.toml b/winpython/portable/cycle_2026_04/pylock.64-3_13_15_1slimb1.toml
index 6b6ded2e..0a0d0efa 100644
--- a/winpython/portable/cycle_2026_04/pylock.64-3_13_15_1slimb1.toml
+++ b/winpython/portable/cycle_2026_04/pylock.64-3_13_15_1slimb1.toml
@@ -1389,14 +1389,14 @@ sha256 = "c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5"
 
 [[packages]]
 name = "greenlet"
-version = "3.4.0"
+version = "3.5.5"
 
 [[packages.wheels]]
-name = "greenlet-3.4.0-cp313-cp313-win_amd64.whl"
-url = "https://files.pythonhosted.org/packages/a1/c2/19b664b7173b9e4ef5f77e8cef9f14c20ec7fce7920dc1ccd7afd955d093/greenlet-3.4.0-cp313-cp313-win_amd64.whl"
+name = "greenlet-3.5.5-cp313-cp313-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/12/63/369f1a1625e64e9e31df3963c6044056e3fdfa3fa3fdba3c54ffefa6e987/greenlet-3.5.5-cp313-cp313-win_amd64.whl"
 
 [packages.wheels.hashes]
-sha256 = "849f8bc17acd6295fcb5de8e46d55cc0e52381c56eaf50a2afd258e97bc65940"
+sha256 = "95c5b1f4b3a193f8a0c2de4bfdcb48d119f7f1063941f1de1f2168051b3e52dd"
 
 [[packages]]
 name = "griffelib"
@@ -2192,14 +2192,14 @@ sha256 = "55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14"
 
 [[packages]]
 name = "jupyterlab"
-version = "4.6.2"
+version = "4.6.3"
 
 [[packages.wheels]]
-name = "jupyterlab-4.6.2-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/63/1f/e39b248c76bb3736bc05a9491a6aa1315414c32dea12f548ecc1b24c758e/jupyterlab-4.6.2-py3-none-any.whl"
+name = "jupyterlab-4.6.3-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/e9/47/242f46de028074651c9bd6d8000fc340ed0d3cdd1a0eae4387826123413a/jupyterlab-4.6.3-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "5964447036629adfcd3fc0969effc1da6f47d2cbd0a60b2c2eea7c31be0ec6a8"
+sha256 = "0a1ebc6567186f1eabd99536e94df7ed9e96d1e7c5ddf3e4406ae16e88abacb7"
 
 [[packages]]
 name = "jupyterlab-pygments"
@@ -2940,14 +2940,14 @@ sha256 = "ff9598a8e20518ee0d557745890cc4435b9578489e2dcbc69c4f81fa060caf7c"
 
 [[packages]]
 name = "notebook"
-version = "7.6.1"
+version = "7.6.2"
 
 [[packages.wheels]]
-name = "notebook-7.6.1-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/3c/19/003ac39eae3a88b80631f93eb954b61d0f1fc1dce4c84602eb0bf4802466/notebook-7.6.1-py3-none-any.whl"
+name = "notebook-7.6.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/5c/fd/3e552ff5b24dd305c6e9a10e8645e29c03091c317429f326ae10dbae1ac6/notebook-7.6.2-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "6ea1e4c926f0dc490444ddcc335797a3dacda470a805d01031872fb119988ba2"
+sha256 = "5fe9e09c335cb4b7de21627b860f77210e70e54b1fb1276ad942a4a7e1d858d3"
 
 [[packages]]
 name = "notebook-shim"
@@ -3171,14 +3171,14 @@ sha256 = "46e8d82541b7ae47d2c2393dd746800b95fa7ad8eb545cc39ab5f366ba00a664"
 
 [[packages]]
 name = "panel-material-ui"
-version = "0.12.0"
+version = "0.14.0"
 
 [[packages.wheels]]
-name = "panel_material_ui-0.12.0-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/d5/d7/be740070860e2b749a26dcbcc294e50f7926d514ba4d4ec8764c38960f4b/panel_material_ui-0.12.0-py3-none-any.whl"
+name = "panel_material_ui-0.14.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/36/f2/4dac7c73673dd2b824aa9c539cbcbec3fadb5b602009ac3fa634f8d00438/panel_material_ui-0.14.0-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "f3afd910d479fa2ebb89283b23c26bc031639e09e408566b665a020c6c03e4ad"
+sha256 = "152e09fc0b903e37d3b45bf8d3018cc3360b9112588a80c1254c3da3f3c2f22d"
 
 [[packages]]
 name = "papermill"
@@ -3875,14 +3875,14 @@ sha256 = "850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d"
 
 [[packages]]
 name = "pypdf"
-version = "6.15.0"
+version = "6.16.2"
 
 [[packages.wheels]]
-name = "pypdf-6.15.0-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/af/72/ce3067ac31e214a66388159f8462ddb8c13dd00170f24d555a1f1ae8ee91/pypdf-6.15.0-py3-none-any.whl"
+name = "pypdf-6.16.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/13/f1/a2da3b55acd4ab737bf728c97edaaed5ec1d3c1236acb639dcdfa97e42c7/pypdf-6.16.2-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "14e001d6504822cb1ca9c7ed9a69bccb320f59b320730f55af804361abe4d5ee"
+sha256 = "c8b09a59399062fb45a1b8156c18a787a10a3dae03ac9674397a226712c94604"
 
 [[packages]]
 name = "pyperclip"
@@ -5305,14 +5305,14 @@ sha256 = "15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8"
 
 [[packages]]
 name = "tornado"
-version = "6.5.7"
+version = "6.5.8"
 
 [[packages.wheels]]
-name = "tornado-6.5.7-cp39-abi3-win_amd64.whl"
-url = "https://files.pythonhosted.org/packages/c9/a4/b393076ffb21b469eec5b328a0534cf03a3b90bfc6b1f09507cdd075d938/tornado-6.5.7-cp39-abi3-win_amd64.whl"
+name = "tornado-6.5.8-cp39-abi3-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/cb/e1/468ad54333e92ccb62627e62cb88e5fc14a2171daa67ed47b1b8542d5b86/tornado-6.5.8-cp39-abi3-win_amd64.whl"
 
 [packages.wheels.hashes]
-sha256 = "de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4"
+sha256 = "11881db6b7c168494be2c2d12e65931451bdf7ee718535418ae1d8855dd5a0ee"
 
 [[packages]]
 name = "tqdm"
diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1slimb1.toml b/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1slimb1.toml
index 1ba81d00..638067ad 100644
--- a/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1slimb1.toml
+++ b/winpython/portable/cycle_2026_04/pylock.64-3_14_7_1slimb1.toml
@@ -1389,14 +1389,14 @@ sha256 = "c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5"
 
 [[packages]]
 name = "greenlet"
-version = "3.4.0"
+version = "3.5.5"
 
 [[packages.wheels]]
-name = "greenlet-3.4.0-cp314-cp314-win_amd64.whl"
-url = "https://files.pythonhosted.org/packages/63/45/c1ca4a1ad975de4727e52d3ffe641ae23e1d7a8ffaa8ff7a0477e1827b92/greenlet-3.4.0-cp314-cp314-win_amd64.whl"
+name = "greenlet-3.5.5-cp314-cp314-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/2e/3d/5cc9701117ea4dc0eb7bf1f4f9b7888a6e2e5277ddfae095805ace50f2b6/greenlet-3.5.5-cp314-cp314-win_amd64.whl"
 
 [packages.wheels.hashes]
-sha256 = "207ba5b97ea8b0b60eb43ffcacf26969dd83726095161d676aac03ff913ee50d"
+sha256 = "7dffc5c859fe6059974df1e37d7923d654a83e2ae18fdd616994270e001115e1"
 
 [[packages]]
 name = "griffelib"
@@ -2192,14 +2192,14 @@ sha256 = "55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14"
 
 [[packages]]
 name = "jupyterlab"
-version = "4.6.2"
+version = "4.6.3"
 
 [[packages.wheels]]
-name = "jupyterlab-4.6.2-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/63/1f/e39b248c76bb3736bc05a9491a6aa1315414c32dea12f548ecc1b24c758e/jupyterlab-4.6.2-py3-none-any.whl"
+name = "jupyterlab-4.6.3-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/e9/47/242f46de028074651c9bd6d8000fc340ed0d3cdd1a0eae4387826123413a/jupyterlab-4.6.3-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "5964447036629adfcd3fc0969effc1da6f47d2cbd0a60b2c2eea7c31be0ec6a8"
+sha256 = "0a1ebc6567186f1eabd99536e94df7ed9e96d1e7c5ddf3e4406ae16e88abacb7"
 
 [[packages]]
 name = "jupyterlab-pygments"
@@ -2940,14 +2940,14 @@ sha256 = "ff9598a8e20518ee0d557745890cc4435b9578489e2dcbc69c4f81fa060caf7c"
 
 [[packages]]
 name = "notebook"
-version = "7.6.1"
+version = "7.6.2"
 
 [[packages.wheels]]
-name = "notebook-7.6.1-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/3c/19/003ac39eae3a88b80631f93eb954b61d0f1fc1dce4c84602eb0bf4802466/notebook-7.6.1-py3-none-any.whl"
+name = "notebook-7.6.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/5c/fd/3e552ff5b24dd305c6e9a10e8645e29c03091c317429f326ae10dbae1ac6/notebook-7.6.2-py3-none-any.whl"
 
 [packages.wheels.hashes]
-sha256 = "6ea1e4c926f0dc490444ddcc335797a3dacda470a805d01031872fb119988ba2"
+sha256 = "5fe9e09c335cb4b7de21627b860f77210e70e54b1fb1276ad942a4a7e1d858d3"
 
 [[packages]]
 name = "notebook-shim"
@@ -3171,14 +3171,14 @@ sha256 = "46e8d82541b7ae47d2c2393dd746800b95fa7ad8eb545cc39ab5f366ba00a664"
 
 [[packages]]
 name = "panel-material-ui"
-version = "0.12.0"
+version = "0.14.0"
 
 [[packages.wheels]]
-name = "panel_material_ui-0.12.0-py3-none-any.whl"
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+name = "panel_material_ui-0.14.0-py3-none-any.whl"
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_13_15_1slimb1.txt b/winpython/portable/cycle_2026_04/requir.64-3_13_15_1slimb1.txt
index 9862f032..bb4ab08c 100644
--- a/winpython/portable/cycle_2026_04/requir.64-3_13_15_1slimb1.txt
+++ b/winpython/portable/cycle_2026_04/requir.64-3_13_15_1slimb1.txt
@@ -250,8 +250,8 @@ graphql-core==3.2.11 \
     --hash=sha256:0b3e35ff41e9adba53021ab0cef475eb18f57c7f53f0f2ca55567fbf3c537ea0
 graphql-relay==3.2.0 \
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-greenlet==3.4.0 \
-    --hash=sha256:849f8bc17acd6295fcb5de8e46d55cc0e52381c56eaf50a2afd258e97bc65940
+greenlet==3.5.5 \
+    --hash=sha256:95c5b1f4b3a193f8a0c2de4bfdcb48d119f7f1063941f1de1f2168051b3e52dd
 griffelib==2.1.0 \
     --hash=sha256:cc7b3d2d2865ad0b909fcc38086e3f554b5ea7acbaa7bbb7ecaa3f5dfb7d9f00
 groq==1.6.0 \
@@ -396,8 +396,8 @@ jupyter-server==2.20.0 \
     --hash=sha256:c3b67c93c471e947c18b5026f04f21614218adb706df8f48227d3ee8e0a7cdcc
 jupyter-server-terminals==0.5.4 \
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-    --hash=sha256:5964447036629adfcd3fc0969effc1da6f47d2cbd0a60b2c2eea7c31be0ec6a8
+jupyterlab==4.6.3 \
+    --hash=sha256:0a1ebc6567186f1eabd99536e94df7ed9e96d1e7c5ddf3e4406ae16e88abacb7
 jupyterlab-pygments==0.3.0 \
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 jupyterlab-server==2.28.0 \
@@ -532,8 +532,8 @@ nh3==0.3.3 \
     --hash=sha256:2efd17c0355d04d39e6d79122b42662277ac10a17ea48831d90b46e5ef7e4fc0
 nltk==3.10.3 \
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-notebook==7.6.1 \
-    --hash=sha256:6ea1e4c926f0dc490444ddcc335797a3dacda470a805d01031872fb119988ba2
+notebook==7.6.2 \
+    --hash=sha256:5fe9e09c335cb4b7de21627b860f77210e70e54b1fb1276ad942a4a7e1d858d3
 notebook-shim==0.2.4 \
     --hash=sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef
 numba==0.67.0 \
@@ -574,8 +574,8 @@ pandocfilters==1.5.1 \
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 panel==1.9.3 \
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-panel-material-ui==0.12.0 \
-    --hash=sha256:f3afd910d479fa2ebb89283b23c26bc031639e09e408566b665a020c6c03e4ad
+panel-material-ui==0.14.0 \
+    --hash=sha256:152e09fc0b903e37d3b45bf8d3018cc3360b9112588a80c1254c3da3f3c2f22d
 papermill==2.7.0 \
     --hash=sha256:e1855e6670100a02bb4f8a6870484a5c10b84a8d2e49c49921c90209940c7514
 param==2.4.1 \
@@ -702,8 +702,8 @@ pypandoc==1.15 \
     --hash=sha256:4ededcc76c8770f27aaca6dff47724578428eca84212a31479403a9731fc2b16
 pyparsing==3.3.2 \
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-pypdf==6.15.0 \
-    --hash=sha256:14e001d6504822cb1ca9c7ed9a69bccb320f59b320730f55af804361abe4d5ee
+pypdf==6.16.2 \
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 pyperclip==1.11.0 \
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 pyproject-hooks==1.2.0 \
@@ -962,8 +962,8 @@ tomlkit==0.15.1 \
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 toolz==1.1.0 \
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-    --hash=sha256:de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4
+tornado==6.5.8 \
+    --hash=sha256:11881db6b7c168494be2c2d12e65931451bdf7ee718535418ae1d8855dd5a0ee
 tqdm==4.70.0 \
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 traitlets==5.15.1 \
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb1.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb1.txt
index 733f68f1..093aad0c 100644
--- a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb1.txt
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb1.txt
@@ -250,8 +250,8 @@ graphql-core==3.2.11 \
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 graphql-relay==3.2.0 \
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-    --hash=sha256:207ba5b97ea8b0b60eb43ffcacf26969dd83726095161d676aac03ff913ee50d
+greenlet==3.5.5 \
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 griffelib==2.1.0 \
     --hash=sha256:cc7b3d2d2865ad0b909fcc38086e3f554b5ea7acbaa7bbb7ecaa3f5dfb7d9f00
 groq==1.6.0 \
@@ -396,8 +396,8 @@ jupyter-server==2.20.0 \
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 jupyter-server-terminals==0.5.4 \
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+jupyterlab==4.6.3 \
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 jupyterlab-pygments==0.3.0 \
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 jupyterlab-server==2.28.0 \
@@ -532,8 +532,8 @@ nh3==0.3.3 \
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 nltk==3.10.3 \
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-    --hash=sha256:6ea1e4c926f0dc490444ddcc335797a3dacda470a805d01031872fb119988ba2
+notebook==7.6.2 \
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 notebook-shim==0.2.4 \
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 numba==0.67.0 \
@@ -574,8 +574,8 @@ pandocfilters==1.5.1 \
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 panel==1.9.3 \
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 papermill==2.7.0 \
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 param==2.4.1 \
@@ -702,8 +702,8 @@ pypandoc==1.15 \
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 pyparsing==3.3.2 \
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 pyperclip==1.11.0 \
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 toolz==1.1.0 \
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 tqdm==4.70.0 \
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb1.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb1.txt
new file mode 100644
index 00000000..c1338547
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb1.txt
@@ -0,0 +1,616 @@
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+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f

From 25e36856915c7d04a7d34f6d1ed8cfcee2d7f796 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 6 Sep 2026 15:06:08 +0200
Subject: [PATCH 078/100] Test that the cycle workflow and its config script
 agree

Actions resolves an expression naming a key nothing emits to the empty
string, without a word about it. So a renamed matrix.leg key does not
fail at the line that reads it: it fails later, in PowerShell, an hour
into a Windows runner, with an empty path.

tests/test_cycle_config.py reads the workflow as text and runs
cycle_config.py for real over whatever cycle files are committed, so a
new cycle is covered the moment its TOML lands. It checks that the two
sides name the same keys, that every leg points at a lockfile that is
there, that artifact names cannot collide, that ver2 matches the tarball
it downloads, that a free-threaded Python builds only free-threaded
flavors -- 3.14 and 3.14F share a ver2, so nothing else separates them
-- and the release tag rules, including the names git would refuse as a
ref. Nothing new to install: the workflow is text rather than parsed
YAML, and the pinned test dependencies stay pytest and packaging.

test_wppm.yml ran none of it, having no trigger on the paths these tests
guard, which is the commit where the answer is worth having. It does
now.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MBk5k7WdpPvx4SUFyEk3U3
---
 .github/workflows/test_wppm.yml |  10 ++
 tests/test_cycle_config.py      | 267 ++++++++++++++++++++++++++++++++
 2 files changed, 277 insertions(+)
 create mode 100644 tests/test_cycle_config.py

diff --git a/.github/workflows/test_wppm.yml b/.github/workflows/test_wppm.yml
index 6916433d..3e327c32 100644
--- a/.github/workflows/test_wppm.yml
+++ b/.github/workflows/test_wppm.yml
@@ -14,6 +14,11 @@ on:
       - 'tests/**'
       - 'pyproject.toml'
       - '.github/workflows/test_wppm.yml'
+      # tests/test_cycle_config.py checks these two agree with each other,
+      # which is worth knowing on the commit that changes one of them
+      - '.github/scripts/**'
+      - '.github/workflows/build_winpython_cycle.yml'
+      - 'cycles/**'
   pull_request:
     paths:
       - 'wppm/**'
@@ -21,6 +26,11 @@ on:
       - 'tests/**'
       - 'pyproject.toml'
       - '.github/workflows/test_wppm.yml'
+      # tests/test_cycle_config.py checks these two agree with each other,
+      # which is worth knowing on the commit that changes one of them
+      - '.github/scripts/**'
+      - '.github/workflows/build_winpython_cycle.yml'
+      - 'cycles/**'
   workflow_dispatch:
 
 permissions: {}
diff --git a/tests/test_cycle_config.py b/tests/test_cycle_config.py
new file mode 100644
index 00000000..d23dd04f
--- /dev/null
+++ b/tests/test_cycle_config.py
@@ -0,0 +1,267 @@
+# -*- coding: utf-8 -*-
+"""The cycle build workflow and the script that configures it must agree.
+
+`.github/scripts/cycle_config.py` decides the whole shape of a cycle build,
+and `build_winpython_cycle.yml` consumes that decision as `matrix.leg.<key>`
+and `needs.config.outputs.<key>`. GitHub Actions resolves an expression naming
+a key nothing emits to the empty string, silently: the build does not fail at
+that line, it fails much later, in PowerShell, an hour into a Windows runner,
+with an empty path. That is expensive to find and slow to retry, so this
+module checks the two sides line up before any of it starts.
+
+Nothing here needs pytest plugins, a YAML parser or a network: the workflow is
+read as text and the script is imported and run for real, against whatever
+cycle files the repository currently has. A new cycle is therefore covered the
+moment its TOML is committed.
+"""
+import importlib.util
+import json
+import re
+from pathlib import Path
+
+import pytest
+
+REPO = Path(__file__).resolve().parents[1]
+CYCLES = REPO / "cycles"
+SCRIPT = REPO / ".github/scripts/cycle_config.py"
+WORKFLOW = REPO / ".github/workflows/build_winpython_cycle.yml"
+
+cycle_files = sorted(CYCLES.glob("*.toml")) if CYCLES.is_dir() else []
+
+needs_script = pytest.mark.skipif(not SCRIPT.is_file(), reason="cycle_config.py is gone")
+needs_workflow = pytest.mark.skipif(
+    not WORKFLOW.is_file(), reason="build_winpython_cycle.yml is gone"
+)
+needs_cycles = pytest.mark.skipif(not cycle_files, reason="no cycle files to check")
+
+
+def load_script():
+    spec = importlib.util.spec_from_file_location("cycle_config", SCRIPT)
+    module = importlib.util.module_from_spec(spec)
+    spec.loader.exec_module(module)
+    return module
+
+
+@pytest.fixture(scope="module")
+def cycle_config():
+    if not SCRIPT.is_file():
+        pytest.skip("cycle_config.py is gone")
+    return load_script()
+
+
+@pytest.fixture
+def at_repo_root(monkeypatch):
+    """A cycle file names its lockfile directory relative to the checkout root.
+
+    CI runs the script from there; pytest may be invoked from anywhere.
+    """
+    monkeypatch.chdir(REPO)
+
+
+@pytest.fixture(scope="module")
+def workflow_text():
+    if not WORKFLOW.is_file():
+        pytest.skip("build_winpython_cycle.yml is gone")
+    return WORKFLOW.read_text(encoding="utf-8")
+
+
+def config_for(cycle_config, cycle_file: Path, requested: str = "all") -> dict:
+    import tomllib
+
+    with cycle_file.open("rb") as fh:
+        cfg = tomllib.load(fh)
+    return cycle_config.build_config(cfg, requested, cycle_file.stem)
+
+
+def legs_of(config: dict) -> list[dict]:
+    return json.loads(config["matrix"])["leg"]
+
+
+@needs_script
+@needs_cycles
+@pytest.mark.parametrize("cycle_file", cycle_files, ids=lambda p: p.stem)
+class TestCycleFile:
+    """Every committed cycle must still describe a build that could run."""
+
+    def test_builds_at_least_one_leg(self, cycle_config, at_repo_root, cycle_file):
+        """A cycle whose lockfiles are all missing would start runners for nothing.
+
+        The script is meant to refuse that here, so an empty matrix means the
+        cycle directory and the flavor names have drifted apart.
+        """
+        assert legs_of(config_for(cycle_config, cycle_file))
+
+    def test_every_leg_names_a_lockfile_that_exists(self, cycle_config, at_repo_root, cycle_file):
+        """The leg is what pip is pointed at; a stale name fails only on the runner."""
+        for leg in legs_of(config_for(cycle_config, cycle_file)):
+            assert Path(leg["lockfile"]).is_file(), f"{leg['winpyver']}: {leg['lockfile']}"
+            for optional in ("lockfile_wheels", "requirements_wheels"):
+                if leg[optional]:
+                    assert Path(leg[optional]).is_file(), f"{leg['winpyver']}: {leg[optional]}"
+
+    def test_artifact_names_are_unique(self, cycle_config, at_repo_root, cycle_file):
+        """Two legs sharing an artifact name would race to upload the same one."""
+        names = [leg["artifact_name"] for leg in legs_of(config_for(cycle_config, cycle_file))]
+        assert len(names) == len(set(names)), sorted(names)
+
+    def test_version_matches_the_tarball_it_downloads(self, cycle_config, cycle_file):
+        """ver2 and src are hand-edited together; a copy-paste slip must not pass.
+
+        The script raises on the mismatch, so reaching a leg at all is the check.
+        """
+        import tomllib
+
+        with cycle_file.open("rb") as fh:
+            cfg = tomllib.load(fh)
+        for requested, entry in cfg["pythons"].items():
+            facts = cycle_config.python_facts(requested, entry)
+            assert ".".join(facts["ver2"].split(".")[:3]) in entry["src"]
+
+    def test_free_threaded_pythons_build_only_free_threaded_flavors(
+        self, cycle_config, at_repo_root, cycle_file
+    ):
+        """3.14 and 3.14F share a ver2, so only the flavor set separates them.
+
+        If the WINPYARCHDET filter ever stopped applying, a free-threaded run
+        would silently rebuild the ordinary flavors under the same file names.
+        """
+        for leg in legs_of(config_for(cycle_config, cycle_file)):
+            free_threaded = leg["python_versionf"].endswith("F")
+            assert leg["name"].endswith("f") == free_threaded, leg["winpyver"]
+
+
+@needs_script
+@needs_cycles
+class TestDispatchChoices:
+    @needs_workflow
+    @pytest.mark.parametrize("cycle_file", cycle_files, ids=lambda p: p.stem)
+    def test_every_python_can_be_dispatched_on_its_own(self, cycle_file, workflow_text):
+        """The choice list is typed by hand; a cycle's new Python must be added to it.
+
+        Without this, a cycle can offer 3.16 that "all" builds but that nobody
+        can re-run alone when one flavor fails.
+        """
+        import tomllib
+
+        with cycle_file.open("rb") as fh:
+            pythons = set(tomllib.load(fh)["pythons"])
+        block = re.search(r"\n        options:\n((?:\s+- '[^']+'\n)+)", workflow_text)
+        assert block, "the python_versionf choice list moved; this test needs updating"
+        offered = set(re.findall(r"- '([^']+)'", block.group(1)))
+        assert "all" in offered
+        assert pythons <= offered, f"{cycle_file.stem} offers {pythons - offered}, the workflow does not"
+
+
+@needs_script
+class TestReleaseTag:
+    """The tag is what the download URLs the website publishes are built on."""
+
+    @pytest.mark.parametrize("cycle,cfg,expected", [
+        ("2026_04", {"release_level": "b1"}, "2026-04b1"),
+        ("2026_03", {"release_level": ""}, "2026-03"),
+        ("2026_04", {}, "2026-04"),
+        ("2027_01", {"release_level": "rc2"}, "2027-01rc2"),
+    ])
+    def test_derived_from_the_cycle_name_and_level(self, cycle_config, cycle, cfg, expected):
+        """A respin is a release_level bump, not a tag to invent.
+
+        Deliberately no date in it: a date would tie the tag to a run, so
+        re-running one missing flavor would open a second release instead of
+        adding to the one the other legs are already on.
+        """
+        assert cycle_config.release_tag(cfg, cycle) == expected
+
+    def test_an_explicit_tag_wins(self, cycle_config):
+        """Kept for continuity with the tags releases used before this scheme."""
+        cfg = {"release_level": "b1", "release_tag": "17.12.20260522/WinPython"}
+        assert cycle_config.release_tag(cfg, "2026_04") == "17.12.20260522/WinPython"
+
+    @pytest.mark.parametrize("bad", [
+        "2026 04", "2026-04^b1", "2026~04", "cycle..04", "2026-04/", "2026-04.lock",
+        "2026-04:b1", "back\\slash", "tab\there",
+    ])
+    def test_a_tag_git_would_refuse_is_caught_here(self, cycle_config, bad):
+        """Five seconds into the config job beats an hour into a build."""
+        with pytest.raises(SystemExit):
+            cycle_config.release_tag({"release_tag": bad}, "2026_04")
+
+    @needs_cycles
+    @pytest.mark.parametrize("cycle_file", cycle_files, ids=lambda p: p.stem)
+    def test_every_cycle_has_a_usable_tag(self, cycle_config, at_repo_root, cycle_file):
+        tag = config_for(cycle_config, cycle_file)["release_tag"]
+        assert tag and not set(tag) & cycle_config.TAG_FORBIDDEN
+
+
+@needs_script
+@needs_workflow
+@needs_cycles
+class TestWorkflowMatchesConfig:
+    """What the workflow reads, the script has to emit -- for every cycle."""
+
+    @pytest.fixture(scope="class")
+    def emitted(self, request):
+        """Leg keys and config outputs common to every cycle file."""
+        module = load_script()
+        monkey = pytest.MonkeyPatch()
+        monkey.chdir(REPO)
+        try:
+            leg_keys, output_keys, formats = None, None, set()
+            for cycle_file in cycle_files:
+                config = config_for(module, cycle_file)
+                output_keys = set(config) if output_keys is None else output_keys & set(config)
+                for leg in legs_of(config):
+                    leg_keys = set(leg) if leg_keys is None else leg_keys & set(leg)
+                    formats |= set(leg["formats"])
+        finally:
+            monkey.undo()
+        return {"leg": leg_keys, "outputs": output_keys, "formats": formats}
+
+    def test_every_matrix_key_the_workflow_reads_is_emitted(self, workflow_text, emitted):
+        """An unknown matrix.leg.<key> resolves to "" and breaks far from here."""
+        used = set(re.findall(r"matrix\.leg\.([A-Za-z_][A-Za-z0-9_]*)", workflow_text))
+        used |= set(re.findall(r"matrix\.leg\['([^']+)'\]", workflow_text))
+        assert used - {"formats"} <= emitted["leg"], used - {"formats"} - emitted["leg"]
+
+    def test_every_archive_format_the_workflow_reads_is_emitted(self, workflow_text, emitted):
+        used = set(re.findall(r"matrix\.leg\.formats\.([A-Za-z0-9_]+)", workflow_text))
+        used |= set(re.findall(r"matrix\.leg\.formats\['([^']+)'\]", workflow_text))
+        assert used, "the workflow stopped reading the archive formats"
+        assert used <= emitted["formats"], used - emitted["formats"]
+
+    def test_declared_job_outputs_come_from_the_script(self, workflow_text, emitted):
+        """`outputs:` forwards steps.cfg.outputs.<key>; the script must write it."""
+        declared = dict(re.findall(
+            r"^      ([a-z0-9_]+): \$\{\{ steps\.cfg\.outputs\.([a-z0-9_]+) \}\}$",
+            workflow_text, re.MULTILINE,
+        ))
+        assert declared, "the config job's outputs block moved; this test needs updating"
+        assert set(declared.values()) <= emitted["outputs"], (
+            set(declared.values()) - emitted["outputs"]
+        )
+
+    def test_every_output_the_workflow_reads_is_declared(self, workflow_text):
+        declared = set(re.findall(
+            r"^      ([a-z0-9_]+): \$\{\{ steps\.cfg\.outputs\.[a-z0-9_]+ \}\}$",
+            workflow_text, re.MULTILINE,
+        ))
+        used = set(re.findall(r"needs\.config\.outputs\.([a-z0-9_]+)", workflow_text))
+        assert used <= declared, used - declared
+
+    def test_nothing_still_reads_the_pre_cycle_matrix(self, workflow_text):
+        """`matrix.flavor` was the one-Python-per-dispatch shape; it emits nothing now."""
+        assert "matrix.flavor" not in workflow_text
+
+    def test_publishing_is_gated_both_ways(self, workflow_text):
+        """The binaries go either to the release or to an artifact -- never neither.
+
+        Both gates have to exist: if the negative one were dropped, a run with
+        publish off would build gigabytes and upload none of it.
+        """
+        assert "if: ${{ inputs.publish }}" in workflow_text
+        assert "if: ${{ !inputs.publish }}" in workflow_text
+
+    def test_the_release_tag_is_never_taken_from_a_dispatch_input(self, workflow_text):
+        """One source of truth: the cycle file. An input would let them disagree."""
+        assert "inputs.release_tag" not in workflow_text
+        for env_line in re.findall(r"^          TAG: (.+)$", workflow_text, re.MULTILINE):
+            assert env_line == "${{ needs.config.outputs.release_tag }}", env_line

From 0be49483cc5275f2f8d125d83f878008fdba79ba Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 6 Sep 2026 15:40:16 +0200
Subject: [PATCH 079/100] Let a changelog with a release level be found

find_previous_version reads the previous release out of the file names in
changelogs/, through a pattern of digits and dots. A version carrying a
release level has letters in it, so 3.14.7.1b1 matched nothing and the
comparison walked straight past it.

The ordering never needed anything: PEP 440 already puts 3.14.7.0 before
3.14.7.1b1 before 3.14.7.1. Only the name pattern was wrong. Names now go
to the version parser, and what does not parse as a version is skipped,
which drops the _History companions by the same rule instead of relying
on the digit class to exclude them.

This was live, not hypothetical. WinPythondot-64bit-3.9.0.0b1.md has been
invisible for years, so 3.9.0.0 was diffed against 3.8.10.0 and reported
the beta's changes a second time. Nothing else in changelogs/ answers
differently.

copy_changelogs had the same pattern, and now selects on the parsed
version, so a level travels with its cycle and 3.1 cannot pick up 3.15.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MBk5k7WdpPvx4SUFyEk3U3
---
 tests/test_diff_versions.py | 185 ++++++++++++++++++++++++++++++++++++
 wppm/diff.py                |  49 ++++++++--
 2 files changed, 224 insertions(+), 10 deletions(-)
 create mode 100644 tests/test_diff_versions.py

diff --git a/tests/test_diff_versions.py b/tests/test_diff_versions.py
new file mode 100644
index 00000000..89ed0346
--- /dev/null
+++ b/tests/test_diff_versions.py
@@ -0,0 +1,185 @@
+# -*- coding: utf-8 -*-
+"""Which changelog a new one gets compared against.
+
+`write_changelog` asks `find_previous_version` what the previous release was,
+and the answer comes from the file names in `changelogs/` alone. That made the
+naming of those files load-bearing: the pattern used to be digits and dots, so
+a version carrying a release level -- 3.14.7.1b1 -- matched nothing and the
+comparison skipped straight past it. PEP 440 orders those versions correctly
+already (3.14.7.0 < 3.14.7.1b1 < 3.14.7.1); only the file name pattern did not.
+
+The layouts here are synthetic: the functions care about names, not contents,
+so an empty file under the right name exercises the real code.
+"""
+from pathlib import Path
+
+import pytest
+
+from wppm.diff import changelog_versions, copy_changelogs, find_previous_version
+
+
+def changelogs(searchdir: Path, *names: str) -> Path:
+    """A changelogs directory holding exactly these files."""
+    searchdir.mkdir(parents=True, exist_ok=True)
+    for name in names:
+        (searchdir / name).write_text("", encoding="utf-8")
+    return searchdir
+
+
+class TestFindPreviousVersion:
+    def test_picks_the_nearest_earlier_version(self, tmp_path):
+        searchdir = changelogs(
+            tmp_path,
+            "WinPythondot-64bit-3.13.15.0.md",
+            "WinPythondot-64bit-3.14.7.0.md",
+            "WinPythondot-64bit-3.14.7.1.md",
+        )
+        assert find_previous_version("3.14.7.1", searchdir, "dot") == "3.14.7.0"
+
+    def test_a_release_level_is_visible_and_ordered(self, tmp_path):
+        """The b1 sits between .0 and .1, so it is what .1 compares against.
+
+        This is the case the old digits-and-dots pattern dropped: it would
+        have answered 3.14.7.0 and reported a beta's worth of changes twice.
+        """
+        searchdir = changelogs(
+            tmp_path,
+            "WinPythondot-64bit-3.14.7.0.md",
+            "WinPythondot-64bit-3.14.7.1b1.md",
+        )
+        assert find_previous_version("3.14.7.1", searchdir, "dot") == "3.14.7.1b1"
+
+    def test_a_release_level_compares_against_the_release_before_it(self, tmp_path):
+        searchdir = changelogs(
+            tmp_path,
+            "WinPythondot-64bit-3.14.7.0.md",
+            "WinPythondot-64bit-3.14.7.1b1.md",
+        )
+        assert find_previous_version("3.14.7.1b1", searchdir, "dot") == "3.14.7.0"
+
+    @pytest.mark.parametrize("level", ["b1", "b2", "rc1", "a1", "post1"])
+    def test_every_level_winpython_has_used_parses(self, tmp_path, level):
+        searchdir = changelogs(
+            tmp_path,
+            "WinPythondot-64bit-3.14.7.0.md",
+            f"WinPythondot-64bit-3.14.7.1{level}.md",
+        )
+        assert find_previous_version("3.14.8.0", searchdir, "dot") == f"3.14.7.1{level}"
+
+    def test_history_companions_are_never_the_answer(self, tmp_path):
+        """`_History.md` sits beside every changelog and is not one."""
+        searchdir = changelogs(
+            tmp_path,
+            "WinPythondot-64bit-3.14.7.0.md",
+            "WinPythondot-64bit-3.14.7.0_History.md",
+        )
+        assert find_previous_version("3.14.7.1", searchdir, "dot") == "3.14.7.0"
+
+    def test_unrelated_files_are_ignored(self, tmp_path):
+        searchdir = changelogs(
+            tmp_path,
+            "WinPythondot-64bit-3.14.7.0.md",
+            "pylock.64-3_14_7_0dot.toml",
+            "requir.64-3_14_7_0dot.txt",
+            "README.md",
+        )
+        assert find_previous_version("3.14.7.1", searchdir, "dot") == "3.14.7.0"
+
+    def test_the_old_txt_changelogs_still_count(self, tmp_path):
+        searchdir = changelogs(tmp_path, "WinPython-64bit-2.7.10.1.txt")
+        assert find_previous_version("2.7.10.2", searchdir, "") == "2.7.10.1"
+
+    def test_nothing_earlier_returns_the_target_itself(self, tmp_path):
+        """The documented fallback: comparing a version against itself is empty."""
+        searchdir = changelogs(tmp_path, "WinPythondot-64bit-3.14.7.1.md")
+        assert find_previous_version("3.14.7.1", searchdir, "dot") == "3.14.7.1"
+
+    def test_flavors_do_not_see_each_other(self, tmp_path):
+        """dot and slim ship different package sets; a cross-flavor diff is noise."""
+        searchdir = changelogs(
+            tmp_path,
+            "WinPythondot-64bit-3.14.7.0.md",
+            "WinPythonslim-64bit-3.14.7.1.md",
+        )
+        assert find_previous_version("3.14.7.2", searchdir, "dot") == "3.14.7.0"
+        assert find_previous_version("3.14.7.2", searchdir, "slim") == "3.14.7.1"
+
+    def test_a_flavor_is_not_a_prefix_of_another(self, tmp_path):
+        """dot must not match dotf: the free-threaded build is a separate line."""
+        searchdir = changelogs(
+            tmp_path,
+            "WinPythondot-64bit-3.14.7.0.md",
+            "WinPythondotf-64bit-3.14.7.1.md",
+        )
+        assert find_previous_version("3.14.7.2", searchdir, "dot") == "3.14.7.0"
+        assert find_previous_version("3.14.7.2", searchdir, "dotf") == "3.14.7.1"
+
+    def test_the_unflavored_name_does_not_match_flavored_files(self, tmp_path):
+        searchdir = changelogs(
+            tmp_path,
+            "WinPython-64bit-3.9.8.0.md",
+            "WinPythondot-64bit-3.14.7.0.md",
+        )
+        assert find_previous_version("3.15.0.0", searchdir, "") == "3.9.8.0"
+
+    def test_architecture_separates_the_lines(self, tmp_path):
+        searchdir = changelogs(
+            tmp_path,
+            "WinPythondot-32bit-3.9.0.0.md",
+            "WinPythondot-64bit-3.8.0.0.md",
+        )
+        assert find_previous_version("3.14.0.0", searchdir, "dot", 64) == "3.8.0.0"
+        assert find_previous_version("3.14.0.0", searchdir, "dot", 32) == "3.9.0.0"
+
+
+class TestChangelogVersions:
+    def test_reports_the_file_each_version_came_from(self, tmp_path):
+        searchdir = changelogs(
+            tmp_path,
+            "WinPythondot-64bit-3.14.7.1b1.md",
+            "WinPythondot-64bit-3.14.7.0_History.md",
+        )
+        found = changelog_versions(searchdir, "dot")
+        assert [(raw, name) for _, raw, name in found] == [
+            ("3.14.7.1b1", "WinPythondot-64bit-3.14.7.1b1.md")
+        ]
+
+
+class TestCopyChangelogs:
+    @pytest.fixture
+    def dest(self, tmp_path):
+        target = tmp_path / "dest"
+        target.mkdir()
+        return target
+
+    def test_takes_the_whole_major_minor_including_levels(self, tmp_path, dest):
+        src = changelogs(
+            tmp_path / "src",
+            "WinPythondot-64bit-3.14.7.0.md",
+            "WinPythondot-64bit-3.14.7.1b1.md",
+            "WinPythondot-64bit-3.13.15.0.md",
+        )
+        copy_changelogs("3.14.7.1", src, "dot", 64, dest)
+        assert sorted(p.name for p in dest.iterdir()) == [
+            "WinPythondot-64bit-3.14.7.0.md",
+            "WinPythondot-64bit-3.14.7.1b1.md",
+        ]
+
+    def test_a_minor_is_not_a_string_prefix(self, tmp_path, dest):
+        """Selecting on the parsed version stops 3.1 from dragging in 3.15."""
+        src = changelogs(
+            tmp_path / "src",
+            "WinPythondot-64bit-3.1.0.0.md",
+            "WinPythondot-64bit-3.15.0.5.md",
+        )
+        copy_changelogs("3.1.0.0", src, "dot", 64, dest)
+        assert [p.name for p in dest.iterdir()] == ["WinPythondot-64bit-3.1.0.0.md"]
+
+    def test_history_companions_are_not_copied(self, tmp_path, dest):
+        src = changelogs(
+            tmp_path / "src",
+            "WinPythondot-64bit-3.14.7.0.md",
+            "WinPythondot-64bit-3.14.7.0_History.md",
+        )
+        copy_changelogs("3.14.7.0", src, "dot", 64, dest)
+        assert [p.name for p in dest.iterdir()] == ["WinPythondot-64bit-3.14.7.0.md"]
diff --git a/wppm/diff.py b/wppm/diff.py
index 7d62a351..8cad95c1 100644
--- a/wppm/diff.py
+++ b/wppm/diff.py
@@ -112,12 +112,38 @@ def compare_files(file1, file2, mode="full", header1=None, header2=None, header_
 
 # --- ORIGINAL/HISTORICAL VERSION-TO-VERSION COMPARISON ---
 
+def changelog_versions(searchdir, flavor="", architecture=64):
+    """The changelogs on disk, as (parsed version, version string, file name).
+
+    The file name is the only source of the version, so the pattern has to
+    accept everything a WinPython version can be. It used to be digits and
+    dots, which silently dropped any release level: 3.14.7.1b1 is a perfectly
+    ordinary PEP 440 version -- it sorts after 3.14.7.0 and before 3.14.7.1 --
+    but no b1 changelog was ever visible to the comparison. Now the name is
+    handed to the version parser, which also drops the _History companions and
+    anything else in the directory that is not a changelog, since they do not
+    parse as versions.
+    """
+    pattern = re.compile(rf"WinPython{re.escape(flavor)}-{architecture}bit-(.+)\.(?:txt|md)$")
+    found = []
+    for name in os.listdir(searchdir):
+        match = pattern.match(name)
+        if not match:
+            continue
+        try:
+            found.append((version.parse(match.group(1)), match.group(1), name))
+        except version.InvalidVersion:
+            continue
+    return found
+
 def find_previous_version(target_version, searchdir=None, flavor="", architecture=64):
     search_dir = Path(searchdir) if searchdir else CHANGELOGS_DIR
-    pattern = re.compile(rf"WinPython{flavor}-{architecture}bit-([0-9\.]+)\.(txt|md)")
-    versions = [pattern.match(f).group(1) for f in os.listdir(search_dir) if pattern.match(f)]
-    versions = [v for v in versions if version.parse(v) < version.parse(target_version)]
-    return max(versions, key=version.parse, default=target_version)
+    target = version.parse(target_version)
+    earlier = [
+        (parsed, raw) for parsed, raw, _ in changelog_versions(search_dir, flavor, architecture)
+        if parsed < target
+    ]
+    return max(earlier, default=(None, target_version))[1]
 
 def load_version_markdown(version, searchdir, flavor="", architecture=64):
     filename = Path(searchdir) / f"WinPython{flavor}-{architecture}bit-{version}.md"
@@ -142,13 +168,16 @@ def compare_package_indexes(version2, version1=None, searchdir=None, flavor="",
         result += compare_markdown_sections(md1, md2, k, k, version1, version2) + "\n"
     return result+ "\n\n* * *\n"
 
-def copy_changelogs(version, searchdir, flavor="", architecture=64, basedir=None):
-    """Copy all changelogs for a major.minor version into basedir."""
-    basever = ".".join(str(version).split(".")[:2])
-    pattern = re.compile(rf"WinPython{flavor}-{architecture}bit-{basever}[0-9\.]*\.(txt|md)")
+def copy_changelogs(target_version, searchdir, flavor="", architecture=64, basedir=None):
+    """Copy all changelogs for a major.minor version into basedir.
+
+    Selected on the parsed version rather than a string prefix, so a release
+    level comes along and 3.1 cannot pick up 3.15.
+    """
+    basever = version.parse(str(target_version)).release[:2]
     dest = Path(basedir)
-    for fname in os.listdir(searchdir):
-        if pattern.match(fname):
+    for parsed, _, fname in changelog_versions(searchdir, flavor, architecture):
+        if parsed.release[:2] == basever:
             shutil.copyfile(Path(searchdir) / fname, dest / fname)
 
 def write_changelog(version2, version1=None, searchdir=None, flavor="", architecture=64, basedir=None):

From 8bde06b2b4204ad5a3cbf3cc5a2f5f8ee6df15f2 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 6 Sep 2026 16:07:35 +0200
Subject: [PATCH 080/100] Put the release level in the changelog name

A beta and the final it becomes share a winpyver2, so the changelog of
2026-04 b1 was written as WinPythonslim-64bit-3.15.0.5.md: the name the
final release wants. changelogs/ would describe a beta under the final's
name until the final build overwrote it.

The name now carries the level, WinPythonslim-64bit-3.15.0.5b1.md, which
is a PEP 440 version and sorts where find_previous_version needs it to.
That also makes each release compare against the release immediately
before it: the final diffs against its own b1 rather than reaching back
to the previous cycle, which is the more logical reading of an automatic
changelog and makes the b1-to-final delta visible instead of folding it
into the cycle total.

Three of the four places that build or read the name needed it. The
composite action takes a release_level input, which the cycle workflow
feeds from the config job. build_winpython.py had the same gap on the
local build path, for both the changelog and its _History companion, and
passes the same value to compare_package_indexes -- otherwise the diff
would look for a file the build no longer writes. diff.py needed
nothing: load_version_markdown takes the version it is given, and
find_previous_version returns levelled ones already.

pylock, requir and hashes carry the level through winpy_ver, and are
untouched.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MBk5k7WdpPvx4SUFyEk3U3
---
 .github/actions/publish-winpython/action.yml | 11 +++++++++--
 .github/workflows/build_winpython_cycle.yml  |  2 ++
 tests/test_cycle_config.py                   | 13 +++++++++++++
 winpython/build_winpython.py                 | 12 ++++++++----
 4 files changed, 32 insertions(+), 6 deletions(-)

diff --git a/.github/actions/publish-winpython/action.yml b/.github/actions/publish-winpython/action.yml
index 2c3a2f6b..5f859616 100644
--- a/.github/actions/publish-winpython/action.yml
+++ b/.github/actions/publish-winpython/action.yml
@@ -13,6 +13,10 @@ inputs:
     required: true
   winpy_ver2:
     required: true
+  release_level:
+    required: false
+    default: ""
+    description: 'b1, rc2, ... appended to winpy_ver2 in the changelog name'
   dotwheelhouse:
     required: true
   winpy_requirements_whl:
@@ -51,8 +55,11 @@ runs:
         $env:PYTHONIOENCODING="utf-8"
         $pythonExe = Join-Path "${{ inputs.build_location }}" "python\python.exe"
 
-        # Markdown Metadata
-        $destfile_md = "publish_output\WinPython${{ inputs.winpy_flavor }}-${{ inputs.winpy_arch }}bit-${{ inputs.winpy_ver2 }}.md" 
+        # Markdown Metadata. The release level is part of the name: a b1 and the
+        # final it becomes share a winpy_ver2, so without it the beta's package
+        # list occupies the final's file. 3.15.0.5b1 is a PEP 440 version, and
+        # sorts where find_previous_version needs it to.
+        $destfile_md = "publish_output\WinPython${{ inputs.winpy_flavor }}-${{ inputs.winpy_arch }}bit-${{ inputs.winpy_ver2 }}${{ inputs.release_level }}.md"
         & $pythonExe -m wppm -md | Out-File -FilePath $destfile_md -Encoding utf8
         gc $destfile_md
 
diff --git a/.github/workflows/build_winpython_cycle.yml b/.github/workflows/build_winpython_cycle.yml
index d50ec5b6..c44be36f 100644
--- a/.github/workflows/build_winpython_cycle.yml
+++ b/.github/workflows/build_winpython_cycle.yml
@@ -50,6 +50,7 @@ jobs:
     outputs:
       pandoc_source: ${{ steps.cfg.outputs.pandoc_source }}
       pandoc_sha256: ${{ steps.cfg.outputs.pandoc_sha256 }}
+      release_level: ${{ steps.cfg.outputs.release_level }}
       release_tag: ${{ steps.cfg.outputs.release_tag }}
       matrix: ${{ steps.cfg.outputs.matrix }}
     steps:
@@ -158,6 +159,7 @@ jobs:
           winpy_arch: ${{ env.WINPYARCH }}
           winpy_ver: ${{ env.WINPYVER }}
           winpy_ver2: ${{ env.WINPYVER2 }}
+          release_level: ${{ needs.config.outputs.release_level }}
           dotwheelhouse: ${{ env.dotwheelhouse }}
           winpy_requirements_whl: ${{ matrix.leg.requirements_wheels }}
           format_zip: ${{ matrix.leg.formats.zip }}
diff --git a/tests/test_cycle_config.py b/tests/test_cycle_config.py
index d23dd04f..bf6c40ec 100644
--- a/tests/test_cycle_config.py
+++ b/tests/test_cycle_config.py
@@ -260,6 +260,19 @@ def test_publishing_is_gated_both_ways(self, workflow_text):
         assert "if: ${{ inputs.publish }}" in workflow_text
         assert "if: ${{ !inputs.publish }}" in workflow_text
 
+    def test_the_changelog_name_carries_the_release_level(self, workflow_text):
+        """A beta and the final it becomes share a ver2.
+
+        Without the level in the name, a b1's package list is written to the
+        file the final release wants, and `changelogs/` briefly describes a
+        beta under the final's name. The level has to reach the composite
+        action for that, so both halves are checked.
+        """
+        assert "release_level: ${{ needs.config.outputs.release_level }}" in workflow_text
+        action = (REPO / ".github/actions/publish-winpython/action.yml").read_text(encoding="utf-8")
+        assert re.search(r"^  release_level:$", action, re.MULTILINE), "action input is missing"
+        assert "${{ inputs.winpy_ver2 }}${{ inputs.release_level }}.md" in action
+
     def test_the_release_tag_is_never_taken_from_a_dispatch_input(self, workflow_text):
         """One source of truth: the cycle file. An input would let them disagree."""
         assert "inputs.release_tag" not in workflow_text
diff --git a/winpython/build_winpython.py b/winpython/build_winpython.py
index 9446bc58..4a1fbcff 100644
--- a/winpython/build_winpython.py
+++ b/winpython/build_winpython.py
@@ -309,9 +309,13 @@ def main():
     generate_lockfiles(target_python, winpydirbase, args.constraints, args.find_links, file_postfix)
 
 
-    log_section(f"🙏 Step 7: generate changelog") 
-    mdn = f"WinPython{args.flavor}-{args.arch}bit-{winpyver2}.md"
-    out = f"WinPython{args.flavor}-{args.arch}bit-{winpyver2}_History.md"
+    log_section(f"🙏 Step 7: generate changelog")
+    # the release level belongs in the name: a b1 and the final it becomes share
+    # a winpyver2, so without it the beta's package list occupies the final's
+    # file. 3.15.0.5b1 is a PEP 440 version, and sorts where it should.
+    changelog_version = f"{winpyver2}{args.release_level}"
+    mdn = f"WinPython{args.flavor}-{args.arch}bit-{changelog_version}.md"
+    out = f"WinPython{args.flavor}-{args.arch}bit-{changelog_version}_History.md"
     changelog_dir = log_dir.parent/ "changelogs"
     
     cmd = ["set", f"WINPYVER2={winpyver2}&",  "set",  f"WINPYFLAVOR={args.flavor}&",
@@ -328,7 +332,7 @@ def main():
     cmd = [str(target_python), "-X", "utf8", "-c",
         (
         "from wppm import diff;"
-        f"result = diff.compare_package_indexes('{winpyver2}', searchdir=r'{changelog_dir}', flavor=r'{args.flavor}', architecture={args.arch});"
+        f"result = diff.compare_package_indexes('{changelog_version}', searchdir=r'{changelog_dir}', flavor=r'{args.flavor}', architecture={args.arch});"
         f"open(r'{winpydirbase.parent / out}', 'w', encoding='utf-8').write(result)" 
         )]
     run_command(cmd, check=False)

From c4704bb111907156ee5c1847c52d39f5b7b84919 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 6 Sep 2026 16:22:16 +0200
Subject: [PATCH 081/100] Title the release the way the previous ones were
 titled

The workflow titled a draft "WinPython 2026-04b1", where every release
for years has read "WinPython 2026-03 b3 of August 8th 2026". The tag is
what URLs are built on and it does not change; the title is what people
read on the releases page, and there is no reason for it to look new.

So the title is now cycle, then the level after a space -- the tag runs
them together, the title does not -- then the date with no comma, which
is how seventeen of the last eighteen titles read. Six of those titles
are reproduced letter for letter in the tests.

Built in cycle_config.py rather than in the job's shell: ordinal dates
are miserable to write in bash and impossible to test there. The date is
the day the draft is opened, the only day a build knows about, and a
cycle published much later can still have its title edited by hand -- a
re-run leaves an existing release's title alone, so that edit survives.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MBk5k7WdpPvx4SUFyEk3U3
---
 .github/scripts/cycle_config.py             | 27 +++++++++++
 .github/workflows/build_winpython_cycle.yml |  7 ++-
 tests/test_cycle_config.py                  | 53 +++++++++++++++++++++
 3 files changed, 85 insertions(+), 2 deletions(-)

diff --git a/.github/scripts/cycle_config.py b/.github/scripts/cycle_config.py
index 5e3bb9e0..110f68ec 100644
--- a/.github/scripts/cycle_config.py
+++ b/.github/scripts/cycle_config.py
@@ -27,6 +27,7 @@
 
 Paths are relative to the working directory, which in CI is the checkout root.
 """
+import datetime
 import json
 import os
 import sys
@@ -128,6 +129,31 @@ def release_tag(cfg: dict, cycle_name: str) -> str:
     return tag
 
 
+def ordinal(day: int) -> str:
+    """1st, 2nd, 3rd, 4th ... and the 11th/12th/13th exceptions."""
+    if 11 <= day % 100 <= 13:
+        return f"{day}th"
+    return f"{day}{ {1: 'st', 2: 'nd', 3: 'rd'}.get(day % 10, 'th') }"
+
+
+def release_title(cfg: dict, cycle_name: str, today: datetime.date | None = None) -> str:
+    """"WinPython 2026-04 b1 of September 6th 2026", the shape releases have used.
+
+    Kept deliberately close to the titles written by hand before this: cycle,
+    then the level after a space -- the tag runs them together, the title does
+    not -- then the date, no comma, which is how all but one of them read.
+
+    The date is the day the draft is opened, since that is the only day the
+    build knows about. A cycle publishing much later than it was built can
+    still have the title edited; the tag, which is what URLs are built on,
+    does not move.
+    """
+    today = today or datetime.date.today()
+    level = cfg.get("release_level", "")
+    name = f"{cycle_name.replace('_', '-')} {level}".strip()
+    return f"WinPython {name} of {today:%B} {ordinal(today.day)} {today.year}"
+
+
 def build_config(cfg: dict, requested: str, cycle_name: str) -> dict:
     pythons = cfg["pythons"]
     if requested == "all":
@@ -156,6 +182,7 @@ def build_config(cfg: dict, requested: str, cycle_name: str) -> dict:
         "cycle_dir": cfg["cycle_dir"],
         "release_level": cfg.get("release_level", ""),
         "release_tag": release_tag(cfg, cycle_name),
+        "release_title": release_title(cfg, cycle_name),
         "pandoc_source": cfg["pandoc"]["source"],
         "pandoc_sha256": cfg["pandoc"]["sha256"],
         # consumed by the build job as strategy.matrix via fromJSON
diff --git a/.github/workflows/build_winpython_cycle.yml b/.github/workflows/build_winpython_cycle.yml
index c44be36f..efc5ce1c 100644
--- a/.github/workflows/build_winpython_cycle.yml
+++ b/.github/workflows/build_winpython_cycle.yml
@@ -52,6 +52,7 @@ jobs:
       pandoc_sha256: ${{ steps.cfg.outputs.pandoc_sha256 }}
       release_level: ${{ steps.cfg.outputs.release_level }}
       release_tag: ${{ steps.cfg.outputs.release_tag }}
+      release_title: ${{ steps.cfg.outputs.release_title }}
       matrix: ${{ steps.cfg.outputs.matrix }}
     steps:
       - uses: actions/checkout@v6
@@ -78,15 +79,17 @@ jobs:
           GH_TOKEN: ${{ github.token }}
           GH_REPO: ${{ github.repository }}
           TAG: ${{ needs.config.outputs.release_tag }}
+          TITLE: ${{ needs.config.outputs.release_title }}
           CYCLE: ${{ inputs.cycle }}
         run: |
           if gh release view "$TAG" >/dev/null 2>&1; then
-            # re-running one missing flavor is normal; say which release its files land on
+            # re-running one missing flavor is normal; say which release its files
+            # land on, and leave the title alone in case it was edited by hand
             state=$(gh release view "$TAG" --json isDraft --jq 'if .isDraft then "still a draft" else "ALREADY PUBLISHED" end')
             echo "release $TAG exists ($state); this run adds its files to it"
           else
             gh release create "$TAG" --draft \
-              --title "WinPython $TAG" \
+              --title "$TITLE" \
               --notes "Draft opened by the build workflow for cycle $CYCLE. Files land as each build finishes; publish once they are all here."
             echo "opened draft release $TAG"
           fi
diff --git a/tests/test_cycle_config.py b/tests/test_cycle_config.py
index bf6c40ec..bf0a20a9 100644
--- a/tests/test_cycle_config.py
+++ b/tests/test_cycle_config.py
@@ -192,6 +192,54 @@ def test_every_cycle_has_a_usable_tag(self, cycle_config, at_repo_root, cycle_fi
         assert tag and not set(tag) & cycle_config.TAG_FORBIDDEN
 
 
+@needs_script
+class TestReleaseTitle:
+    """The title people actually read on the releases page.
+
+    Reproduced from the titles written by hand for years rather than invented:
+    cycle, then the level after a space -- the tag runs them together, the
+    title does not -- then the date with no comma, which is how all but one of
+    the previous titles read.
+    """
+
+    @pytest.mark.parametrize("cycle,level,date,expected", [
+        # the real titles of these releases, to the letter
+        ("2026_03", "", (2026, 8, 22), "WinPython 2026-03 of August 22nd 2026"),
+        ("2026_03", "b3", (2026, 8, 8), "WinPython 2026-03 b3 of August 8th 2026"),
+        ("2026_02", "b2", (2026, 5, 1), "WinPython 2026-02 b2 of May 1st 2026"),
+        ("2026_01", "final", (2026, 3, 10), "WinPython 2026-01 final of March 10th 2026"),
+        ("2025_05", "rc", (2025, 12, 22), "WinPython 2025-05 rc of December 22nd 2025"),
+        ("2026_01", "b3", (2026, 2, 24), "WinPython 2026-01 b3 of February 24th 2026"),
+    ])
+    def test_matches_the_titles_used_before(self, cycle_config, cycle, level, date, expected):
+        import datetime
+
+        cfg = {"release_level": level} if level else {}
+        assert cycle_config.release_title(cfg, cycle, datetime.date(*date)) == expected
+
+    def test_no_double_space_when_there_is_no_level(self, cycle_config):
+        """Some older titles read "2026-02  of May 17th": a level that was empty."""
+        import datetime
+
+        title = cycle_config.release_title({"release_level": ""}, "2026_04", datetime.date(2026, 5, 17))
+        assert "  " not in title
+
+    @pytest.mark.parametrize("day,expected", [
+        (1, "1st"), (2, "2nd"), (3, "3rd"), (4, "4th"),
+        (11, "11th"), (12, "12th"), (13, "13th"),  # not 11st/12nd/13rd
+        (21, "21st"), (22, "22nd"), (23, "23rd"), (30, "30th"), (31, "31st"),
+    ])
+    def test_ordinals(self, cycle_config, day, expected):
+        assert cycle_config.ordinal(day) == expected
+
+    @needs_cycles
+    @pytest.mark.parametrize("cycle_file", cycle_files, ids=lambda p: p.stem)
+    def test_every_cycle_produces_a_title(self, cycle_config, at_repo_root, cycle_file):
+        title = config_for(cycle_config, cycle_file)["release_title"]
+        assert title.startswith("WinPython ") and " of " in title
+        assert "\n" not in title, "a GITHUB_OUTPUT value has to stay on one line"
+
+
 @needs_script
 @needs_workflow
 @needs_cycles
@@ -260,6 +308,11 @@ def test_publishing_is_gated_both_ways(self, workflow_text):
         assert "if: ${{ inputs.publish }}" in workflow_text
         assert "if: ${{ !inputs.publish }}" in workflow_text
 
+    def test_the_release_title_is_built_by_the_script(self, workflow_text):
+        """Ordinal dates are miserable in shell, and untestable there."""
+        assert 'TITLE: ${{ needs.config.outputs.release_title }}' in workflow_text
+        assert '--title "$TITLE"' in workflow_text
+
     def test_the_changelog_name_carries_the_release_level(self, workflow_text):
         """A beta and the final it becomes share a ver2.
 

From 95e806e05cc2a355cc240edca92b72bb39659897 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 6 Sep 2026 18:44:51 +0200
Subject: [PATCH 082/100] File a cycle's changelogs as a pull request

The build already produced everything changelogs/ needs, and it was still
copied in by hand: nine package indexes, nine lock files, nine
requirements, and nine _History.md written one wppm.diff call at a time.

A changelogs job now does it. It takes the metadata artifacts the legs
produced, files the three kinds that belong in changelogs/, writes the
histories from the checkout -- a history compares against the previous
release, which only the repository has -- and opens one pull request for
the cycle. changelog_files.py decides what goes where; wppm.diff still
decides what a history says.

Whole-cycle publish runs only. Re-running one leg would otherwise reduce
the branch to that leg's files, and it has nothing to add: the same
lockfile builds the same package list, so a rebuilt leg cannot change a
changelog.

Opened with git and gh rather than a third-party action, to keep a repo
that hash-pins its build inputs from taking a new action with write
permissions for the sake of nine files.

Checked against the real thing: the 27 metadata files of 2026-04 b1, run
over a copy of changelogs/, file 27 and write 9 histories against the
right baselines -- 3.15.0.5b1 against 3.15.0.4 -- adding 36 files and
modifying none.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MBk5k7WdpPvx4SUFyEk3U3
---
 .github/scripts/changelog_files.py          |  95 ++++++++++++
 .github/workflows/build_winpython_cycle.yml |  65 ++++++++
 tests/test_changelog_files.py               | 161 ++++++++++++++++++++
 tests/test_cycle_config.py                  |  10 ++
 4 files changed, 331 insertions(+)
 create mode 100644 .github/scripts/changelog_files.py
 create mode 100644 tests/test_changelog_files.py

diff --git a/.github/scripts/changelog_files.py b/.github/scripts/changelog_files.py
new file mode 100644
index 00000000..cdaa0d6a
--- /dev/null
+++ b/.github/scripts/changelog_files.py
@@ -0,0 +1,95 @@
+"""File a cycle's build output into changelogs/, and write the histories.
+
+    python .github/scripts/changelog_files.py <downloaded metadata> changelogs
+
+A build leg produces four metadata files. Three of them belong in changelogs/
+and are copied there as they are: the package index
+(WinPython<flavor>-64bit-<version>.md), the lock file and the requirements.
+The fourth, hashes_<winpyver>.md, describes the binaries of one build rather
+than the release, and stays out.
+
+The _History.md companions are then written here rather than shipped from the
+build, because a history is a comparison against the *previous* release, and
+only a checkout of the repository has that to compare against. Ordering is
+`wppm.diff`'s job; this decides what to hand it.
+
+Run from the checkout root, so `from wppm import diff` finds the wppm being
+released rather than an installed one.
+"""
+import re
+import shutil
+import sys
+from pathlib import Path
+
+from wppm import diff
+from wppm.diff import version  # packaging, or pip's vendored copy
+
+# WinPythonslim-64bit-3.15.0.5b1.md -- the flavor may be empty, and the version
+# may carry a release level, which is why the parser decides and not the regex
+CHANGELOG = re.compile(r"^WinPython(?P<flavor>[A-Za-z0-9]*)-(?P<arch>\d+)bit-(?P<version>.+)\.md$")
+
+
+def parse_changelog_name(name: str):
+    """(flavor, architecture, version) for a package index, else None."""
+    match = CHANGELOG.match(name)
+    if not match:
+        return None
+    try:
+        version.parse(match.group("version"))
+    except version.InvalidVersion:
+        return None  # the _History companions land here, as they should
+    return match.group("flavor"), int(match.group("arch")), match.group("version")
+
+
+def files_to_file(source: Path):
+    """The build output that belongs in changelogs/.
+
+    The package index, the lock file and the requirements -- and so not
+    hashes_<winpyver>.md, which describes one build's binaries rather than the
+    release. It is excluded by being neither: it is not named for a version,
+    and it is not a pylock or a requir.
+    """
+    for path in sorted(source.iterdir()):
+        if not path.is_file():
+            continue
+        if parse_changelog_name(path.name) or path.name.startswith(("pylock.", "requir.")):
+            yield path
+
+
+def main(argv: list[str]) -> None:
+    if len(argv) != 3:
+        raise SystemExit(f"usage: {Path(argv[0]).name} <metadata dir> <changelogs dir>")
+    source, changelogs = Path(argv[1]), Path(argv[2])
+    if not source.is_dir():
+        raise SystemExit(f"no such directory: {source}")
+    if not changelogs.is_dir():
+        raise SystemExit(f"no such directory: {changelogs}")
+
+    filed = []
+    for path in files_to_file(source):
+        shutil.copyfile(path, changelogs / path.name)
+        filed.append(path.name)
+    if not filed:
+        raise SystemExit(f"{source} held no changelog, lock file or requirements")
+    for name in filed:
+        print(f"filed {name}")
+
+    # every package index has to be in place before any history is written: a
+    # history reads the index of the release it compares against, which for the
+    # second flavor of a cycle may well be the one just copied
+    histories = 0
+    for name in filed:
+        parsed = parse_changelog_name(name)
+        if not parsed:
+            continue
+        flavor, architecture, ver = parsed
+        previous = diff.find_previous_version(ver, changelogs, flavor, architecture)
+        diff.write_changelog(ver, None, changelogs, flavor, architecture)
+        histories += 1
+        against = "nothing earlier" if previous == ver else previous
+        print(f"history WinPython{flavor}-{architecture}bit-{ver} vs {against}")
+    print(f"\n{len(filed)} file(s) filed, {histories} history file(s) written")
+
+
+if __name__ == "__main__":
+    main(sys.argv)
diff --git a/.github/workflows/build_winpython_cycle.yml b/.github/workflows/build_winpython_cycle.yml
index efc5ce1c..6c73f9df 100644
--- a/.github/workflows/build_winpython_cycle.yml
+++ b/.github/workflows/build_winpython_cycle.yml
@@ -208,3 +208,68 @@ jobs:
           name: ${{ matrix.leg.artifact_name }}
           path: publish_output
           retention-days: 66  # keeps artifact for 66 days
+
+  changelogs:
+    # A cycle's changelogs, filed and offered as one reviewable pull request.
+    #
+    # Whole-cycle builds only. A re-run of a single leg would otherwise reduce
+    # the branch to that leg's files, and it has nothing to add anyway: the
+    # same lockfile produces the same package list, so a rebuilt leg cannot
+    # change a changelog.
+    needs: [config, build-winpython]
+    if: ${{ inputs.publish && inputs.python_versionf == 'all' }}
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+      pull-requests: write
+    steps:
+      - name: Checkout repository
+        # credentials are kept here, unlike in the build legs: this job pushes
+        uses: actions/checkout@v6
+
+      - name: Install Python
+        uses: actions/setup-python@v6
+        with:
+          python-version: '3.13'
+
+      - name: Install pinned dependencies
+        # the same hash-pinned set the test suite uses; diff.py wants packaging
+        run: python -m pip install --no-deps --require-hashes -r tests/requir.wppmtest.txt
+
+      - name: Collect the metadata every leg produced
+        uses: actions/download-artifact@v6
+        with:
+          pattern: publish_*
+          merge-multiple: true
+          path: release_metadata
+
+      - name: File the changelogs and write the histories
+        run: python .github/scripts/changelog_files.py release_metadata changelogs
+
+      - name: Open the changelog pull request
+        env:
+          GH_TOKEN: ${{ github.token }}
+          GH_REPO: ${{ github.repository }}
+          TAG: ${{ needs.config.outputs.release_tag }}
+          TITLE: ${{ needs.config.outputs.release_title }}
+          BASE: ${{ github.event.repository.default_branch }}
+        run: |
+          branch="changelogs/$TAG"
+          git config user.name "github-actions[bot]"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
+          git switch -c "$branch"
+          git add changelogs
+          if git diff --cached --quiet; then
+            echo "changelogs/ already holds this cycle; nothing to open"
+            exit 0
+          fi
+          git commit -m "Changelogs for $TITLE"
+          # the branch is generated wholly by this job, so a re-run replaces it
+          git push --force origin "$branch"
+          if gh pr view "$branch" --json number >/dev/null 2>&1; then
+            echo "pull request for $branch is open; the push updated it"
+          else
+            gh pr create --base "$BASE" --head "$branch" \
+              --title "Changelogs for $TITLE" \
+              --body "Package indexes, lock files and requirements for every leg of \`$TAG\`, with the \`_History.md\` companions written against the previous release. Filed by the build that produced them, rather than copied by hand."
+          fi
diff --git a/tests/test_changelog_files.py b/tests/test_changelog_files.py
new file mode 100644
index 00000000..8cd2f719
--- /dev/null
+++ b/tests/test_changelog_files.py
@@ -0,0 +1,161 @@
+# -*- coding: utf-8 -*-
+"""What a build's output contributes to changelogs/, and what it must not.
+
+A leg produces four metadata files. Three belong in `changelogs/`; the fourth,
+`hashes_<winpyver>.md`, describes one build's binaries rather than the release
+and has never been kept there. Getting that wrong is quiet: the wrong file is
+committed and nothing complains, so the selection is pinned here.
+
+The `_History.md` companions are written from the checkout rather than shipped
+by the build, because a history compares against the *previous* release, which
+only the repository has.
+"""
+import importlib.util
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+
+import pytest
+
+REPO = Path(__file__).resolve().parents[1]
+SCRIPT = REPO / ".github/scripts/changelog_files.py"
+
+needs_script = pytest.mark.skipif(not SCRIPT.is_file(), reason="changelog_files.py is gone")
+
+
+@pytest.fixture(scope="module")
+def changelog_files():
+    if not SCRIPT.is_file():
+        pytest.skip("changelog_files.py is gone")
+    spec = importlib.util.spec_from_file_location("changelog_files", SCRIPT)
+    module = importlib.util.module_from_spec(spec)
+    spec.loader.exec_module(module)
+    return module
+
+
+# what one leg of 2026-04 b1 actually uploaded, names verbatim
+LEG_OUTPUT = [
+    "WinPythonslim-64bit-3.15.0.5b1.md",
+    "pylock.64-3_15_0_5slimb1.toml",
+    "requir.64-3_15_0_5slimb1.txt",
+    "hashes_3.15.0.5slimb1.md",
+]
+
+
+@needs_script
+class TestParseChangelogName:
+    @pytest.mark.parametrize("name,expected", [
+        ("WinPythonslim-64bit-3.15.0.5b1.md", ("slim", 64, "3.15.0.5b1")),
+        ("WinPythondotf-64bit-3.14.7.1b1.md", ("dotf", 64, "3.14.7.1b1")),
+        ("WinPythondot-64bit-3.13.15.0.md", ("dot", 64, "3.13.15.0")),
+        ("WinPython-64bit-3.9.8.0.md", ("", 64, "3.9.8.0")),  # the unflavored ones
+        ("WinPythondot-32bit-3.9.0.0b1.md", ("dot", 32, "3.9.0.0b1")),
+    ])
+    def test_reads_flavor_architecture_and_version(self, changelog_files, name, expected):
+        assert changelog_files.parse_changelog_name(name) == expected
+
+    @pytest.mark.parametrize("name", [
+        "WinPythonslim-64bit-3.15.0.5b1_History.md",  # the companion, not an index
+        "hashes_3.15.0.5slimb1.md",
+        "pylock.64-3_15_0_5slimb1.toml",
+        "README.md",
+        "WinPythonslim-64bit-.md",
+    ])
+    def test_rejects_everything_that_is_not_a_package_index(self, changelog_files, name):
+        assert changelog_files.parse_changelog_name(name) is None
+
+
+@needs_script
+class TestSelection:
+    def test_hashes_are_left_behind(self, changelog_files, tmp_path):
+        """They describe one build's binaries; changelogs/ has never held them."""
+        for name in LEG_OUTPUT:
+            (tmp_path / name).write_text("", encoding="utf-8")
+        chosen = sorted(p.name for p in changelog_files.files_to_file(tmp_path))
+        assert chosen == [
+            "WinPythonslim-64bit-3.15.0.5b1.md",
+            "pylock.64-3_15_0_5slimb1.toml",
+            "requir.64-3_15_0_5slimb1.txt",
+        ]
+
+    def test_directories_are_skipped(self, changelog_files, tmp_path):
+        (tmp_path / "WinPythonslim-64bit-3.15.0.5b1.md").write_text("", encoding="utf-8")
+        (tmp_path / "pylock.64-nested").mkdir()
+        assert [p.name for p in changelog_files.files_to_file(tmp_path)] == [
+            "WinPythonslim-64bit-3.15.0.5b1.md"
+        ]
+
+
+@needs_script
+class TestEndToEnd:
+    """Run the script the way the workflow runs it."""
+
+    @pytest.fixture
+    def cycle(self, tmp_path):
+        """A metadata directory and a changelogs/ holding one earlier release."""
+        source = tmp_path / "release_metadata"
+        source.mkdir()
+        changelogs = tmp_path / "changelogs"
+        changelogs.mkdir()
+
+        # a real package index makes a real diff; reuse two the repo already has
+        previous = REPO / "changelogs" / "WinPythonslim-64bit-3.15.0.4.md"
+        current = REPO / "changelogs" / "WinPythonslim-64bit-3.14.7.0.md"
+        if not (previous.is_file() and current.is_file()):
+            pytest.skip("the changelogs this test reads from are gone")
+        shutil.copyfile(previous, changelogs / previous.name)
+        shutil.copyfile(current, source / "WinPythonslim-64bit-3.15.0.5b1.md")
+        (source / "pylock.64-3_15_0_5slimb1.toml").write_text("x", encoding="utf-8")
+        (source / "requir.64-3_15_0_5slimb1.txt").write_text("x", encoding="utf-8")
+        (source / "hashes_3.15.0.5slimb1.md").write_text("x", encoding="utf-8")
+        return source, changelogs
+
+    def test_files_the_three_and_writes_the_history(self, cycle):
+        source, changelogs = cycle
+        proc = subprocess.run(
+            [sys.executable, ".github/scripts/changelog_files.py", str(source), str(changelogs)],
+            cwd=REPO, capture_output=True, text=True,
+        )
+        assert proc.returncode == 0, proc.stderr
+        landed = sorted(p.name for p in changelogs.iterdir())
+        assert landed == [
+            "WinPythonslim-64bit-3.15.0.4.md",           # was already there
+            "WinPythonslim-64bit-3.15.0.5b1.md",         # filed
+            "WinPythonslim-64bit-3.15.0.5b1_History.md",  # written
+            "pylock.64-3_15_0_5slimb1.toml",
+            "requir.64-3_15_0_5slimb1.txt",
+        ]
+
+    def test_the_history_names_the_release_it_compares_against(self, cycle):
+        source, changelogs = cycle
+        subprocess.run(
+            [sys.executable, ".github/scripts/changelog_files.py", str(source), str(changelogs)],
+            cwd=REPO, capture_output=True, text=True, check=True,
+        )
+        history = (changelogs / "WinPythonslim-64bit-3.15.0.5b1_History.md").read_text(
+            encoding="utf-8"
+        )
+        assert "since version 3.15.0.4slim" in history
+        assert "3.15.0.5b1slim" in history
+
+    def test_an_empty_metadata_directory_is_an_error(self, tmp_path):
+        """Silence here would commit nothing and call it a success."""
+        source, changelogs = tmp_path / "src", tmp_path / "changelogs"
+        source.mkdir()
+        changelogs.mkdir()
+        proc = subprocess.run(
+            [sys.executable, ".github/scripts/changelog_files.py", str(source), str(changelogs)],
+            cwd=REPO, capture_output=True, text=True,
+        )
+        assert proc.returncode != 0
+        assert "held no changelog" in proc.stdout + proc.stderr
+
+    def test_a_missing_directory_is_an_error(self, tmp_path):
+        proc = subprocess.run(
+            [sys.executable, ".github/scripts/changelog_files.py",
+             str(tmp_path / "nope"), str(tmp_path)],
+            cwd=REPO, capture_output=True, text=True,
+        )
+        assert proc.returncode != 0
+        assert "no such directory" in proc.stdout + proc.stderr
diff --git a/tests/test_cycle_config.py b/tests/test_cycle_config.py
index bf0a20a9..8b074007 100644
--- a/tests/test_cycle_config.py
+++ b/tests/test_cycle_config.py
@@ -308,6 +308,16 @@ def test_publishing_is_gated_both_ways(self, workflow_text):
         assert "if: ${{ inputs.publish }}" in workflow_text
         assert "if: ${{ !inputs.publish }}" in workflow_text
 
+    def test_the_changelog_pr_is_whole_cycle_only(self, workflow_text):
+        """A single-leg re-run would reduce the branch to that leg's files.
+
+        It has nothing to add either way: the same lockfile builds the same
+        package list, so a rebuilt leg cannot change a changelog.
+        """
+        assert "if: ${{ inputs.publish && inputs.python_versionf == 'all' }}" in workflow_text
+        assert ".github/scripts/changelog_files.py release_metadata changelogs" in workflow_text
+        assert (REPO / ".github/scripts/changelog_files.py").is_file()
+
     def test_the_release_title_is_built_by_the_script(self, workflow_text):
         """Ordinal dates are miserable in shell, and untestable there."""
         assert 'TITLE: ${{ needs.config.outputs.release_title }}' in workflow_text

From dab14efd1bd26c85a1def2454c140ab6c64f83cf Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 6 Sep 2026 19:18:44 +0200
Subject: [PATCH 083/100] Find wppm from the checkout, not from luck

changelog_files.py imported wppm and CI answered ModuleNotFoundError.
Running a script puts the script's own directory on sys.path -- here
.github/scripts -- and not the checkout root, so the import fell through
to whatever else was reachable. On a developer machine that is the
installed wppm and everything looks fine; a runner installs none, so the
step died. The workflow job would have died the same way, not just the
tests.

The path is now derived from __file__ and inserted first, so the wppm
imported is the one being released.

The tests missed it for the same reason CI caught it, so they now run the
script by absolute path from an unrelated directory, with a decoy wppm
on PYTHONPATH. The insert puts the checkout ahead of that decoy; without
it the decoy wins and the test fails, on any machine.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MBk5k7WdpPvx4SUFyEk3U3
---
 .github/scripts/changelog_files.py | 13 +++++--
 tests/test_changelog_files.py      | 59 +++++++++++++++++++++---------
 2 files changed, 50 insertions(+), 22 deletions(-)

diff --git a/.github/scripts/changelog_files.py b/.github/scripts/changelog_files.py
index cdaa0d6a..682bead2 100644
--- a/.github/scripts/changelog_files.py
+++ b/.github/scripts/changelog_files.py
@@ -13,16 +13,21 @@
 only a checkout of the repository has that to compare against. Ordering is
 `wppm.diff`'s job; this decides what to hand it.
 
-Run from the checkout root, so `from wppm import diff` finds the wppm being
-released rather than an installed one.
 """
 import re
 import shutil
 import sys
 from pathlib import Path
 
-from wppm import diff
-from wppm.diff import version  # packaging, or pip's vendored copy
+# Running a script puts the script's own directory on sys.path, not the
+# checkout root, so wppm has to be found deliberately: this file is
+# .github/scripts/changelog_files.py, hence two levels up. Without it the
+# import finds whatever wppm happens to be installed, or -- as on a CI runner,
+# which installs none -- nothing at all.
+sys.path.insert(0, str(Path(__file__).resolve().parents[2]))
+
+from wppm import diff  # noqa: E402  the path above has to be set first
+from wppm.diff import version  # noqa: E402  packaging, or pip's vendored copy
 
 # WinPythonslim-64bit-3.15.0.5b1.md -- the flavor may be empty, and the version
 # may carry a release level, which is why the parser decides and not the regex
diff --git a/tests/test_changelog_files.py b/tests/test_changelog_files.py
index 8cd2f719..facd3a25 100644
--- a/tests/test_changelog_files.py
+++ b/tests/test_changelog_files.py
@@ -11,6 +11,7 @@
 only the repository has.
 """
 import importlib.util
+import os
 import shutil
 import subprocess
 import sys
@@ -87,6 +88,19 @@ def test_directories_are_skipped(self, changelog_files, tmp_path):
         ]
 
 
+def run_script(*args, cwd, env=None):
+    """The script by absolute path, from an unrelated directory.
+
+    It must not need to be run from the checkout: the workflow's own step and
+    these tests both invoke it as a path, which puts .github/scripts on
+    sys.path rather than the repository root.
+    """
+    return subprocess.run(
+        [sys.executable, str(SCRIPT), *map(str, args)],
+        cwd=str(cwd), capture_output=True, text=True, env=env,
+    )
+
+
 @needs_script
 class TestEndToEnd:
     """Run the script the way the workflow runs it."""
@@ -111,12 +125,30 @@ def cycle(self, tmp_path):
         (source / "hashes_3.15.0.5slimb1.md").write_text("x", encoding="utf-8")
         return source, changelogs
 
-    def test_files_the_three_and_writes_the_history(self, cycle):
+    def test_wppm_comes_from_the_checkout(self, cycle, tmp_path):
+        """A decoy wppm on PYTHONPATH must lose to the one being released.
+
+        Running a script puts the script's directory on sys.path, not the
+        checkout root, so without a deliberate insert the import falls through
+        to whatever else is reachable. On a machine with wppm installed that
+        looks fine -- which is how it once slipped past a green local run --
+        and on a CI runner, which installs none, it is ModuleNotFoundError.
+        The decoy makes the difference visible either way.
+        """
         source, changelogs = cycle
-        proc = subprocess.run(
-            [sys.executable, ".github/scripts/changelog_files.py", str(source), str(changelogs)],
-            cwd=REPO, capture_output=True, text=True,
+        decoy = tmp_path / "decoy"
+        (decoy / "wppm").mkdir(parents=True)
+        (decoy / "wppm" / "__init__.py").write_text(
+            "raise RuntimeError('decoy wppm imported')", encoding="utf-8"
         )
+        env = {**os.environ, "PYTHONPATH": str(decoy)}
+        proc = run_script(source, changelogs, cwd=tmp_path, env=env)
+        assert proc.returncode == 0, proc.stderr
+        assert "decoy" not in proc.stderr
+
+    def test_files_the_three_and_writes_the_history(self, cycle, tmp_path):
+        source, changelogs = cycle
+        proc = run_script(source, changelogs, cwd=tmp_path)
         assert proc.returncode == 0, proc.stderr
         landed = sorted(p.name for p in changelogs.iterdir())
         assert landed == [
@@ -127,12 +159,10 @@ def test_files_the_three_and_writes_the_history(self, cycle):
             "requir.64-3_15_0_5slimb1.txt",
         ]
 
-    def test_the_history_names_the_release_it_compares_against(self, cycle):
+    def test_the_history_names_the_release_it_compares_against(self, cycle, tmp_path):
         source, changelogs = cycle
-        subprocess.run(
-            [sys.executable, ".github/scripts/changelog_files.py", str(source), str(changelogs)],
-            cwd=REPO, capture_output=True, text=True, check=True,
-        )
+        proc = run_script(source, changelogs, cwd=tmp_path)
+        assert proc.returncode == 0, proc.stderr
         history = (changelogs / "WinPythonslim-64bit-3.15.0.5b1_History.md").read_text(
             encoding="utf-8"
         )
@@ -144,18 +174,11 @@ def test_an_empty_metadata_directory_is_an_error(self, tmp_path):
         source, changelogs = tmp_path / "src", tmp_path / "changelogs"
         source.mkdir()
         changelogs.mkdir()
-        proc = subprocess.run(
-            [sys.executable, ".github/scripts/changelog_files.py", str(source), str(changelogs)],
-            cwd=REPO, capture_output=True, text=True,
-        )
+        proc = run_script(source, changelogs, cwd=tmp_path)
         assert proc.returncode != 0
         assert "held no changelog" in proc.stdout + proc.stderr
 
     def test_a_missing_directory_is_an_error(self, tmp_path):
-        proc = subprocess.run(
-            [sys.executable, ".github/scripts/changelog_files.py",
-             str(tmp_path / "nope"), str(tmp_path)],
-            cwd=REPO, capture_output=True, text=True,
-        )
+        proc = run_script(tmp_path / "nope", tmp_path, cwd=tmp_path)
         assert proc.returncode != 0
         assert "no such directory" in proc.stdout + proc.stderr

From 6d3903ac576c8ab4369ab3a64921e84a8f0999b7 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Sun, 6 Sep 2026 18:02:54 +0000
Subject: [PATCH 084/100] Changelogs for WinPython 2026-04 b1 of September 6th
 2026

---
 changelogs/WinPythondot-64bit-3.13.15.1b1.md  |   34 +
 .../WinPythondot-64bit-3.13.15.1b1_History.md |   24 +
 changelogs/WinPythondot-64bit-3.14.7.1b1.md   |   34 +
 .../WinPythondot-64bit-3.14.7.1b1_History.md  |   24 +
 changelogs/WinPythondot-64bit-3.15.0.5b1.md   |   34 +
 .../WinPythondot-64bit-3.15.0.5b1_History.md  |   24 +
 changelogs/WinPythondotf-64bit-3.14.7.1b1.md  |   34 +
 .../WinPythondotf-64bit-3.14.7.1b1_History.md |   24 +
 changelogs/WinPythondotf-64bit-3.15.0.5b1.md  |   34 +
 .../WinPythondotf-64bit-3.15.0.5b1_History.md |   24 +
 changelogs/WinPythonslim-64bit-3.13.15.1b1.md |  555 ++
 ...WinPythonslim-64bit-3.13.15.1b1_History.md |  110 +
 changelogs/WinPythonslim-64bit-3.14.7.1b1.md  |  556 ++
 .../WinPythonslim-64bit-3.14.7.1b1_History.md |  109 +
 changelogs/WinPythonslim-64bit-3.15.0.5b1.md  |  335 +
 .../WinPythonslim-64bit-3.15.0.5b1_History.md |   74 +
 changelogs/WinPythonslimf-64bit-3.14.7.1b1.md |  499 ++
 ...WinPythonslimf-64bit-3.14.7.1b1_History.md |   95 +
 changelogs/pylock.64-3_13_15_1dotb1.toml      |   90 +
 changelogs/pylock.64-3_13_15_1slimb1.toml     | 5810 ++++++++++++++++
 changelogs/pylock.64-3_14_7_1dotb1.toml       |   90 +
 changelogs/pylock.64-3_14_7_1dotfb1.toml      |   90 +
 changelogs/pylock.64-3_14_7_1slimb1.toml      | 5821 +++++++++++++++++
 changelogs/pylock.64-3_14_7_1slimfb1.toml     | 5194 +++++++++++++++
 changelogs/pylock.64-3_15_0_5dotb1.toml       |   90 +
 changelogs/pylock.64-3_15_0_5dotfb1.toml      |   90 +
 changelogs/pylock.64-3_15_0_5slimb1.toml      | 3390 ++++++++++
 changelogs/requir.64-3_13_15_1dotb1.txt       |   16 +
 changelogs/requir.64-3_13_15_1slimb1.txt      | 1056 +++
 changelogs/requir.64-3_14_7_1dotb1.txt        |   16 +
 changelogs/requir.64-3_14_7_1dotfb1.txt       |   16 +
 changelogs/requir.64-3_14_7_1slimb1.txt       | 1058 +++
 changelogs/requir.64-3_14_7_1slimfb1.txt      |  944 +++
 changelogs/requir.64-3_15_0_5dotb1.txt        |   16 +
 changelogs/requir.64-3_15_0_5dotfb1.txt       |   16 +
 changelogs/requir.64-3_15_0_5slimb1.txt       |  616 ++
 36 files changed, 27042 insertions(+)
 create mode 100644 changelogs/WinPythondot-64bit-3.13.15.1b1.md
 create mode 100644 changelogs/WinPythondot-64bit-3.13.15.1b1_History.md
 create mode 100644 changelogs/WinPythondot-64bit-3.14.7.1b1.md
 create mode 100644 changelogs/WinPythondot-64bit-3.14.7.1b1_History.md
 create mode 100644 changelogs/WinPythondot-64bit-3.15.0.5b1.md
 create mode 100644 changelogs/WinPythondot-64bit-3.15.0.5b1_History.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.14.7.1b1.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.14.7.1b1_History.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.15.0.5b1.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.15.0.5b1_History.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.13.15.1b1.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.13.15.1b1_History.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.14.7.1b1.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.14.7.1b1_History.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.15.0.5b1.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.15.0.5b1_History.md
 create mode 100644 changelogs/WinPythonslimf-64bit-3.14.7.1b1.md
 create mode 100644 changelogs/WinPythonslimf-64bit-3.14.7.1b1_History.md
 create mode 100644 changelogs/pylock.64-3_13_15_1dotb1.toml
 create mode 100644 changelogs/pylock.64-3_13_15_1slimb1.toml
 create mode 100644 changelogs/pylock.64-3_14_7_1dotb1.toml
 create mode 100644 changelogs/pylock.64-3_14_7_1dotfb1.toml
 create mode 100644 changelogs/pylock.64-3_14_7_1slimb1.toml
 create mode 100644 changelogs/pylock.64-3_14_7_1slimfb1.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5dotb1.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5dotfb1.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5slimb1.toml
 create mode 100644 changelogs/requir.64-3_13_15_1dotb1.txt
 create mode 100644 changelogs/requir.64-3_13_15_1slimb1.txt
 create mode 100644 changelogs/requir.64-3_14_7_1dotb1.txt
 create mode 100644 changelogs/requir.64-3_14_7_1dotfb1.txt
 create mode 100644 changelogs/requir.64-3_14_7_1slimb1.txt
 create mode 100644 changelogs/requir.64-3_14_7_1slimfb1.txt
 create mode 100644 changelogs/requir.64-3_15_0_5dotb1.txt
 create mode 100644 changelogs/requir.64-3_15_0_5dotfb1.txt
 create mode 100644 changelogs/requir.64-3_15_0_5slimb1.txt

diff --git a/changelogs/WinPythondot-64bit-3.13.15.1b1.md b/changelogs/WinPythondot-64bit-3.13.15.1b1.md
new file mode 100644
index 00000000..2c37b99c
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.13.15.1b1.md
@@ -0,0 +1,34 @@
+## WinPython 3.13.15.1dot
+
+The following packages are included in WinPython-64bit v3.13.15.1dot b1.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.13.15 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.13.15.1b1_History.md b/changelogs/WinPythondot-64bit-3.13.15.1b1_History.md
new file mode 100644
index 00000000..21215739
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.13.15.1b1_History.md
@@ -0,0 +1,24 @@
+## History of changes for WinPython-64bit 3.13.15.1b1dot
+
+The following changes were made to WinPython-64bit distribution since version 3.13.15.0dot.
+
+
+
+### Tools
+
+
+No differences found.
+
+### Python packages
+
+
+No differences found.
+
+### WheelHouse packages
+
+
+No differences found.
+
+
+
+* * *
diff --git a/changelogs/WinPythondot-64bit-3.14.7.1b1.md b/changelogs/WinPythondot-64bit-3.14.7.1b1.md
new file mode 100644
index 00000000..baefa6ed
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.14.7.1b1.md
@@ -0,0 +1,34 @@
+## WinPython 3.14.7.1dot
+
+The following packages are included in WinPython-64bit v3.14.7.1dot b1.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.14.7.1b1_History.md b/changelogs/WinPythondot-64bit-3.14.7.1b1_History.md
new file mode 100644
index 00000000..f5c353f6
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.14.7.1b1_History.md
@@ -0,0 +1,24 @@
+## History of changes for WinPython-64bit 3.14.7.1b1dot
+
+The following changes were made to WinPython-64bit distribution since version 3.14.7.0dot.
+
+
+
+### Tools
+
+
+No differences found.
+
+### Python packages
+
+
+No differences found.
+
+### WheelHouse packages
+
+
+No differences found.
+
+
+
+* * *
diff --git a/changelogs/WinPythondot-64bit-3.15.0.5b1.md b/changelogs/WinPythondot-64bit-3.15.0.5b1.md
new file mode 100644
index 00000000..fef40c05
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.15.0.5b1.md
@@ -0,0 +1,34 @@
+## WinPython 3.15.0.5dot
+
+The following packages are included in WinPython-64bit v3.15.0.5dot b1.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.15.0.5b1_History.md b/changelogs/WinPythondot-64bit-3.15.0.5b1_History.md
new file mode 100644
index 00000000..25714f4e
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.15.0.5b1_History.md
@@ -0,0 +1,24 @@
+## History of changes for WinPython-64bit 3.15.0.5b1dot
+
+The following changes were made to WinPython-64bit distribution since version 3.15.0.4dot.
+
+
+
+### Tools
+
+
+Upgraded packages:
+
+### Python packages
+
+
+No differences found.
+
+### WheelHouse packages
+
+
+No differences found.
+
+
+
+* * *
diff --git a/changelogs/WinPythondotf-64bit-3.14.7.1b1.md b/changelogs/WinPythondotf-64bit-3.14.7.1b1.md
new file mode 100644
index 00000000..f365a605
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.14.7.1b1.md
@@ -0,0 +1,34 @@
+## WinPython 3.14.7.1dotf
+
+The following packages are included in WinPython-64bit v3.14.7.1dotf b1.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondotf-64bit-3.14.7.1b1_History.md b/changelogs/WinPythondotf-64bit-3.14.7.1b1_History.md
new file mode 100644
index 00000000..da58eb8e
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.14.7.1b1_History.md
@@ -0,0 +1,24 @@
+## History of changes for WinPython-64bit 3.14.7.1b1dotf
+
+The following changes were made to WinPython-64bit distribution since version 3.14.7.0dotf.
+
+
+
+### Tools
+
+
+No differences found.
+
+### Python packages
+
+
+No differences found.
+
+### WheelHouse packages
+
+
+No differences found.
+
+
+
+* * *
diff --git a/changelogs/WinPythondotf-64bit-3.15.0.5b1.md b/changelogs/WinPythondotf-64bit-3.15.0.5b1.md
new file mode 100644
index 00000000..5dfe9f58
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.15.0.5b1.md
@@ -0,0 +1,34 @@
+## WinPython 3.15.0.5dotf
+
+The following packages are included in WinPython-64bit v3.15.0.5dotf b1.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondotf-64bit-3.15.0.5b1_History.md b/changelogs/WinPythondotf-64bit-3.15.0.5b1_History.md
new file mode 100644
index 00000000..25126c84
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.15.0.5b1_History.md
@@ -0,0 +1,24 @@
+## History of changes for WinPython-64bit 3.15.0.5b1dotf
+
+The following changes were made to WinPython-64bit distribution since version 3.15.0.4dotf.
+
+
+
+### Tools
+
+
+Upgraded packages:
+
+### Python packages
+
+
+No differences found.
+
+### WheelHouse packages
+
+
+No differences found.
+
+
+
+* * *
diff --git a/changelogs/WinPythonslim-64bit-3.13.15.1b1.md b/changelogs/WinPythonslim-64bit-3.13.15.1b1.md
new file mode 100644
index 00000000..b5fec5a8
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.13.15.1b1.md
@@ -0,0 +1,555 @@
+## WinPython 3.13.15.1slim
+
+The following packages are included in WinPython-64bit v3.13.15.1slim b1.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.13.15 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.11.0 | A generic entrypoint for ADBC drivers.
+[aiofile](https://pypi.org/project/aiofile) | 3.11.1 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 0.121.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.6.3 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.9.25 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.4.3 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[cohere](https://pypi.org/project/cohere) | 7.0.8 | 
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
+[cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.3 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[duckdb](https://pypi.org/project/duckdb) | 1.5.5 | DuckDB in-process database
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.12.2 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 3.12.0 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.59 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[guidata](https://pypi.org/project/guidata) | 3.14.4 | Automatic GUI generation for easy dataset editing and display
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.10.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.10.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.3 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 1.2.1 | 
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.20.0 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.3 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[langchain](https://pypi.org/project/langchain) | 1.3.15 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.5.5 | Building applications with LLMs through composability
+[langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
+[langgraph](https://pypi.org/project/langgraph) | 1.2.11 | Building stateful, multi-actor applications with LLMs
+[langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.1.1 | Library with base interfaces for LangGraph checkpoint savers.
+[langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
+[langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.2 | SDK for interacting with LangGraph API
+[langsmith](https://pypi.org/project/langsmith) | 0.11.0 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[magika](https://pypi.org/project/magika) | 0.6.2 | A tool to determine the content type of a file with deep learning
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[markitdown](https://pypi.org/project/markitdown) | 0.1.6 | Utility tool for converting various files to Markdown
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[mssql-python](https://pypi.org/project/mssql-python) | 1.13.0 | A Python library for interacting with Microsoft SQL Server
+[mssql-python-odbc](https://pypi.org/project/mssql-python-odbc) | 18.6.2.1 | Internal implementation package for mssql-python: Microsoft ODBC Driver 18 for SQL Server binaries. Not intended for direct use.
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 9.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.2 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
+[onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[orjson](https://pypi.org/project/orjson) | 3.11.8 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.3 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.0 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.10.0 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.7 | A Grammar of Graphics for Python
+[plotpy](https://pypi.org/project/plotpy) | 2.10.0 | Curve and image plotting tools for Python/Qt applications
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.43.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.43.2 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.12 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.15.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.14.2 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.13.0 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.16.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.17.1 | The sip module support for PyQt5
+[pyqtgraph](https://pypi.org/project/pyqtgraph) | 0.14.0 | Scientific Graphics and GUI Library for Python
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pythonqwt](https://pypi.org/project/pythonqwt) | 0.16.3 | Qt plotting widgets for Python
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 44.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.1 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sparsediffpy](https://pypi.org/project/sparsediffpy) | 0.3.0 | Python bindings for SparseDiffEngine algorithmic differentiation
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder](https://pypi.org/project/spyder) | 6.1.6 | The Scientific Python Development Environment
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.5 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.14.6 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.60.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[superqt](https://pypi.org/project/superqt) | 0.8.2 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[tokenizers](https://pypi.org/project/tokenizers) | 0.23.1 | 
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.8 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.15.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 6.2.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.2 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.3.1 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+[zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.13.15.1b1_History.md b/changelogs/WinPythonslim-64bit-3.13.15.1b1_History.md
new file mode 100644
index 00000000..b3823a6d
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.13.15.1b1_History.md
@@ -0,0 +1,110 @@
+## History of changes for WinPython-64bit 3.13.15.1b1slim
+
+The following changes were made to WinPython-64bit distribution since version 3.13.15.0slim.
+
+
+
+### Tools
+
+
+No differences found.
+
+### Python packages
+
+
+New packages:
+  * lark 1.3.1 (a modern parsing library)
+  * rfc3987-syntax 1.1.0 (Helper functions to syntactically validate strings according to RFC 3987.)
+
+Upgraded packages:
+  * aiofile 3.9.0 → 3.11.1 (Asynchronous file operations.)
+  * aiohappyeyeballs 2.6.1 → 2.7.1 (Happy Eyeballs for asyncio)
+  * aiohttp 3.14.1 → 3.14.3 (Async http client/server framework (asyncio))
+  * asgiref 3.11.0 → 3.12.1 (ASGI specs, helper code, and adapters)
+  * asteval 1.0.6 → 1.0.9 (Safe, minimalistic evaluator of python expression using ast module)
+  * asttokens 3.0.1 → 3.0.2 (Annotate AST trees with source code positions)
+  * asyncssh 2.23.1 → 2.24.0 (AsyncSSH: Asynchronous SSHv2 client and server library)
+  * beautifulsoup4 4.14.3 → 4.15.0 (Screen-scraping library)
+  * binaryornot 0.4.4 → 0.6.0 (Ultra-lightweight pure Python package to check if a file is binary or text.)
+  * bleach 6.3.0 → 6.4.0 (An easy safelist-based HTML-sanitizing tool.)
+  * branca 0.8.1 → 0.8.2 (Generate complex HTML+JS pages with Python)
+  * cachetools 7.0.5 → 7.1.4 (Extensible memoizing collections and decorators)
+  * cattrs 25.3.0 → 26.1.0 (Composable complex class support for attrs and dataclasses.)
+  * colorlog 6.10.1 → 6.12.0 (Add colours to the output of Python's logging module.)
+  * cryptography 46.0.7 → 50.0.0 (cryptography is a package which provides cryptographic recipes and primitives to Python developers.)
+  * cython 3.3.0a1 → 3.2.9 (The Cython compiler for writing C extensions in the Python language.)
+  * debugpy 1.8.20 → 1.8.21 (An implementation of the Debug Adapter Protocol for Python)
+  * decorator 5.2.1 → 5.3.1 (Decorators for Humans)
+  * fastavro 1.12.1 → 1.12.2 (Fast read/write of AVRO files)
+  * fonttools 4.62.1 → 4.63.0 (Tools to manipulate font files)
+  * gitpython 3.1.46 → 3.1.59 (GitPython is a Python library used to interact with Git repositories)
+  * greenlet 3.4.0 → 3.5.5 (Lightweight in-process concurrent programming)
+  * h2 4.3.0 → 4.4.1 (Pure-Python HTTP/2 protocol implementation)
+  * hpack 4.1.0 → 4.2.0 (Pure-Python HPACK header encoding)
+  * id 1.5.0 → 1.6.1 (A tool for generating OIDC identities)
+  * imageio 2.37.2 → 2.37.3 (Read and write images and video across all major formats. Supports scientific and volumetric data.)
+  * joserfc 1.6.5 → 1.7.4 (The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT)
+  * json5 0.14.0 → 0.15.0 (A Python implementation of the JSON5 data format.)
+  * jsonschema 4.24.0 → 4.26.0 (An implementation of JSON Schema validation for Python)
+  * jupyterlab 4.6.2 → 4.6.3 (JupyterLab computational environment)
+  * librt 0.14.0 → 0.15.0 (Mypyc runtime library)
+  * mako 1.3.10 → 1.3.12 (A super-fast templating language that borrows the best ideas from the existing templating languages.)
+  * mistune 3.2.1 → 3.3.4 (A sane and fast Markdown parser with useful plugins and renderers)
+  * mizani 0.14.3 → 0.14.4 (Scales for Python)
+  * mlxtend 0.23.4 → 0.25.0 (Machine Learning Library Extensions)
+  * moocore 0.2.0 → 0.3.2 (Core Algorithms for Multi-Objective Optimization)
+  * msal 1.36.0 → 1.37.0 (The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us)
+  * narwhals 2.23.0 → 2.24.0 (Extremely lightweight compatibility layer between dataframe libraries)
+  * nbclient 0.10.4 → 0.11.0 (A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.)
+  * nbconvert 7.17.0 → 7.17.1 (Convert Jupyter Notebooks (.ipynb files) to other formats.)
+  * nltk 3.9.4 → 3.10.3 (Natural Language Toolkit)
+  * notebook 7.6.1 → 7.6.2 (Jupyter Notebook - A web-based notebook environment for interactive computing)
+  * optuna 4.7.0 → 4.9.0 (A hyperparameter optimization framework)
+  * param 2.4.0 → 2.4.1 (Declarative parameters for robust Python classes and a rich API for reactive programming)
+  * prettytable 3.17.0 → 3.18.0 (A simple Python library for easily displaying tabular data in a visually appealing ASCII table format)
+  * psutil 7.2.1 → 7.2.2 (Cross-platform lib for process and system monitoring.)
+  * psycopg2 2.9.11 → 2.9.12 (psycopg2 - Python-PostgreSQL Database Adapter)
+  * pyasn1 0.6.3 → 0.6.4 (Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208))
+  * pybind11 3.0.4 → 3.1.0 (Seamless operability between C++11 and Python)
+  * pygments 2.19.2 → 2.20.0 (Pygments is a syntax highlighting package written in Python.)
+  * pyjwt 2.10.1 → 2.13.0 (JSON Web Token implementation in Python)
+  * pypdf 6.10.2 → 6.16.2 (A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files)
+  * pyvisa 1.15.0 → 1.16.2 (Python VISA bindings for GPIB, RS232, TCPIP and USB instruments)
+  * quantecon 0.11.2 → 0.11.4 (Import the main names to top level.)
+  * redis 7.1.0 → 8.1.0 (Python client for Redis database and key-value store)
+  * regex 2026.5.9 → 2026.7.19 (Alternative regular expression module, to replace re.)
+  * scipy 1.18.0 → 1.18.1 (Fundamental algorithms for scientific computing in Python)
+  * scramp 1.4.8 → 1.4.17 (An implementation of the SCRAM protocol.)
+  * simpy 4.1.1 → 4.1.2 (Event discrete, process based simulation for Python.)
+  * soundfile 0.13.1 → 0.14.0 (An audio library based on libsndfile, CFFI and NumPy)
+  * soupsieve 2.8.3 → 2.9.2 (A modern CSS selector implementation for Beautiful Soup.)
+  * sqlparse 0.5.5 → 0.6.0 (A non-validating SQL parser.)
+  * starlette 1.3.1 → 1.6.0 (The little ASGI library that shines.)
+  * superqt 0.8.1 → 0.8.2 (Missing widgets and components for PyQt/PySide)
+  * tinycss2 1.4.0 → 1.5.1 (A tiny CSS parser)
+  * tokenizers 0.22.2 → 0.23.1 ()
+  * tomlkit 0.15.0 → 0.15.1 (Style preserving TOML library)
+  * tornado 6.5.7 → 6.5.8 (Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.)
+  * tqdm 4.67.3 → 4.70.0 (Fast, Extensible Progress Meter)
+  * traitlets 5.14.3 → 5.15.1 (Traitlets Python configuration system)
+  * tzdata 2025.3 → 2026.3 (Provider of IANA time zone data)
+  * ujson 5.12.1 → 5.13.0 (Ultra fast JSON encoder and decoder for Python)
+  * xyzservices 2025.11.0 → 2026.3.0 (Source of XYZ tiles providers)
+  * zipp 3.23.0 → 4.1.0 (Backport of pathlib-compatible object wrapper for zip files)
+
+Removed packages:
+  * eval-type-backport 0.3.1 (Like `typing._eval_type`, but lets older Python versions use newer typing features.)
+  * httpie 3.2.4 (HTTPie: modern, user-friendly command-line HTTP client for the API era.)
+  * jsonpath-python 1.0.6 (A more powerful JSONPath implementation in modern python)
+  * mistralai 2.8.0 (Python Client SDK for the Mistral AI API.)
+  * opentelemetry-semantic-conventions 0.60b1 (OpenTelemetry Semantic Conventions)
+  * pysocks 1.7.1 (A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.)
+
+### WheelHouse packages
+
+
+No differences found.
+
+
+
+* * *
diff --git a/changelogs/WinPythonslim-64bit-3.14.7.1b1.md b/changelogs/WinPythonslim-64bit-3.14.7.1b1.md
new file mode 100644
index 00000000..d30f3f63
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.14.7.1b1.md
@@ -0,0 +1,556 @@
+## WinPython 3.14.7.1slim
+
+The following packages are included in WinPython-64bit v3.14.7.1slim b1.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.11.0 | A generic entrypoint for ADBC drivers.
+[aiofile](https://pypi.org/project/aiofile) | 3.11.1 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 0.121.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.6.3 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.9.25 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.4.3 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[cohere](https://pypi.org/project/cohere) | 7.0.8 | 
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
+[cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.3 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[duckdb](https://pypi.org/project/duckdb) | 1.5.5 | DuckDB in-process database
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.12.2 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 3.12.0 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.59 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[guidata](https://pypi.org/project/guidata) | 3.14.4 | Automatic GUI generation for easy dataset editing and display
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.10.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.10.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.3 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 1.2.1 | 
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.20.0 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.3 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[langchain](https://pypi.org/project/langchain) | 1.3.15 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.5.5 | Building applications with LLMs through composability
+[langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
+[langgraph](https://pypi.org/project/langgraph) | 1.2.11 | Building stateful, multi-actor applications with LLMs
+[langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.1.1 | Library with base interfaces for LangGraph checkpoint savers.
+[langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
+[langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.2 | SDK for interacting with LangGraph API
+[langsmith](https://pypi.org/project/langsmith) | 0.11.0 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[magika](https://pypi.org/project/magika) | 0.6.2 | A tool to determine the content type of a file with deep learning
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[markitdown](https://pypi.org/project/markitdown) | 0.1.6 | Utility tool for converting various files to Markdown
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[mssql-python](https://pypi.org/project/mssql-python) | 1.13.0 | A Python library for interacting with Microsoft SQL Server
+[mssql-python-odbc](https://pypi.org/project/mssql-python-odbc) | 18.6.2.1 | Internal implementation package for mssql-python: Microsoft ODBC Driver 18 for SQL Server binaries. Not intended for direct use.
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 9.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.2 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
+[onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[orjson](https://pypi.org/project/orjson) | 3.11.8 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.3 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.0 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.10.0 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.7 | A Grammar of Graphics for Python
+[plotpy](https://pypi.org/project/plotpy) | 2.10.0 | Curve and image plotting tools for Python/Qt applications
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.43.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.43.2 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.12 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.15.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.14.2 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.13.0 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.16.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.17.1 | The sip module support for PyQt5
+[pyqtgraph](https://pypi.org/project/pyqtgraph) | 0.14.0 | Scientific Graphics and GUI Library for Python
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pythonqwt](https://pypi.org/project/pythonqwt) | 0.16.3 | Qt plotting widgets for Python
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 44.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.1 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sparsediffpy](https://pypi.org/project/sparsediffpy) | 0.3.0 | Python bindings for SparseDiffEngine algorithmic differentiation
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder](https://pypi.org/project/spyder) | 6.1.6 | The Scientific Python Development Environment
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.5 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.14.6 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.60.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[superqt](https://pypi.org/project/superqt) | 0.8.2 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[tokenizers](https://pypi.org/project/tokenizers) | 0.23.1 | 
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.8 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.15.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 6.2.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.2 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.3.1 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+[zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.14.7.1b1_History.md b/changelogs/WinPythonslim-64bit-3.14.7.1b1_History.md
new file mode 100644
index 00000000..e19687f1
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.14.7.1b1_History.md
@@ -0,0 +1,109 @@
+## History of changes for WinPython-64bit 3.14.7.1b1slim
+
+The following changes were made to WinPython-64bit distribution since version 3.14.7.0slim.
+
+
+
+### Tools
+
+
+No differences found.
+
+### Python packages
+
+
+New packages:
+  * lark 1.3.1 (a modern parsing library)
+  * rfc3987-syntax 1.1.0 (Helper functions to syntactically validate strings according to RFC 3987.)
+
+Upgraded packages:
+  * aiofile 3.9.0 → 3.11.1 (Asynchronous file operations.)
+  * aiohappyeyeballs 2.6.1 → 2.7.1 (Happy Eyeballs for asyncio)
+  * aiohttp 3.14.1 → 3.14.3 (Async http client/server framework (asyncio))
+  * asgiref 3.11.0 → 3.12.1 (ASGI specs, helper code, and adapters)
+  * asteval 1.0.6 → 1.0.9 (Safe, minimalistic evaluator of python expression using ast module)
+  * asttokens 3.0.1 → 3.0.2 (Annotate AST trees with source code positions)
+  * asyncssh 2.23.1 → 2.24.0 (AsyncSSH: Asynchronous SSHv2 client and server library)
+  * beautifulsoup4 4.14.3 → 4.15.0 (Screen-scraping library)
+  * binaryornot 0.4.4 → 0.6.0 (Ultra-lightweight pure Python package to check if a file is binary or text.)
+  * bleach 6.3.0 → 6.4.0 (An easy safelist-based HTML-sanitizing tool.)
+  * branca 0.8.1 → 0.8.2 (Generate complex HTML+JS pages with Python)
+  * cachetools 7.0.5 → 7.1.4 (Extensible memoizing collections and decorators)
+  * cattrs 25.3.0 → 26.1.0 (Composable complex class support for attrs and dataclasses.)
+  * colorlog 6.10.1 → 6.12.0 (Add colours to the output of Python's logging module.)
+  * cryptography 46.0.7 → 50.0.0 (cryptography is a package which provides cryptographic recipes and primitives to Python developers.)
+  * cython 3.3.0a1 → 3.2.9 (The Cython compiler for writing C extensions in the Python language.)
+  * debugpy 1.8.20 → 1.8.21 (An implementation of the Debug Adapter Protocol for Python)
+  * decorator 5.2.1 → 5.3.1 (Decorators for Humans)
+  * fastavro 1.12.1 → 1.12.2 (Fast read/write of AVRO files)
+  * fonttools 4.62.1 → 4.63.0 (Tools to manipulate font files)
+  * gitpython 3.1.46 → 3.1.59 (GitPython is a Python library used to interact with Git repositories)
+  * greenlet 3.4.0 → 3.5.5 (Lightweight in-process concurrent programming)
+  * h2 4.3.0 → 4.4.1 (Pure-Python HTTP/2 protocol implementation)
+  * hpack 4.1.0 → 4.2.0 (Pure-Python HPACK header encoding)
+  * id 1.5.0 → 1.6.1 (A tool for generating OIDC identities)
+  * imageio 2.37.2 → 2.37.3 (Read and write images and video across all major formats. Supports scientific and volumetric data.)
+  * joserfc 1.6.5 → 1.7.4 (The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT)
+  * json5 0.14.0 → 0.15.0 (A Python implementation of the JSON5 data format.)
+  * jsonschema 4.24.0 → 4.26.0 (An implementation of JSON Schema validation for Python)
+  * jupyterlab 4.6.2 → 4.6.3 (JupyterLab computational environment)
+  * librt 0.14.0 → 0.15.0 (Mypyc runtime library)
+  * mako 1.3.10 → 1.3.12 (A super-fast templating language that borrows the best ideas from the existing templating languages.)
+  * mistune 3.2.1 → 3.3.4 (A sane and fast Markdown parser with useful plugins and renderers)
+  * mizani 0.14.3 → 0.14.4 (Scales for Python)
+  * mlxtend 0.23.4 → 0.25.0 (Machine Learning Library Extensions)
+  * moocore 0.2.0 → 0.3.2 (Core Algorithms for Multi-Objective Optimization)
+  * msal 1.36.0 → 1.37.0 (The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us)
+  * narwhals 2.23.0 → 2.24.0 (Extremely lightweight compatibility layer between dataframe libraries)
+  * nbclient 0.10.4 → 0.11.0 (A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.)
+  * nbconvert 7.17.0 → 7.17.1 (Convert Jupyter Notebooks (.ipynb files) to other formats.)
+  * nltk 3.9.4 → 3.10.3 (Natural Language Toolkit)
+  * notebook 7.6.1 → 7.6.2 (Jupyter Notebook - A web-based notebook environment for interactive computing)
+  * optuna 4.7.0 → 4.9.0 (A hyperparameter optimization framework)
+  * param 2.4.0 → 2.4.1 (Declarative parameters for robust Python classes and a rich API for reactive programming)
+  * prettytable 3.17.0 → 3.18.0 (A simple Python library for easily displaying tabular data in a visually appealing ASCII table format)
+  * psutil 7.2.1 → 7.2.2 (Cross-platform lib for process and system monitoring.)
+  * psycopg2 2.9.11 → 2.9.12 (psycopg2 - Python-PostgreSQL Database Adapter)
+  * pyasn1 0.6.3 → 0.6.4 (Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208))
+  * pybind11 3.0.4 → 3.1.0 (Seamless operability between C++11 and Python)
+  * pygments 2.19.2 → 2.20.0 (Pygments is a syntax highlighting package written in Python.)
+  * pyjwt 2.10.1 → 2.13.0 (JSON Web Token implementation in Python)
+  * pypdf 6.10.2 → 6.16.2 (A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files)
+  * pyvisa 1.15.0 → 1.16.2 (Python VISA bindings for GPIB, RS232, TCPIP and USB instruments)
+  * quantecon 0.11.2 → 0.11.4 (Import the main names to top level.)
+  * redis 7.1.0 → 8.1.0 (Python client for Redis database and key-value store)
+  * regex 2026.5.9 → 2026.7.19 (Alternative regular expression module, to replace re.)
+  * scipy 1.18.0 → 1.18.1 (Fundamental algorithms for scientific computing in Python)
+  * scramp 1.4.8 → 1.4.17 (An implementation of the SCRAM protocol.)
+  * simpy 4.1.1 → 4.1.2 (Event discrete, process based simulation for Python.)
+  * soundfile 0.13.1 → 0.14.0 (An audio library based on libsndfile, CFFI and NumPy)
+  * soupsieve 2.8.3 → 2.9.2 (A modern CSS selector implementation for Beautiful Soup.)
+  * sqlparse 0.5.5 → 0.6.0 (A non-validating SQL parser.)
+  * starlette 1.3.1 → 1.6.0 (The little ASGI library that shines.)
+  * superqt 0.8.1 → 0.8.2 (Missing widgets and components for PyQt/PySide)
+  * tinycss2 1.4.0 → 1.5.1 (A tiny CSS parser)
+  * tokenizers 0.22.2 → 0.23.1 ()
+  * tomlkit 0.15.0 → 0.15.1 (Style preserving TOML library)
+  * tornado 6.5.7 → 6.5.8 (Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.)
+  * tqdm 4.67.3 → 4.70.0 (Fast, Extensible Progress Meter)
+  * traitlets 5.14.3 → 5.15.1 (Traitlets Python configuration system)
+  * tzdata 2025.3 → 2026.3 (Provider of IANA time zone data)
+  * ujson 5.12.1 → 5.13.0 (Ultra fast JSON encoder and decoder for Python)
+  * xyzservices 2025.11.0 → 2026.3.0 (Source of XYZ tiles providers)
+  * zipp 3.23.0 → 4.1.0 (Backport of pathlib-compatible object wrapper for zip files)
+
+Removed packages:
+  * eval-type-backport 0.3.1 (Like `typing._eval_type`, but lets older Python versions use newer typing features.)
+  * httpie 3.2.4 (HTTPie: modern, user-friendly command-line HTTP client for the API era.)
+  * jsonpath-python 1.0.6 (A more powerful JSONPath implementation in modern python)
+  * mistralai 2.8.0 (Python Client SDK for the Mistral AI API.)
+  * opentelemetry-semantic-conventions 0.60b1 (OpenTelemetry Semantic Conventions)
+
+### WheelHouse packages
+
+
+No differences found.
+
+
+
+* * *
diff --git a/changelogs/WinPythonslim-64bit-3.15.0.5b1.md b/changelogs/WinPythonslim-64bit-3.15.0.5b1.md
new file mode 100644
index 00000000..82e35722
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.15.0.5b1.md
@@ -0,0 +1,335 @@
+## WinPython 3.15.0.5slim
+
+The following packages are included in WinPython-64bit v3.15.0.5slim b1.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.6.3 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 5.2.0 | Universal encoding detector for Python 3
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.4 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.3.0 | The Cython compiler for writing C extensions in the Python language.
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.3.0 | the modular source code checker: pep8 pyflakes and co
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 3.12.0 | Distribution-building parts of Flit. See flit package for more information
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.59 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.3 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipykernel](https://pypi.org/project/ipykernel) | 7.2.0 | IPython Kernel for Jupyter
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.62b1 | OpenTelemetry Semantic Conventions
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.10.0 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.43.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.43.2 | Blazingly fast DataFrame library
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psygnal](https://pypi.org/project/psygnal) | 0.15.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.14.0 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.4.0 | passive checker of Python programs
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.13.0 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.16.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[readme-renderer](https://pypi.org/project/readme-renderer) | 44.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.8 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.15.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.2 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.3.1 | tzinfo object for the local timezone
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.15.0.5b1_History.md b/changelogs/WinPythonslim-64bit-3.15.0.5b1_History.md
new file mode 100644
index 00000000..0e2833fb
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.15.0.5b1_History.md
@@ -0,0 +1,74 @@
+## History of changes for WinPython-64bit 3.15.0.5b1slim
+
+The following changes were made to WinPython-64bit distribution since version 3.15.0.4slim.
+
+
+
+### Tools
+
+
+Upgraded packages:
+
+### Python packages
+
+
+New packages:
+  * clarabel 0.11.1 (Clarabel Conic Interior Point Solver for Rust / Python)
+  * lmfit 1.3.4 (Least-Squares Minimization with Bounds and Constraints)
+  * scipy 1.18.1 (Fundamental algorithms for scientific computing in Python)
+
+Upgraded packages:
+  * aiohappyeyeballs 2.6.1 → 2.7.1 (Happy Eyeballs for asyncio)
+  * asgiref 3.11.0 → 3.12.1 (ASGI specs, helper code, and adapters)
+  * asteval 1.0.6 → 1.0.9 (Safe, minimalistic evaluator of python expression using ast module)
+  * asttokens 3.0.1 → 3.0.2 (Annotate AST trees with source code positions)
+  * asyncssh 2.23.1 → 2.24.0 (AsyncSSH: Asynchronous SSHv2 client and server library)
+  * beautifulsoup4 4.14.3 → 4.15.0 (Screen-scraping library)
+  * binaryornot 0.4.4 → 0.6.0 (Ultra-lightweight pure Python package to check if a file is binary or text.)
+  * bleach 6.3.0 → 6.4.0 (An easy safelist-based HTML-sanitizing tool.)
+  * cattrs 25.3.0 → 26.1.0 (Composable complex class support for attrs and dataclasses.)
+  * colorlog 6.10.1 → 6.12.0 (Add colours to the output of Python's logging module.)
+  * cryptography 46.0.7 → 50.0.0 (cryptography is a package which provides cryptographic recipes and primitives to Python developers.)
+  * cython 3.3.0a1 → 3.3.0 (The Cython compiler for writing C extensions in the Python language.)
+  * debugpy 1.8.20 → 1.8.21 (An implementation of the Debug Adapter Protocol for Python)
+  * decorator 5.2.1 → 5.3.1 (Decorators for Humans)
+  * gitpython 3.1.46 → 3.1.59 (GitPython is a Python library used to interact with Git repositories)
+  * h2 4.3.0 → 4.4.1 (Pure-Python HTTP/2 protocol implementation)
+  * hpack 4.1.0 → 4.2.0 (Pure-Python HPACK header encoding)
+  * id 1.5.0 → 1.6.1 (A tool for generating OIDC identities)
+  * imageio 2.37.2 → 2.37.3 (Read and write images and video across all major formats. Supports scientific and volumetric data.)
+  * json5 0.14.0 → 0.15.0 (A Python implementation of the JSON5 data format.)
+  * mistune 3.2.1 → 3.3.4 (A sane and fast Markdown parser with useful plugins and renderers)
+  * moocore 0.2.0 → 0.3.2 (Core Algorithms for Multi-Objective Optimization)
+  * msal 1.36.0 → 1.37.0 (The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us)
+  * narwhals 2.23.0 → 2.24.0 (Extremely lightweight compatibility layer between dataframe libraries)
+  * param 2.4.0 → 2.4.1 (Declarative parameters for robust Python classes and a rich API for reactive programming)
+  * psutil 7.2.1 → 7.2.2 (Cross-platform lib for process and system monitoring.)
+  * pyasn1 0.6.3 → 0.6.4 (Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208))
+  * pybind11 3.0.4 → 3.1.0 (Seamless operability between C++11 and Python)
+  * pygments 2.19.2 → 2.20.0 (Pygments is a syntax highlighting package written in Python.)
+  * pyjwt 2.10.1 → 2.13.0 (JSON Web Token implementation in Python)
+  * pypdf 6.10.2 → 6.16.2 (A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files)
+  * pyvisa 1.15.0 → 1.16.2 (Python VISA bindings for GPIB, RS232, TCPIP and USB instruments)
+  * scramp 1.4.8 → 1.4.17 (An implementation of the SCRAM protocol.)
+  * simpy 4.1.1 → 4.1.2 (Event discrete, process based simulation for Python.)
+  * soundfile 0.13.1 → 0.14.0 (An audio library based on libsndfile, CFFI and NumPy)
+  * soupsieve 2.8.3 → 2.9.2 (A modern CSS selector implementation for Beautiful Soup.)
+  * sqlparse 0.5.5 → 0.6.0 (A non-validating SQL parser.)
+  * starlette 1.3.1 → 1.6.0 (The little ASGI library that shines.)
+  * tinycss2 1.4.0 → 1.5.1 (A tiny CSS parser)
+  * tomlkit 0.15.0 → 0.15.1 (Style preserving TOML library)
+  * tornado 6.5.7 → 6.5.8 (Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.)
+  * tqdm 4.67.3 → 4.70.0 (Fast, Extensible Progress Meter)
+  * traitlets 5.14.3 → 5.15.1 (Traitlets Python configuration system)
+  * tzdata 2025.3 → 2026.3 (Provider of IANA time zone data)
+  * zipp 3.23.0 → 4.1.0 (Backport of pathlib-compatible object wrapper for zip files)
+
+### WheelHouse packages
+
+
+No differences found.
+
+
+
+* * *
diff --git a/changelogs/WinPythonslimf-64bit-3.14.7.1b1.md b/changelogs/WinPythonslimf-64bit-3.14.7.1b1.md
new file mode 100644
index 00000000..da8687ce
--- /dev/null
+++ b/changelogs/WinPythonslimf-64bit-3.14.7.1b1.md
@@ -0,0 +1,499 @@
+## WinPython 3.14.7.1slimf
+
+The following packages are included in WinPython-64bit v3.14.7.1slimf b1.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.11.0 | A generic entrypoint for ADBC drivers.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 0.121.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.6.3 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.3 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 3.12.0 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.59 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.4.0 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.10.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.10.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.3 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.14.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.20.0 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.2 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistralai](https://pypi.org/project/mistralai) | 2.8.0 | Python Client SDK for the Mistral AI API.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 9.5.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.1 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.39.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.60b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.3 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.12.0 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.10.0 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psygnal](https://pypi.org/project/psygnal) | 0.15.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.14.2 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.13.0 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.0.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.15.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 44.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.1 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.5 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[streamlit](https://pypi.org/project/streamlit) | 1.60.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.7 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.15.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 6.2.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.2 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.3.1 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 16.1.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.12.20260816 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslimf-64bit-3.14.7.1b1_History.md b/changelogs/WinPythonslimf-64bit-3.14.7.1b1_History.md
new file mode 100644
index 00000000..afe5a425
--- /dev/null
+++ b/changelogs/WinPythonslimf-64bit-3.14.7.1b1_History.md
@@ -0,0 +1,95 @@
+## History of changes for WinPython-64bit 3.14.7.1b1slimf
+
+The following changes were made to WinPython-64bit distribution since version 3.14.7.0slimf.
+
+
+
+### Tools
+
+
+No differences found.
+
+### Python packages
+
+
+New packages:
+  * lark 1.3.1 (a modern parsing library)
+  * rfc3987-syntax 1.1.0 (Helper functions to syntactically validate strings according to RFC 3987.)
+
+Upgraded packages:
+  * aiohappyeyeballs 2.6.1 → 2.7.1 (Happy Eyeballs for asyncio)
+  * aiohttp 3.14.1 → 3.14.3 (Async http client/server framework (asyncio))
+  * asgiref 3.11.0 → 3.12.1 (ASGI specs, helper code, and adapters)
+  * asteval 1.0.6 → 1.0.9 (Safe, minimalistic evaluator of python expression using ast module)
+  * asttokens 3.0.1 → 3.0.2 (Annotate AST trees with source code positions)
+  * asyncssh 2.23.1 → 2.24.0 (AsyncSSH: Asynchronous SSHv2 client and server library)
+  * beautifulsoup4 4.14.3 → 4.15.0 (Screen-scraping library)
+  * binaryornot 0.4.4 → 0.6.0 (Ultra-lightweight pure Python package to check if a file is binary or text.)
+  * bleach 6.3.0 → 6.4.0 (An easy safelist-based HTML-sanitizing tool.)
+  * branca 0.8.1 → 0.8.2 (Generate complex HTML+JS pages with Python)
+  * cachetools 7.0.5 → 7.1.4 (Extensible memoizing collections and decorators)
+  * cattrs 25.3.0 → 26.1.0 (Composable complex class support for attrs and dataclasses.)
+  * colorlog 6.10.1 → 6.12.0 (Add colours to the output of Python's logging module.)
+  * cryptography 46.0.7 → 50.0.0 (cryptography is a package which provides cryptographic recipes and primitives to Python developers.)
+  * cython 3.3.0a1 → 3.2.9 (The Cython compiler for writing C extensions in the Python language.)
+  * debugpy 1.8.20 → 1.8.21 (An implementation of the Debug Adapter Protocol for Python)
+  * decorator 5.2.1 → 5.3.1 (Decorators for Humans)
+  * fonttools 4.62.1 → 4.63.0 (Tools to manipulate font files)
+  * gitpython 3.1.46 → 3.1.59 (GitPython is a Python library used to interact with Git repositories)
+  * h2 4.3.0 → 4.4.1 (Pure-Python HTTP/2 protocol implementation)
+  * hpack 4.1.0 → 4.2.0 (Pure-Python HPACK header encoding)
+  * id 1.5.0 → 1.6.1 (A tool for generating OIDC identities)
+  * imageio 2.37.2 → 2.37.3 (Read and write images and video across all major formats. Supports scientific and volumetric data.)
+  * json5 0.14.0 → 0.15.0 (A Python implementation of the JSON5 data format.)
+  * jsonschema 4.24.0 → 4.26.0 (An implementation of JSON Schema validation for Python)
+  * librt 0.14.0 → 0.15.0 (Mypyc runtime library)
+  * mako 1.3.10 → 1.3.12 (A super-fast templating language that borrows the best ideas from the existing templating languages.)
+  * mistune 3.2.1 → 3.3.4 (A sane and fast Markdown parser with useful plugins and renderers)
+  * mizani 0.14.3 → 0.14.4 (Scales for Python)
+  * mlxtend 0.23.4 → 0.25.0 (Machine Learning Library Extensions)
+  * msal 1.36.0 → 1.37.0 (The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us)
+  * narwhals 2.23.0 → 2.24.0 (Extremely lightweight compatibility layer between dataframe libraries)
+  * nbclient 0.10.4 → 0.11.0 (A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.)
+  * nbconvert 7.17.0 → 7.17.1 (Convert Jupyter Notebooks (.ipynb files) to other formats.)
+  * nltk 3.9.4 → 3.10.3 (Natural Language Toolkit)
+  * optuna 4.7.0 → 4.9.0 (A hyperparameter optimization framework)
+  * param 2.4.0 → 2.4.1 (Declarative parameters for robust Python classes and a rich API for reactive programming)
+  * prettytable 3.17.0 → 3.18.0 (A simple Python library for easily displaying tabular data in a visually appealing ASCII table format)
+  * psutil 7.2.1 → 7.2.2 (Cross-platform lib for process and system monitoring.)
+  * pyasn1 0.6.3 → 0.6.4 (Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208))
+  * pybind11 3.0.4 → 3.1.0 (Seamless operability between C++11 and Python)
+  * pygments 2.19.2 → 2.20.0 (Pygments is a syntax highlighting package written in Python.)
+  * pyjwt 2.10.1 → 2.13.0 (JSON Web Token implementation in Python)
+  * pypdf 6.10.2 → 6.15.0 (A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files)
+  * pyvisa 1.15.0 → 1.16.2 (Python VISA bindings for GPIB, RS232, TCPIP and USB instruments)
+  * quantecon 0.11.2 → 0.11.4 (Import the main names to top level.)
+  * redis 7.1.0 → 8.1.0 (Python client for Redis database and key-value store)
+  * regex 2026.5.9 → 2026.7.19 (Alternative regular expression module, to replace re.)
+  * scipy 1.18.0 → 1.18.1 (Fundamental algorithms for scientific computing in Python)
+  * scramp 1.4.8 → 1.4.17 (An implementation of the SCRAM protocol.)
+  * simpy 4.1.1 → 4.1.2 (Event discrete, process based simulation for Python.)
+  * soundfile 0.13.1 → 0.14.0 (An audio library based on libsndfile, CFFI and NumPy)
+  * soupsieve 2.8.3 → 2.9.2 (A modern CSS selector implementation for Beautiful Soup.)
+  * sqlparse 0.5.5 → 0.6.0 (A non-validating SQL parser.)
+  * starlette 1.3.1 → 1.6.0 (The little ASGI library that shines.)
+  * tinycss2 1.4.0 → 1.5.1 (A tiny CSS parser)
+  * tomlkit 0.15.0 → 0.15.1 (Style preserving TOML library)
+  * tqdm 4.67.3 → 4.70.0 (Fast, Extensible Progress Meter)
+  * traitlets 5.14.3 → 5.15.1 (Traitlets Python configuration system)
+  * tzdata 2025.3 → 2026.3 (Provider of IANA time zone data)
+  * ujson 5.12.1 → 5.13.0 (Ultra fast JSON encoder and decoder for Python)
+  * xyzservices 2025.11.0 → 2026.3.0 (Source of XYZ tiles providers)
+  * zipp 3.23.0 → 4.1.0 (Backport of pathlib-compatible object wrapper for zip files)
+
+Removed packages:
+  * chardet 5.2.0 (Universal encoding detector for Python 3)
+  * httpie 3.2.4 (HTTPie: modern, user-friendly command-line HTTP client for the API era.)
+
+### WheelHouse packages
+
+
+No differences found.
+
+
+
+* * *
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new file mode 100644
index 00000000..8609db63
--- /dev/null
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diff --git a/changelogs/requir.64-3_13_15_1slimb1.txt b/changelogs/requir.64-3_13_15_1slimb1.txt
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+termcolor==3.3.0 \
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+terminado==0.18.1 \
+    --hash=sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
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+thefuzz==0.22.1 \
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+three-merge==0.1.1 \
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+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.12.0 \
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+tinycss2==1.5.1 \
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+    --hash=sha256:e7bfaf995c1bdbbd21d13539decb6650967013759318627d85daeb7881af16b7
+toml==0.10.2 \
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+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
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+toolz==1.1.0 \
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+tornado==6.5.8 \
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+tqdm==4.70.0 \
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+uc-micro-py==2.0.0 \
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+watchdog==6.0.0 \
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+xxhash==3.7.0 \
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+yarl==1.24.5 \
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+yt-dlp==2026.7.4 \
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+zipp==4.1.0 \
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+zstandard==0.25.0 \
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diff --git a/changelogs/requir.64-3_14_7_1dotb1.txt b/changelogs/requir.64-3_14_7_1dotb1.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_1dotb1.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/changelogs/requir.64-3_14_7_1dotfb1.txt b/changelogs/requir.64-3_14_7_1dotfb1.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_1dotfb1.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/changelogs/requir.64-3_14_7_1slimb1.txt b/changelogs/requir.64-3_14_7_1slimb1.txt
new file mode 100644
index 00000000..093aad0c
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_1slimb1.txt
@@ -0,0 +1,1058 @@
+absl-py==2.5.0 \
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+aiofiles==25.1.0 \
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+aiohappyeyeballs==2.7.1 \
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+aiohttp==3.14.3 \
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+alabaster==1.0.0 \
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diff --git a/changelogs/requir.64-3_14_7_1slimfb1.txt b/changelogs/requir.64-3_14_7_1slimfb1.txt
new file mode 100644
index 00000000..a0664bd6
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_1slimfb1.txt
@@ -0,0 +1,944 @@
+absl-py==2.5.0 \
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+python-barcode==0.16.1 \
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+python-dotenv==1.2.2 \
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+    --hash=sha256:132994765cf75bf44554be9aa49b06ef2345d23661a96720262716438141b6b2
+python-lsp-black==2.0.0 \
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+python-lsp-jsonrpc==1.1.2 \
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+python-lsp-ruff==2.3.0 \
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+python-slugify==8.0.4 \
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+tzlocal==5.3.1 \
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+uc-micro-py==2.0.0 \
+    --hash=sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c
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+waitress==3.0.2 \
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+watchdog==6.0.0 \
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+xarray==2026.7.0 \
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+yarl==1.24.5 \
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+yt-dlp==2026.7.4 \
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+zipp==4.1.0 \
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diff --git a/changelogs/requir.64-3_15_0_5dotb1.txt b/changelogs/requir.64-3_15_0_5dotb1.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5dotb1.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
diff --git a/changelogs/requir.64-3_15_0_5dotfb1.txt b/changelogs/requir.64-3_15_0_5dotfb1.txt
new file mode 100644
index 00000000..8609db63
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5dotfb1.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
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+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
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+wheel==0.47.0 \
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+wppm==17.12.20260816 \
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diff --git a/changelogs/requir.64-3_15_0_5slimb1.txt b/changelogs/requir.64-3_15_0_5slimb1.txt
new file mode 100644
index 00000000..c1338547
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5slimb1.txt
@@ -0,0 +1,616 @@
+absl-py==2.5.0 \
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+    --hash=sha256:132994765cf75bf44554be9aa49b06ef2345d23661a96720262716438141b6b2
+python-multipart==0.0.32 \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
+python-slugify==8.0.4 \
+    --hash=sha256:276540b79961052b66b7d116620b36518847f52d5fd9e3a70164fc8c50faa6b8
+pytokens==0.4.1 \
+    --hash=sha256:26cef14744a8385f35d0e095dc8b3a7583f6c953c2e3d269c7f82484bf5ad2de
+pytoolconfig==1.3.1 \
+    --hash=sha256:5d8cea8ae1996938ec3eaf44567bbc5ef1bc900742190c439a44a704d6e1b62b
+pyuca==1.2 \
+    --hash=sha256:abaa12e1bd2c7c68ca8396ff8383bc0654a739cef3ae68fd7af58bf29af0a91e
+pyusb==1.3.1 \
+    --hash=sha256:bf9b754557af4717fe80c2b07cc2b923a9151f5c08d17bdb5345dac09d6a0430
+pyvisa==1.16.2 \
+    --hash=sha256:54f034adafd3e8d1858d57cdafec64e920444f4b84b31c9fd17487fbad0a197a
+pyviz-comms==3.0.6 \
+    --hash=sha256:4eba6238cd4a7f4add2d11879ce55411785b7d38a7c5dba42c7a0826ca53e6c2
+pywin32==312 \
+    --hash=sha256:c2f03a0f73f804a13c2735b99392b0cd426bb4f2c4d0178e5ac966a0f21618d5
+pyzmq==27.1.0 \
+    --hash=sha256:9ce490cf1d2ca2ad84733aa1d69ce6855372cb5ce9223802450c9b2a7cba0ccf
+qrcode==8.2 \
+    --hash=sha256:16e64e0716c14960108e85d853062c9e8bba5ca8252c0b4d0231b9df4060ff4f
+readme-renderer==44.0 \
+    --hash=sha256:2fbca89b81a08526aadf1357a8c2ae889ec05fb03f5da67f9769c9a592166151
+referencing==0.37.0 \
+    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231
+reportlab==5.0.0 \
+    --hash=sha256:9d5a3affa84919e1111ede580031266a570e93b1ce388219621347965ff1d93c
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0
+requests-ntlm==1.3.0 \
+    --hash=sha256:4c7534a7d0e482bb0928531d621be4b2c74ace437e88c5a357ceb7452d25a510
+requests-toolbelt==1.0.0 \
+    --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
+rfc3339-validator==0.1.4 \
+    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+rfc3986==2.0.0 \
+    --hash=sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd
+rfc3986-validator==0.1.1 \
+    --hash=sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb
+roman-numerals==4.1.0 \
+    --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
+rope==1.14.0 \
+    --hash=sha256:00a7ea8c0c376fc0b053b2f2f8ef3bfb8b50fecf1ebf3eb80e4f8bd7f1941918
+rpds-py==2026.6.3 \
+    --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146
+rsa==4.9.1 \
+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762
+rtree==1.4.1 \
+    --hash=sha256:efe125f416fd27150197ab8521158662943a40f87acab8028a1aac4ad667a489
+ruff==0.16.1 \
+    --hash=sha256:09b05e8b90c2cb06ad63464350e7a45e8e44a2dfe52072ebfba6666ca8d3f596
+rx==3.2.0 \
+    --hash=sha256:922c5f4edb3aa1beaa47bf61d65d5380011ff6adcd527f26377d05cb73ed8ec8
+scipy==1.18.1 \
+    --hash=sha256:92c14f5bdbfb6216315ce33e78080474082de8b3830122ba97809bfbe65f75c0
+scramp==1.4.17 \
+    --hash=sha256:a4e3fd2e8169461a28a13777a166d3da94274454f0714a7d3023fee124474ac8
+send2trash==2.1.0 \
+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+simpy==4.1.2 \
+    --hash=sha256:43071f84b6512c9b4fcb33ef057f240ccb1d1f3b263f9b4f9229d072e310b372
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274
+smmap==5.0.3 \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
+sortedcontainers==2.4.0 \
+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sounddevice==0.5.5 \
+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.14.0 \
+    --hash=sha256:299491d3499460fb1b74bb4bd78b57ffc2d243a5fafa7b6ec1b264875c78453e
+soupsieve==2.9.2 \
+    --hash=sha256:8089a26fd974ca7a1f30276d3d8492ab266ab15af581642dfe8aa162e0c1c823
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.1.1 \
+    --hash=sha256:b52fd3d58b2778aacb35a074323aac49a924a323f98ee74027e590b08d1e6f32
+sqlparse==0.6.0 \
+    --hash=sha256:b861c0288ce2fa56209a9a6412d2e066ac664b3873b89c26c9d8415e8e32996f
+squarify==0.4.4 \
+    --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
+sse-starlette==3.4.8 \
+    --hash=sha256:6e82314c786709a3cd9520f2285cf9fff90e181e598e8a357b0cf80f66afba0d
+sspilib==0.5.0 \
+    --hash=sha256:ca2a21a4e90db563c2cec639c66b3a29ea53129a0c55ff1e4154a02937f6bd45
+stack-data==0.6.3 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==1.6.0 \
+    --hash=sha256:a86dd39d14bb45f85a3d18525215a9ef0cfd1f192ac793220e72598c90335f0c
+sympy==1.14.0 \
+    --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
+tabulate==0.10.0 \
+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
+tenacity==9.1.4 \
+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
+termcolor==3.3.0 \
+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.5.8 \
+    --hash=sha256:11881db6b7c168494be2c2d12e65931451bdf7ee718535418ae1d8855dd5a0ee
+tqdm==4.70.0 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+traitlets==5.15.1 \
+    --hash=sha256:770a53705f84b81ac107e83a1b3328ff2dae16094d8fc3cfc004e4b22dfd8e92
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.2 \
+    --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7
+tzdata==2026.3 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
+tzlocal==5.3.1 \
+    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.7.0 \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.12.20260816 \
+    --hash=sha256:c41a205f17dbef6b752d89ce3497a99253f1c3b927d8bc3674c04a36dcd741b0
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f

From 960af94069aeece8c51e486599496ac1025254bf Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 13 Sep 2026 18:46:23 +0200
Subject: [PATCH 085/100] Compare any two package indexes, not just consecutive
 ones

wppm.diff could already compare two package indexes, and nothing could
reach it. It was not on the wppm command line, so nothing in -h mentioned
it; its own usage text said "python diff.py", which the relative imports
make impossible; and printing a comparison died on Windows with a
UnicodeEncodeError, because an upgrade is written "1.2.3 -> 1.2.4" with a
U+2192 and the console is cp1252 -- so any two releases far enough apart
to have one upgraded package could not be compared at all.

wppm -diff <a>.md <b>.md now does it, on any two indexes: two releases, a
year apart, or two flavors of the same release. It runs before the target
is resolved, so it needs no distribution -- two downloaded files and a
pip-installed wppm are enough.

The file mode also had no title, and the direction is not guessable from
the output: every upgrade line reads "old -> new", so a reader holding
the pair the wrong way round sees every upgrade as a downgrade. It now
opens with "## Changes from <first> to <second>". The version mode keeps
the header it has always had; the dead line above it, assigned and then
overwritten before it could be printed, is gone.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 wppm/diff.py | 43 +++++++++++++++++++++++++++++++------------
 wppm/wppm.py | 13 +++++++++++++
 2 files changed, 44 insertions(+), 12 deletions(-)

diff --git a/wppm/diff.py b/wppm/diff.py
index 8cad95c1..20b2ab54 100644
--- a/wppm/diff.py
+++ b/wppm/diff.py
@@ -94,17 +94,31 @@ def compare_markdown_section_pairs(md1, md2, header_pairs, label1="Input1", labe
             text += f"\n## {label1} [{h1}] vs {label2} [{h2}]\n\n{diff}\n"
     return text
 
+def index_title(file1, file2):
+    """## Changes from <first index> to <second index>.
+
+    Comparing two files says nothing about which two, and the direction
+    matters: every upgrade line is written "old -> new", so a reader who has
+    the pair the wrong way round sees every upgrade as a downgrade. The version
+    mode gets this from the versions it was handed; the file mode has only the
+    names, so it uses them, without directory or extension.
+    """
+    name = lambda f: Path(f).stem
+    return f"## Changes from {name(file1)} to {name(file2)}\n"
+
+
 def compare_files(file1, file2, mode="full", header1=None, header2=None, header_pairs=None):
     with open(file1, encoding=utils.guess_encoding(file1)[0]) as f1, \
          open(file2, encoding=utils.guess_encoding(file2)[0]) as f2:
         md1, md2 = f1.read(), f2.read()
     if mode == "full":
-        result = ""
+        result = index_title(file1, file2) + "\n"
         for k in PackageIndex.HEADERS:
             result += compare_markdown_sections(md1, md2, k, k, file1, file2) + "\n"
         return result
     elif mode == "section":
-        return compare_markdown_sections(md1, md2, header1, header2, file1, file2)
+        return (index_title(file1, file2) + "\n"
+                + compare_markdown_sections(md1, md2, header1, header2, file1, file2))
     elif mode == "pairs":
         return compare_markdown_section_pairs(md1, md2, header_pairs, file1, file2)
     else:
@@ -158,7 +172,6 @@ def compare_package_indexes(version2, version1=None, searchdir=None, flavor="",
     flavor1 = flavor1 or flavor
     md1 = load_version_markdown(version1, searchdir, flavor1, architecture)
     md2 = load_version_markdown(version2, searchdir, flavor, architecture)
-    result = f"# WinPython {architecture}bit {version2}{flavor} vs {version1}{flavor1}\n"
     result = (
         f"## History of changes for WinPython-{architecture}bit {version2 + flavor}\r\n\r\n"
         f"The following changes were made to WinPython-{architecture}bit distribution since version {version1 + flavor1}.\n\n\n"
@@ -193,19 +206,25 @@ def write_changelog(version2, version1=None, searchdir=None, flavor="", architec
         shutil.copyfile(output_file, Path(basedir) / output_file.name)
 
 def print_usage():
+    # "python diff.py" cannot work -- the relative imports need the package --
+    # so every line says how it is really run
     print("Usage:")
-    print("  python diff.py file1.md file2.md")
-    print("    - Compare all sections of two markdown files.")
-    print("  python diff.py file1.md file2.md --section header1 header2")
+    print("  wppm -diff file1.md file2.md   (or: python -m wppm.diff file1.md file2.md)")
+    print("    - Compare all sections of two package indexes, in any order or flavor.")
+    print("  python -m wppm.diff file1.md file2.md --section header1 header2")
     print("    - Compare section 'header1' of file1 with section 'header2' of file2.")
-    print("  python diff.py file1.md file2.md --pairs header1a header2a [header1b header2b ...]")
-    print("    - Compare pairs of sections. Example: python diff.py f1.md f2.md --pairs python wheelhouse tools tools")
-    print("  python diff.py <version2> <version1> [searchdir] [flavor] [architecture]")
-    print("    - Compare WinPython markdown changelogs by version (historical mode).")
-    print("  python diff.py --write-changelog <version2> <version1> [searchdir] [flavor] [architecture] [basedir]")
-    print("    - Write changelog between version1 and version2 to file (and optionally copy to basedir).")
+    print("  python -m wppm.diff file1.md file2.md --pairs header1a header2a [header1b header2b ...]")
+    print("    - Compare pairs of sections. Example: --pairs python wheelhouse tools tools")
+    print("  python -m wppm.diff <version2> <version1> [searchdir] [flavor] [architecture]")
+    print("    - Compare WinPython package indexes by version, from a changelogs directory.")
+    print("  python -m wppm.diff --write-changelog <version2> <version1> [searchdir] [flavor] [architecture] [basedir]")
+    print("    - Write that comparison to a file (and optionally copy it to basedir).")
 
 if __name__ == "__main__":
+    # every upgraded package prints an arrow, and a Windows console is cp1252,
+    # so the default encoding turned "compare two releases" into a traceback
+    if hasattr(sys.stdout, "reconfigure"):
+        sys.stdout.reconfigure(encoding="utf-8", errors="replace")
     args = sys.argv
     if len(args) >= 3 and all(arg.lower().endswith('.md') for arg in args[1:3]):
         file1, file2 = args[1], args[2]
diff --git a/wppm/wppm.py b/wppm/wppm.py
index 3eae525c..58569357 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -345,6 +345,8 @@ def main(test=False):
     parser.add_argument("-ls", "--list", action="store_true", help="list installed packages matching [optional] expression: wppm -ls, wppm -ls pand")
     parser.add_argument("-lsa", dest="all", action="store_true",help=f"list details of packages matching [optional]  expression: wppm -lsa pandas -l1")
     parser.add_argument("-md", dest="markdown", action="store_true",help=f"markdown summary of the installation")
+    parser.add_argument("-diff", dest="diff", nargs=2, metavar=("INDEX1", "INDEX2"), default=None,
+                        help="compare two package indexes, whichever two you choose: wppm -diff WinPythonslim-64bit-3.13.5.0.md WinPythonslim-64bit-3.14.7.0.md\nany two releases or flavors, in either direction -- they need not be consecutive")
     parser.add_argument("-p",dest="pipdown",action="store_true",help="show Package (!= missing) dependencies of the given package[option], [.]=all: wppm -p pandas[.]")
     parser.add_argument("-r", dest="pipup", action="store_true", help=f"show Reverse (!= constraining) dependancies of the given package[option]: wppm -r pytest![test]")
     parser.add_argument("-tl", "--top-level", action="store_true", help="keep only the entries no other entry pulls in, sorted: wppm -tl, wppm requirements.txt -tl -v\nwith -p or -r, start the tree from them instead of every package: wppm -tl -p")
@@ -355,6 +357,17 @@ def main(test=False):
     parser.add_argument("-u", "--uninstall", action="store_true", help="uninstall package  (use pip for more features)")
 
     args = parser.parse_args()
+    if args.diff:
+        # no distribution involved: this reads two files. The indexes are in
+        # the changelogs/ directory of the winpython repository, one per
+        # release and flavor, and any two of them can be compared.
+        # utf-8 here and not just errors="replace": an upgrade is written
+        # "1.2.3 → 1.2.4", and replacing that arrow with "?" is most of the
+        # output on a page whose whole subject is upgrades.
+        if sys.stdout and hasattr(sys.stdout, "reconfigure"):
+            sys.stdout.reconfigure(encoding="utf-8", errors="replace")
+        print(diff.compare_files(*args.diff))
+        sys.exit()
     targetpython = None
     if args.target and args.target != sys.prefix:
         targetpython = args.target if args.target.lower().endswith('.exe') else str(Path(args.target) / 'python.exe')

From c9f6ea439e38fbb6274032313b1811af7bfcbad5 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 13 Sep 2026 18:46:32 +0200
Subject: [PATCH 086/100] Stop publishing a diff against the previous release

A _History.md compares a release against the one immediately before it,
and that chain carries no meaning: flavors are not stable across cycles,
one appearing while another goes away, and readers upgrade about once a
year rather than every cycle. So the comparison it offers is one almost
nobody is asking for.

The cycle's changelog pull request now files the package index, the lock
file and the requirements, and nothing else. Each of those describes its
own release; readers wanting a comparison pick their own two indexes with
wppm -diff. The histories already in changelogs/ stay where they are.

The local build still writes one, beside its output where the person
running the build reads it before publishing anything -- it is the useful
view there. It is no longer copied into changelogs/, which is what turned
it into a published artifact.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 .github/scripts/changelog_files.py          | 34 +++++++--------------
 .github/workflows/build_winpython_cycle.yml |  4 +--
 tests/test_changelog_files.py               | 25 ++++++++-------
 winpython/build_winpython.py                | 14 +++++++--
 4 files changed, 36 insertions(+), 41 deletions(-)

diff --git a/.github/scripts/changelog_files.py b/.github/scripts/changelog_files.py
index 682bead2..0b32daa1 100644
--- a/.github/scripts/changelog_files.py
+++ b/.github/scripts/changelog_files.py
@@ -1,4 +1,4 @@
-"""File a cycle's build output into changelogs/, and write the histories.
+"""File a cycle's build output into changelogs/.
 
     python .github/scripts/changelog_files.py <downloaded metadata> changelogs
 
@@ -8,10 +8,13 @@
 The fourth, hashes_<winpyver>.md, describes the binaries of one build rather
 than the release, and stays out.
 
-The _History.md companions are then written here rather than shipped from the
-build, because a history is a comparison against the *previous* release, and
-only a checkout of the repository has that to compare against. Ordering is
-`wppm.diff`'s job; this decides what to hand it.
+No _History.md companion is written. A history compares a release against the
+one immediately before it, and that chain carries no meaning: flavors are not
+stable across cycles -- one may appear while another goes away -- and people
+upgrade about once a year rather than every cycle, so a diff against the
+predecessor answers a question almost nobody asks. What is useful is comparing
+two package indexes of the reader's own choosing, which `wppm -diff` does
+against any two of the files this script files.
 
 """
 import re
@@ -26,7 +29,6 @@
 # which installs none -- nothing at all.
 sys.path.insert(0, str(Path(__file__).resolve().parents[2]))
 
-from wppm import diff  # noqa: E402  the path above has to be set first
 from wppm.diff import version  # noqa: E402  packaging, or pip's vendored copy
 
 # WinPythonslim-64bit-3.15.0.5b1.md -- the flavor may be empty, and the version
@@ -42,7 +44,7 @@ def parse_changelog_name(name: str):
     try:
         version.parse(match.group("version"))
     except version.InvalidVersion:
-        return None  # the _History companions land here, as they should
+        return None  # anything whose tail is not a version is not an index
     return match.group("flavor"), int(match.group("arch")), match.group("version")
 
 
@@ -78,22 +80,8 @@ def main(argv: list[str]) -> None:
         raise SystemExit(f"{source} held no changelog, lock file or requirements")
     for name in filed:
         print(f"filed {name}")
-
-    # every package index has to be in place before any history is written: a
-    # history reads the index of the release it compares against, which for the
-    # second flavor of a cycle may well be the one just copied
-    histories = 0
-    for name in filed:
-        parsed = parse_changelog_name(name)
-        if not parsed:
-            continue
-        flavor, architecture, ver = parsed
-        previous = diff.find_previous_version(ver, changelogs, flavor, architecture)
-        diff.write_changelog(ver, None, changelogs, flavor, architecture)
-        histories += 1
-        against = "nothing earlier" if previous == ver else previous
-        print(f"history WinPython{flavor}-{architecture}bit-{ver} vs {against}")
-    print(f"\n{len(filed)} file(s) filed, {histories} history file(s) written")
+    indexes = sum(1 for name in filed if parse_changelog_name(name))
+    print(f"\n{len(filed)} file(s) filed, {indexes} package index(es)")
 
 
 if __name__ == "__main__":
diff --git a/.github/workflows/build_winpython_cycle.yml b/.github/workflows/build_winpython_cycle.yml
index 6c73f9df..de657cb8 100644
--- a/.github/workflows/build_winpython_cycle.yml
+++ b/.github/workflows/build_winpython_cycle.yml
@@ -243,7 +243,7 @@ jobs:
           merge-multiple: true
           path: release_metadata
 
-      - name: File the changelogs and write the histories
+      - name: File the changelogs
         run: python .github/scripts/changelog_files.py release_metadata changelogs
 
       - name: Open the changelog pull request
@@ -271,5 +271,5 @@ jobs:
           else
             gh pr create --base "$BASE" --head "$branch" \
               --title "Changelogs for $TITLE" \
-              --body "Package indexes, lock files and requirements for every leg of \`$TAG\`, with the \`_History.md\` companions written against the previous release. Filed by the build that produced them, rather than copied by hand."
+              --body "Package indexes, lock files and requirements for every leg of \`$TAG\`, filed by the build that produced them rather than copied by hand. Compare any two of them with \`wppm -diff <a>.md <b>.md\`."
           fi
diff --git a/tests/test_changelog_files.py b/tests/test_changelog_files.py
index facd3a25..76fa4319 100644
--- a/tests/test_changelog_files.py
+++ b/tests/test_changelog_files.py
@@ -6,9 +6,11 @@
 and has never been kept there. Getting that wrong is quiet: the wrong file is
 committed and nothing complains, so the selection is pinned here.
 
-The `_History.md` companions are written from the checkout rather than shipped
-by the build, because a history compares against the *previous* release, which
-only the repository has.
+No `_History.md` companion is written. A history compares a release against
+the one immediately before it, and that chain carries no meaning: flavors come
+and go between cycles, and readers upgrade about once a year rather than every
+cycle. The comparison that is wanted is between two indexes of the reader's own
+choosing -- `wppm -diff a.md b.md` -- so the absence is pinned here too.
 """
 import importlib.util
 import os
@@ -146,28 +148,25 @@ def test_wppm_comes_from_the_checkout(self, cycle, tmp_path):
         assert proc.returncode == 0, proc.stderr
         assert "decoy" not in proc.stderr
 
-    def test_files_the_three_and_writes_the_history(self, cycle, tmp_path):
+    def test_files_the_three_and_nothing_else(self, cycle, tmp_path):
         source, changelogs = cycle
         proc = run_script(source, changelogs, cwd=tmp_path)
         assert proc.returncode == 0, proc.stderr
         landed = sorted(p.name for p in changelogs.iterdir())
         assert landed == [
-            "WinPythonslim-64bit-3.15.0.4.md",           # was already there
-            "WinPythonslim-64bit-3.15.0.5b1.md",         # filed
-            "WinPythonslim-64bit-3.15.0.5b1_History.md",  # written
+            "WinPythonslim-64bit-3.15.0.4.md",    # was already there
+            "WinPythonslim-64bit-3.15.0.5b1.md",  # filed
             "pylock.64-3_15_0_5slimb1.toml",
             "requir.64-3_15_0_5slimb1.txt",
         ]
 
-    def test_the_history_names_the_release_it_compares_against(self, cycle, tmp_path):
+    def test_no_history_is_written_against_the_previous_release(self, cycle, tmp_path):
+        """Deliberate: see the module docstring. Not an oversight to restore."""
         source, changelogs = cycle
         proc = run_script(source, changelogs, cwd=tmp_path)
         assert proc.returncode == 0, proc.stderr
-        history = (changelogs / "WinPythonslim-64bit-3.15.0.5b1_History.md").read_text(
-            encoding="utf-8"
-        )
-        assert "since version 3.15.0.4slim" in history
-        assert "3.15.0.5b1slim" in history
+        assert not list(changelogs.glob("*_History.md"))
+        assert "history" not in proc.stdout.lower()
 
     def test_an_empty_metadata_directory_is_an_error(self, tmp_path):
         """Silence here would commit nothing and call it a success."""
diff --git a/winpython/build_winpython.py b/winpython/build_winpython.py
index 4a1fbcff..a5f6c729 100644
--- a/winpython/build_winpython.py
+++ b/winpython/build_winpython.py
@@ -328,15 +328,23 @@ def main():
         )]
     run_command(cmd, shell=True)
     shutil.copyfile (winpydirbase.parent / mdn, changelog_dir / mdn)
-    
+
+    # What moved since the previous build of this flavor -- for the person
+    # running the build, who wants to see it before publishing anything. It
+    # stays beside the build output and is NOT copied into changelogs/: the
+    # archive keeps the package indexes, and a diff against the immediately
+    # previous release is not a useful thing to publish, since flavors come and
+    # go between cycles and readers upgrade about once a year. Anyone wanting a
+    # comparison picks their own two indexes with `wppm -diff <a>.md <b>.md`.
+    # The previous index is still read from changelog_dir, which holds them all.
     cmd = [str(target_python), "-X", "utf8", "-c",
         (
         "from wppm import diff;"
         f"result = diff.compare_package_indexes('{changelog_version}', searchdir=r'{changelog_dir}', flavor=r'{args.flavor}', architecture={args.arch});"
-        f"open(r'{winpydirbase.parent / out}', 'w', encoding='utf-8').write(result)" 
+        f"open(r'{winpydirbase.parent / out}', 'w', encoding='utf-8').write(result)"
         )]
     run_command(cmd, check=False)
-    shutil.copyfile (winpydirbase.parent / out, changelog_dir / out)
+    logging.info(f"changes since the previous {args.flavor or 'plain'} build: {winpydirbase.parent / out}")
 
     if args.create_installer != "":
         log_section("🙏 Step 8: Create Installer")

From f3b5f0545e4081529e2aeaac1517ae140eab0d37 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 13 Sep 2026 19:12:58 +0200
Subject: [PATCH 087/100] Document -diff where people read about wppm

The tour covers -ls, -tl, -p, -r, -j, -t and -ws with worked examples, and
-diff exists precisely because a feature nobody can find is a feature that
is not there.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 README_PYPI.md | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/README_PYPI.md b/README_PYPI.md
index 026c77cf..483fc91c 100644
--- a/README_PYPI.md
+++ b/README_PYPI.md
@@ -175,6 +175,31 @@ entry to whatever pulls it in:
 {'numpy': ['pandas']}
 ```
 
+## Comparing two package lists
+
+`-md` writes a package index. `-diff` compares two:
+
+```console
+$ wppm -diff WinPythonslim-64bit-3.13.5.0.md WinPythonslim-64bit-3.14.7.0.md
+## Changes from WinPythonslim-64bit-3.13.5.0 to WinPythonslim-64bit-3.14.7.0
+
+### Python packages
+
+New packages:
+  * aiofile 3.9.0 (Asynchronous file operations.)
+
+Upgraded packages:
+  * numpy 2.2.6 → 2.5.2 (Fundamental package for array computing in Python)
+
+Removed packages:
+  * astropy 6.1.6 (Astronomy and astrophysics core library)
+```
+
+Any two indexes, in any order: two releases a year apart, or two flavors of the same
+one. No distribution is involved, so two downloaded files are enough. WinPython
+publishes one index per release and flavor, in
+[changelogs/](https://github.com/winpython/winpython/tree/master/changelogs).
+
 ## Environments you have not installed anything into
 
 `-t` points `wppm` at *another* Python distribution, and `-ws` at a plain directory of

From df4228af4d213a1757b68bd17907a10fba84f36a Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 13 Sep 2026 19:32:41 +0200
Subject: [PATCH 088/100] Drop a parameter nothing read

architecture_bits was declared on get_package_index_data and on
generate_package_index_markdown, and neither read it: the architecture
comes from probing the target interpreter, which is the only thing that
can answer it. Passing a value did nothing, silently.

The architecture_bits key in the output is unchanged. A caller passing the
argument now gets a TypeError rather than being ignored.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 wppm/wppm.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/wppm/wppm.py b/wppm/wppm.py
index 58569357..b0590957 100644
--- a/wppm/wppm.py
+++ b/wppm/wppm.py
@@ -81,8 +81,8 @@ def render_markdown_for_list(self, title, items):
         return md
     
     def get_package_index_data(self, python_executable_directory: str|None = None, winpyver2: str|None = None,
-                                         flavor: str|None = None, architecture_bits: int|None = None
-                                         , release_level: str|None = None, wheeldir: str|None = None) -> dict:
+                                         flavor: str|None = None, release_level: str|None = None,
+                                         wheeldir: str|None = None) -> dict:
         """Collects the package index data: distribution identity, tools, packages, wheelhouse."""
         my_ver , my_arch = utils.get_python_infos(python_executable_directory or self.target)
         my_winpyver2 = winpyver2 or os.getenv("WINPYVER2","")
@@ -114,10 +114,10 @@ def get_package_index_data(self, python_executable_directory: str|None = None, w
         }
 
     def generate_package_index_markdown(self, python_executable_directory: str|None = None, winpyver2: str|None = None,
-                                         flavor: str|None = None, architecture_bits: int|None = None
-                                         , release_level: str|None = None, wheeldir: str|None = None) -> str:
+                                         flavor: str|None = None, release_level: str|None = None,
+                                         wheeldir: str|None = None) -> str:
         """Generates a Markdown formatted package index page."""
-        data = self.get_package_index_data(python_executable_directory, winpyver2, flavor, architecture_bits, release_level, wheeldir)
+        data = self.get_package_index_data(python_executable_directory, winpyver2, flavor, release_level, wheeldir)
         d = data["distribution"]
         as_tuples = lambda items: [(i["name"], i["url"], i["version"], i["summary"]) for i in items]
 

From a4af934a082431482e8132c4c02474706c89a68f Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 13 Sep 2026 19:32:42 +0200
Subject: [PATCH 089/100] wppm 17.13.20260913

-diff is a new feature, so the middle digit moves.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 wppm/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/wppm/__init__.py b/wppm/__init__.py
index 12e16dd6..b4f744a5 100644
--- a/wppm/__init__.py
+++ b/wppm/__init__.py
@@ -28,6 +28,6 @@
 OTHER DEALINGS IN THE SOFTWARE.
 """
 
-__version__ = '17.12.20260816'
+__version__ = '17.13.20260913'
 __license__ = __doc__
 __project_url__ = 'http://winpython.github.io/'

From 0cdd884a9f42592b427c096a4d3ae6f50c93e50c Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 27 Sep 2026 13:06:26 +0200
Subject: [PATCH 090/100] upgrade cpython stral

---
 constraints.txt     |  7 ++-----
 cycles/2026_04.toml | 20 ++++++++++----------
 2 files changed, 12 insertions(+), 15 deletions(-)

diff --git a/constraints.txt b/constraints.txt
index 0bccd0ef..2c8a5beb 100644
--- a/constraints.txt
+++ b/constraints.txt
@@ -183,7 +183,7 @@ jaraco.classes>=3.4.0
 jaraco.context>=6.0.1
 jaraco.functools>=4.3.0
 jedi>=0.19.2
-jellyfish>=1.2.1
+jellyfish>=0.8.7
 Jinja2>=3.1.6
 jiter>=0.11.1
 joblib>=1.5.2
@@ -273,9 +273,6 @@ onnxruntime>=1.23.2
 openai>=2.7.1
 openpyxl>=3.1.5
 opentelemetry-api>=1.34.1
-# 2026-08-30 this project publishes betas only, so the specifier names one.
-# That is what lets pip take it now that the build no longer passes --pre.
-opentelemetry-semantic-conventions>=0.60b1
 optree>=0.17.0
 optuna>=4.2.1
 orjson>=3.11.4
@@ -326,7 +323,7 @@ pycodestyle>=2.12.0
 pycparser>=2.23
 pyct>=0.5.0
 pydantic>=2.12.4
-pydantic-ai-slim>=1.106.0
+pydantic-ai-slim>=1.12.0
 pydantic-evals>=1.12.0
 pydantic-graph>=1.12.0
 pydantic-settings>=2.11.0
diff --git a/cycles/2026_04.toml b/cycles/2026_04.toml
index da74e40e..13baa159 100644
--- a/cycles/2026_04.toml
+++ b/cycles/2026_04.toml
@@ -19,28 +19,28 @@ sha256 = "11eb6dbe5286c9e5edb0cca4412e7d99ec6578ec04158b0b7fe11f7fd96688e5"
 
 [pythons."3.13"]
 ver2 = "3.13.15.1"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260901/cpython-3.13.15+20260901-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "63d263ab0162f34a241a56dc5b283c22d6e131f5516117e6a921350c69ba7d4f"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260924/cpython-3.13.15+20260924-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "e42fa944748a50e9ff481cbb817ef8a6e3da6fbcf0cf6f29b554e1acb8c7384d"
 
 [pythons."3.14"]
 ver2 = "3.14.7.1"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260901/cpython-3.14.7+20260901-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "ca3c33ca924dfcab3b74205a7a58a88b0255135c53f95497b26b5e60700fd66d"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260924/cpython-3.14.7+20260924-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "1493fc4185edf84bbd4305c15c5fbac2d4fcd4ddd7eb6273903669a5d3106178"
 
 [pythons."3.14F"]
 ver2 = "3.14.7.1"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260901/cpython-3.14.7+20260901-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
-sha  = "dced1d9049950d3919d9ff376fbdf881ee9ab653ab95ac70cc626da82aed4d5c"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260924/cpython-3.14.7+20260924-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "fab023c3ab6c67539c31f0204139dc8f23816ff9a316c90ca2632d48865db1f5"
 
 [pythons."3.15"]
 ver2 = "3.15.0.5"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260901/cpython-3.15.0rc2+20260901-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "eaf415c52191f538c09b6347fb737fcb1255539a59f165bad0cac847600a8490"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260924/cpython-3.15.0rc2+20260924-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "2a55fddfc90f1340c8149a56bfa3cd0184e4d918ba2f1a392f3d2fec5bf12fc3"
 
 [pythons."3.15F"]
 ver2 = "3.15.0.5"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260901/cpython-3.15.0rc2+20260901-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
-sha  = "064767f278b7c7f3340e862256c09a9ce5300af10bbdef27bc53342a88273951"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260924/cpython-3.15.0rc2+20260924-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "0593f21d424e2e4f144996c826bbf4e34c275a7598f1a7fd53d34889e33c7c3b"
 
 # Flavors become the job matrix. 2026-02 renamed "free" to "dotf", so this
 # varies per cycle too and belongs in the cycle file.

From f14e6a7ed67dd8f95d3e99dd51f692a7000cb0df Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 27 Sep 2026 16:27:58 +0200
Subject: [PATCH 091/100] 2026-04 b2 first try

---
 .../pylock.64-3_13_15_1dotb2.toml             |   90 +
 .../pylock.64-3_13_15_1slimb2.toml            | 5810 ++++++++++++++++
 .../pylock.64-3_14_7_1dotb2.toml              |   90 +
 .../pylock.64-3_14_7_1dotfb2.toml             |   90 +
 .../pylock.64-3_14_7_1slimb2.toml             | 5821 +++++++++++++++++
 .../pylock.64-3_14_7_1slimfb2.toml            | 5194 +++++++++++++++
 .../pylock.64-3_15_0_5dotb2.toml              |   90 +
 .../pylock.64-3_15_0_5dotfb2.toml             |   90 +
 .../pylock.64-3_15_0_5slimb2.toml             | 4479 +++++++++++++
 .../pylock.64-3_15_0_5slimfb2.toml            | 4083 ++++++++++++
 .../requir.64-3_13_15_1dotb2.txt              |   16 +
 .../requir.64-3_13_15_1slimb2.txt             | 1056 +++
 .../cycle_2026_04/requir.64-3_14_7_1dotb2.txt |   16 +
 .../requir.64-3_14_7_1dotfb2.txt              |   16 +
 .../requir.64-3_14_7_1slimb2.txt              | 1058 +++
 .../requir.64-3_14_7_1slimfb2.txt             |  944 +++
 .../cycle_2026_04/requir.64-3_15_0_5dotb2.txt |   16 +
 .../requir.64-3_15_0_5dotfb2.txt              |   16 +
 .../requir.64-3_15_0_5slimb2.txt              |  814 +++
 .../requir.64-3_15_0_5slimfb2.txt             |  742 +++
 20 files changed, 30531 insertions(+)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_13_15_1dotb2.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_13_15_1slimb2.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dotb2.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_7_1dotfb2.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_7_1slimb2.toml
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 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5dotb2.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5dotfb2.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimb2.toml
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 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_13_15_1slimb2.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotb2.txt
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 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb2.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb2.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb2.txt

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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_13_15_1dotb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_13_15_1dotb2.txt
new file mode 100644
index 00000000..5514f7a5
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_13_15_1dotb2.txt
@@ -0,0 +1,16 @@
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_13_15_1slimb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_13_15_1slimb2.txt
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index 00000000..8eafda36
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+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
+    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc
+altair==6.2.2 \
+    --hash=sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101
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+anthropic==0.121.0 \
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+anyio==4.14.2 \
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+anywidget==0.11.0 \
+    --hash=sha256:c574d9acc6503ad27b37a9acea48f957a8ba7c9c9876cfcb37898931c098ce9d
+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
+argcomplete==3.7.2 \
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+argon2-cffi==25.1.0 \
+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
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+    --hash=sha256:a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98
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+arrow==1.4.0 \
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+asgi-csrf==0.11 \
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+    --hash=sha256:fe386d1c2bff7259ea95929266d12a8cf9a8b5a1c2598402967d8792e7a7c094
+asn1crypto==1.5.1 \
+    --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
+ast-serialize==0.8.0 \
+    --hash=sha256:861794565b06337005c1447ef23103a3d5a627d08bdc827870d00d0b28ef5f51
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+astroid==4.0.4 \
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+asttokens==3.0.2 \
+    --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
+async-lru==2.3.0 \
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+asyncssh==2.24.0 \
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+attrs==26.1.0 \
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+authlib==1.7.2 \
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+autopep8==2.0.4 \
+    --hash=sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb
+azure-core==1.41.0 \
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+babel==2.18.0 \
+    --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
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+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
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+    --hash=sha256:93cea333fb8b2bc0d181b0de5e16df50dd344ce64828226bda07728818936782
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+    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af
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+    --hash=sha256:fd7d5094aa83943bf5f9e1a13701866b7c452eac19765380dead666e36d3711c
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+fastjsonschema==2.21.2 \
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+fastmcp-slim==3.4.7 \
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotb2.txt
new file mode 100644
index 00000000..5514f7a5
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotb2.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotfb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotfb2.txt
new file mode 100644
index 00000000..5514f7a5
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotfb2.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb2.txt
new file mode 100644
index 00000000..56b9cedc
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb2.txt
@@ -0,0 +1,1058 @@
+absl-py==2.5.0 \
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+aiofiles==25.1.0 \
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+google-auth==2.56.3 \
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+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+werkzeug==3.1.8 \
+    --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.47.0 \
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+widgetsnbextension==4.0.15 \
+    --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366
+wordcloud==1.9.6 \
+    --hash=sha256:8549f85a93626f5d03c06e63106ce228910008becd1e1f3b49693d13e33a5873
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xarray==2026.7.0 \
+    --hash=sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+xxhash==3.7.0 \
+    --hash=sha256:2a61e2a3fb23c892496d587b470dee7fa1b58b248a187719c65ea8e94ec13257
+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:5ba4f78df2bcc19f764a4b26a8a4f5049c110090ad5825993aacb052bf8003ad
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
+zstandard==0.25.0 \
+    --hash=sha256:c19bcdd826e95671065f8692b5a4aa95c52dc7a02a4c5a0cac46deb879a017a2
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimfb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimfb2.txt
new file mode 100644
index 00000000..0cc5a1c2
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimfb2.txt
@@ -0,0 +1,944 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.12.0 \
+    --hash=sha256:cfa08f8c7c63e3fa92eb4e26ef4d8a9520cf92a39281cd011821f6f16a963080
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiohttp==3.14.3 \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
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+altair==6.2.2 \
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+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101
+annotated-types==0.8.0 \
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+anthropic==0.121.0 \
+    --hash=sha256:6048713fa441e59e1cba8363171cd2a86273b25bd213e9c7ac70a523af88b011
+anyio==4.14.2 \
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+anywidget==0.11.0 \
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+appdirs==1.4.4 \
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+argcomplete==3.7.2 \
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+argon2-cffi==25.1.0 \
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+argon2-cffi-bindings==25.1.0 \
+    --hash=sha256:b55aec3565b65f56455eebc9b9f34130440404f27fe21c3b375bf1ea4d8fbae6
+array-api-compat==1.15.0 \
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+arrow==1.4.0 \
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+asn1crypto==1.5.1 \
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+baresql==1.0.0 \
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+certifi==2026.1.4 \
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+opentelemetry-semantic-conventions==0.60b1 \
+    --hash=sha256:9fa8c8b0c110da289809292b0591220d3a7b53c1526a23021e977d68597893fb
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+    --hash=sha256:c90c15a80c325c2c6e03e20c95350df5db4591d35e8e4a35a40d2f865c260193
+optuna==4.9.0 \
+    --hash=sha256:f52f3be6148654850c92a5860d398fd88ec6b2c84ab68d9c3d07dcff02e7afee
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+platformdirs==4.11.3 \
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+python-barcode==0.16.1 \
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+    --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a
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+python-lsp-black==2.0.0 \
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+python-lsp-jsonrpc==1.1.2 \
+    --hash=sha256:7339c2e9630ae98903fdaea1ace8c47fba0484983794d6aafd0bd8989be2b03c
+python-lsp-ruff==2.3.0 \
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+python-slugify==8.0.4 \
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb2.txt
new file mode 100644
index 00000000..5514f7a5
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb2.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb2.txt
new file mode 100644
index 00000000..5514f7a5
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb2.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
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+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb2.txt
new file mode 100644
index 00000000..6f01489b
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb2.txt
@@ -0,0 +1,814 @@
+absl-py==2.5.0 \
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+    --hash=sha256:a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98
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+asn1crypto==1.5.1 \
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+python-dotenv==1.2.2 \
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+    --hash=sha256:132994765cf75bf44554be9aa49b06ef2345d23661a96720262716438141b6b2
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+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
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+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb2.txt
new file mode 100644
index 00000000..141e0dca
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb2.txt
@@ -0,0 +1,742 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101
+annotated-types==0.8.0 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
+anthropic==0.121.0 \
+    --hash=sha256:6048713fa441e59e1cba8363171cd2a86273b25bd213e9c7ac70a523af88b011
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
+anywidget==0.11.0 \
+    --hash=sha256:c574d9acc6503ad27b37a9acea48f957a8ba7c9c9876cfcb37898931c098ce9d
+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
+argcomplete==3.7.2 \
+    --hash=sha256:6029205678bdd9c1c728a155f5f9ecf5812393f969eef58807641a2bc2aa5b19
+argon2-cffi==25.1.0 \
+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+argon2-cffi-bindings==26.1.0 \
+    --hash=sha256:1a0a29ed86960e44eaace7e081bdfab4f08b012fd96ec8edba71e2ad020939e4
+array-api-compat==1.15.0 \
+    --hash=sha256:7b1b9c53269061403fd5f45a8de349f16e7887653328bfa0c5f2d45299ff0a8e
+arrow==1.4.0 \
+    --hash=sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205
+asgi-csrf==0.11 \
+    --hash=sha256:03ac140115f39d4295288a9adf74fdc6ae607f6ef44abee8466520458207242b
+asgiref==3.12.1 \
+    --hash=sha256:fe386d1c2bff7259ea95929266d12a8cf9a8b5a1c2598402967d8792e7a7c094
+asn1crypto==1.5.1 \
+    --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
+ast-serialize==0.8.0 \
+    --hash=sha256:bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16
+asteval==1.0.9 \
+    --hash=sha256:60513ea5d608d27bdb0cf3785dc993a6c3adeaee45f1bded0953a09e904e461f
+astroid==4.0.4 \
+    --hash=sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753
+asttokens==3.0.2 \
+    --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+attrs==26.1.0 \
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+autopep8==2.3.2 \
+    --hash=sha256:ce8ad498672c845a0c3de2629c15b635ec2b05ef8177a6e7c91c74f3e9b51128
+azure-core==1.41.0 \
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+azure-cosmos==4.16.1 \
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+babel==2.18.0 \
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+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
+beartype==0.22.9 \
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+beautifulsoup4==4.15.0 \
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+binaryornot==0.6.0 \
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+black==26.5.1 \
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+bleach==6.4.0 \
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+blinker==1.9.0 \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+build==1.5.0 \
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+cachetools==7.1.4 \
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+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
+cffi==2.1.1 \
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+chardet==5.2.0 \
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+charset-normalizer==3.5.1 \
+    --hash=sha256:35aea775dc2bd5f54cd84a1cd2696cc3207c479cb9cf0bd346f0d343e4300ddb
+click==8.4.2 \
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+cloudpickle==3.1.2 \
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+diff-match-patch==20241021 \
+    --hash=sha256:93cea333fb8b2bc0d181b0de5e16df50dd344ce64828226bda07728818936782
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+docstring-parser==0.18.0 \
+    --hash=sha256:b3fcbed555c47d8479be0796ef7e19c2670d428d72e96da63f3a40122860374b
+docstring-to-markdown==0.17 \
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+flatbuffers==25.12.19 \
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+    --hash=sha256:5d8cea8ae1996938ec3eaf44567bbc5ef1bc900742190c439a44a704d6e1b62b
+pyuca==1.2 \
+    --hash=sha256:abaa12e1bd2c7c68ca8396ff8383bc0654a739cef3ae68fd7af58bf29af0a91e
+pyusb==1.3.1 \
+    --hash=sha256:bf9b754557af4717fe80c2b07cc2b923a9151f5c08d17bdb5345dac09d6a0430
+pyvisa==1.16.2 \
+    --hash=sha256:54f034adafd3e8d1858d57cdafec64e920444f4b84b31c9fd17487fbad0a197a
+pyviz-comms==3.0.6 \
+    --hash=sha256:4eba6238cd4a7f4add2d11879ce55411785b7d38a7c5dba42c7a0826ca53e6c2
+pywavelets==1.10.0 \
+    --hash=sha256:417a6922a8e1c881554fe2c48317122847a77098a6e75abc50e8ed45d4f616a4
+pywin32-ctypes==0.2.3 \
+    --hash=sha256:8a1513379d709975552d202d942d9837758905c8d01eb82b8bcc30918929e7b8
+qrcode==8.2 \
+    --hash=sha256:16e64e0716c14960108e85d853062c9e8bba5ca8252c0b4d0231b9df4060ff4f
+rapidfuzz==3.14.6 \
+    --hash=sha256:3d502769263318690d4f6638b08483979d1b88cdc7c6f087482eea935fde4031
+referencing==0.37.0 \
+    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231
+regex==2026.9.10 \
+    --hash=sha256:07b45ba5c94b8fcb30cb6c56a11f715c57533a3017964504322ea52690a27b72
+reportlab==5.0.0 \
+    --hash=sha256:9d5a3affa84919e1111ede580031266a570e93b1ce388219621347965ff1d93c
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0
+requests-toolbelt==1.0.0 \
+    --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
+rfc3339-validator==0.1.4 \
+    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+rfc3986==2.0.0 \
+    --hash=sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd
+rfc3986-validator==0.1.1 \
+    --hash=sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9
+rfc3987-syntax==1.1.0 \
+    --hash=sha256:6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb
+roman-numerals==4.1.0 \
+    --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
+rope==1.14.0 \
+    --hash=sha256:00a7ea8c0c376fc0b053b2f2f8ef3bfb8b50fecf1ebf3eb80e4f8bd7f1941918
+rpds-py==2026.6.3 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324
+rsa==4.9.1 \
+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762
+rtree==1.4.1 \
+    --hash=sha256:efe125f416fd27150197ab8521158662943a40f87acab8028a1aac4ad667a489
+ruff==0.16.1 \
+    --hash=sha256:09b05e8b90c2cb06ad63464350e7a45e8e44a2dfe52072ebfba6666ca8d3f596
+rx==3.2.0 \
+    --hash=sha256:922c5f4edb3aa1beaa47bf61d65d5380011ff6adcd527f26377d05cb73ed8ec8
+scikit-learn==1.9.1 \
+    --hash=sha256:ffbcbbbb44202fbe9bc64bced25a145759adb9ef010b3d37a8064958ac13df2a
+scipy==1.18.1 \
+    --hash=sha256:5632e3ae3d09197c446310cd5187de63e28448ce22f0f67b2b93d97503c0c230
+scramp==1.4.17 \
+    --hash=sha256:a4e3fd2e8169461a28a13777a166d3da94274454f0714a7d3023fee124474ac8
+scs==3.3.1 \
+    --hash=sha256:98cb9677e2e8b33ce7850ca4c3df58e4f6f89143ed11822699e63c293c53181d
+seaborn==0.13.2 \
+    --hash=sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987
+send2trash==2.1.0 \
+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+simplejson==4.1.2 \
+    --hash=sha256:93f95f6769f37f4c3763666950b23bf9b9230b60bf1d718845e92db2ebcbf32d
+simpy==4.1.2 \
+    --hash=sha256:43071f84b6512c9b4fcb33ef057f240ccb1d1f3b263f9b4f9229d072e310b372
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274
+sklearn-compat==0.1.6 \
+    --hash=sha256:b555db6c09d21eb50ee4a767dc08478a865f33f0e42b3ff8fc33f33c616bd7c1
+smmap==5.0.3 \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
+sortedcontainers==2.4.0 \
+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sounddevice==0.5.5 \
+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.14.0 \
+    --hash=sha256:299491d3499460fb1b74bb4bd78b57ffc2d243a5fafa7b6ec1b264875c78453e
+soupsieve==2.9.2 \
+    --hash=sha256:8089a26fd974ca7a1f30276d3d8492ab266ab15af581642dfe8aa162e0c1c823
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.1.1 \
+    --hash=sha256:b52fd3d58b2778aacb35a074323aac49a924a323f98ee74027e590b08d1e6f32
+sqlparse==0.6.0 \
+    --hash=sha256:b861c0288ce2fa56209a9a6412d2e066ac664b3873b89c26c9d8415e8e32996f
+squarify==0.4.4 \
+    --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
+sse-starlette==3.4.8 \
+    --hash=sha256:6e82314c786709a3cd9520f2285cf9fff90e181e598e8a357b0cf80f66afba0d
+stack-data==0.6.3 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==1.6.0 \
+    --hash=sha256:a86dd39d14bb45f85a3d18525215a9ef0cfd1f192ac793220e72598c90335f0c
+statsmodels==0.15.0 \
+    --hash=sha256:38038823fbe86f11e09433b4a0f4af5f102327c3137a1604b002ce3cf722a31f
+sympy==1.14.0 \
+    --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
+tabulate==0.10.0 \
+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
+tenacity==9.1.4 \
+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
+termcolor==3.3.0 \
+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+thefuzz==0.22.1 \
+    --hash=sha256:59729b33556850b90e1093c4cf9e618af6f2e4c985df193fdf3c5b5cf02ca481
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.14.0 \
+    --hash=sha256:561e7580f84a79859af1ef6f676968e9030fcc3fe195700b15235bca64f009c9
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.6a1 \
+    --hash=sha256:00805c21cdab5bdb1383428661261aac5182b3067bf43ff52c2142d0d71d5a90
+tqdm==4.70.0 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+traitlets==5.16.1 \
+    --hash=sha256:f775618166caa0396c8e337099240f2bd3e5e917d203b2e6fbe21a58d3cb1f6b
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3
+truststore==0.10.4 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.4 \
+    --hash=sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147
+tzdata==2026.3 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
+tzlocal==5.4.4 \
+    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
+uc-micro-py==2.0.0 \
+    --hash=sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c
+ujson==6.0.0 \
+    --hash=sha256:801ff407fda799f4ff98d960342128b065a14113eaccfc116b50092342636861
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.7.0 \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+vega-datasets==0.9.0 \
+    --hash=sha256:3d7c63917be6ca9b154b565f4779a31fedce57b01b5b9d99d8a34a7608062a1d
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+widgetsnbextension==4.0.15 \
+    --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
+wrapt==2.4.0 \
+    --hash=sha256:85ed3c67fd39e8d9a36c224758cb6f2f4eb277d07ea677930caa0008c18ec002
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xarray==2026.7.0 \
+    --hash=sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+xxhash==4.0.1 \
+    --hash=sha256:daade8936c4deaaf7b01561324ce438ba4f885d717e9adc62b4d67212ad7d7bd
+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f

From 9066d852a4bf722dd9e16270ca7fd718f2b31266 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 27 Sep 2026 17:17:34 +0200
Subject: [PATCH 092/100] 2026-04 b2 miss

---
 cycles/2026_04.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/cycles/2026_04.toml b/cycles/2026_04.toml
index 13baa159..81199887 100644
--- a/cycles/2026_04.toml
+++ b/cycles/2026_04.toml
@@ -4,7 +4,7 @@
 # is a new file rather than a copy of the workflow.
 
 cycle_dir     = "winpython/portable/cycle_2026_04"
-release_level = "b1"
+release_level = "b2"
 
 # The build publishes under "<this file's name with dashes><release level>", so
 # this cycle releases as 2026-04b1 and a respin is a release_level bump rather

From b0ccc9929b5b735be0aad0e40939e88d0cc36ffa Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 27 Sep 2026 18:17:49 +0200
Subject: [PATCH 093/100] Refuse to overwrite a published release

A forgotten release_level bump lands the build on the previous
release and clobbers its files. Stop in the draft job unless
overwrite_published is ticked. Drafts are unaffected.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 .github/workflows/build_winpython_cycle.yml | 19 +++++++++++++++++--
 1 file changed, 17 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build_winpython_cycle.yml b/.github/workflows/build_winpython_cycle.yml
index de657cb8..cf084327 100644
--- a/.github/workflows/build_winpython_cycle.yml
+++ b/.github/workflows/build_winpython_cycle.yml
@@ -34,6 +34,11 @@ on:
         required: false
         default: true
         type: boolean
+      overwrite_published:
+        description: 'Tick ONLY to replace the files of an already-published release; normally a release_level bump is what you want'
+        required: false
+        default: false
+        type: boolean
 
 permissions: {}
 
@@ -81,10 +86,20 @@ jobs:
           TAG: ${{ needs.config.outputs.release_tag }}
           TITLE: ${{ needs.config.outputs.release_title }}
           CYCLE: ${{ inputs.cycle }}
+          OVERWRITE: ${{ inputs.overwrite_published }}
         run: |
           if gh release view "$TAG" >/dev/null 2>&1; then
-            # re-running one missing flavor is normal; say which release its files
-            # land on, and leave the title alone in case it was edited by hand
+            # Adding a missing flavor to a draft is the normal path. Landing on
+            # a release that is already published is almost always a forgotten
+            # release_level bump, and the upload replaces files people have
+            # downloaded -- so stop here, before an hour of build time.
+            published=$(gh release view "$TAG" --json isDraft --jq '.isDraft | not')
+            if [ "$published" = "true" ] && [ "$OVERWRITE" != "true" ]; then
+              echo "::error::$TAG is already published. Bump release_level in cycles/$CYCLE.toml, or re-dispatch with overwrite_published ticked to replace its files."
+              exit 1
+            fi
+            # say which release the files land on, and leave the title alone in
+            # case it was edited by hand
             state=$(gh release view "$TAG" --json isDraft --jq 'if .isDraft then "still a draft" else "ALREADY PUBLISHED" end')
             echo "release $TAG exists ($state); this run adds its files to it"
           else

From 4987ee4a63a32c178373277ab571f04f66756368 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Sun, 27 Sep 2026 16:52:17 +0000
Subject: [PATCH 094/100] Changelogs for WinPython 2026-04 b2 of September 27th
 2026

---
 changelogs/WinPythondot-64bit-3.13.15.1b2.md  |   34 +
 changelogs/WinPythondot-64bit-3.14.7.1b2.md   |   34 +
 changelogs/WinPythondot-64bit-3.15.0.5b2.md   |   34 +
 changelogs/WinPythondotf-64bit-3.14.7.1b2.md  |   34 +
 changelogs/WinPythondotf-64bit-3.15.0.5b2.md  |   34 +
 changelogs/WinPythonslim-64bit-3.13.15.1b2.md |  555 ++
 changelogs/WinPythonslim-64bit-3.14.7.1b2.md  |  556 ++
 changelogs/WinPythonslim-64bit-3.15.0.5b2.md  |  434 ++
 changelogs/WinPythonslimf-64bit-3.14.7.1b2.md |  499 ++
 changelogs/WinPythonslimf-64bit-3.15.0.5b2.md |  398 ++
 changelogs/pylock.64-3_13_15_1dotb2.toml      |   90 +
 changelogs/pylock.64-3_13_15_1slimb2.toml     | 5810 ++++++++++++++++
 changelogs/pylock.64-3_14_7_1dotb2.toml       |   90 +
 changelogs/pylock.64-3_14_7_1dotfb2.toml      |   90 +
 changelogs/pylock.64-3_14_7_1slimb2.toml      | 5821 +++++++++++++++++
 changelogs/pylock.64-3_14_7_1slimfb2.toml     | 5194 +++++++++++++++
 changelogs/pylock.64-3_15_0_5dotb2.toml       |   90 +
 changelogs/pylock.64-3_15_0_5dotfb2.toml      |   90 +
 changelogs/pylock.64-3_15_0_5slimb2.toml      | 4479 +++++++++++++
 changelogs/pylock.64-3_15_0_5slimfb2.toml     | 4083 ++++++++++++
 changelogs/requir.64-3_13_15_1dotb2.txt       |   16 +
 changelogs/requir.64-3_13_15_1slimb2.txt      | 1056 +++
 changelogs/requir.64-3_14_7_1dotb2.txt        |   16 +
 changelogs/requir.64-3_14_7_1dotfb2.txt       |   16 +
 changelogs/requir.64-3_14_7_1slimb2.txt       | 1058 +++
 changelogs/requir.64-3_14_7_1slimfb2.txt      |  944 +++
 changelogs/requir.64-3_15_0_5dotb2.txt        |   16 +
 changelogs/requir.64-3_15_0_5dotfb2.txt       |   16 +
 changelogs/requir.64-3_15_0_5slimb2.txt       |  814 +++
 changelogs/requir.64-3_15_0_5slimfb2.txt      |  742 +++
 30 files changed, 33143 insertions(+)
 create mode 100644 changelogs/WinPythondot-64bit-3.13.15.1b2.md
 create mode 100644 changelogs/WinPythondot-64bit-3.14.7.1b2.md
 create mode 100644 changelogs/WinPythondot-64bit-3.15.0.5b2.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.14.7.1b2.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.15.0.5b2.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.13.15.1b2.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.14.7.1b2.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.15.0.5b2.md
 create mode 100644 changelogs/WinPythonslimf-64bit-3.14.7.1b2.md
 create mode 100644 changelogs/WinPythonslimf-64bit-3.15.0.5b2.md
 create mode 100644 changelogs/pylock.64-3_13_15_1dotb2.toml
 create mode 100644 changelogs/pylock.64-3_13_15_1slimb2.toml
 create mode 100644 changelogs/pylock.64-3_14_7_1dotb2.toml
 create mode 100644 changelogs/pylock.64-3_14_7_1dotfb2.toml
 create mode 100644 changelogs/pylock.64-3_14_7_1slimb2.toml
 create mode 100644 changelogs/pylock.64-3_14_7_1slimfb2.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5dotb2.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5dotfb2.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5slimb2.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5slimfb2.toml
 create mode 100644 changelogs/requir.64-3_13_15_1dotb2.txt
 create mode 100644 changelogs/requir.64-3_13_15_1slimb2.txt
 create mode 100644 changelogs/requir.64-3_14_7_1dotb2.txt
 create mode 100644 changelogs/requir.64-3_14_7_1dotfb2.txt
 create mode 100644 changelogs/requir.64-3_14_7_1slimb2.txt
 create mode 100644 changelogs/requir.64-3_14_7_1slimfb2.txt
 create mode 100644 changelogs/requir.64-3_15_0_5dotb2.txt
 create mode 100644 changelogs/requir.64-3_15_0_5dotfb2.txt
 create mode 100644 changelogs/requir.64-3_15_0_5slimb2.txt
 create mode 100644 changelogs/requir.64-3_15_0_5slimfb2.txt

diff --git a/changelogs/WinPythondot-64bit-3.13.15.1b2.md b/changelogs/WinPythondot-64bit-3.13.15.1b2.md
new file mode 100644
index 00000000..9d980a22
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.13.15.1b2.md
@@ -0,0 +1,34 @@
+## WinPython 3.13.15.1dot
+
+The following packages are included in WinPython-64bit v3.13.15.1dot b2.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.13.15 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.14.7.1b2.md b/changelogs/WinPythondot-64bit-3.14.7.1b2.md
new file mode 100644
index 00000000..335644c7
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.14.7.1b2.md
@@ -0,0 +1,34 @@
+## WinPython 3.14.7.1dot
+
+The following packages are included in WinPython-64bit v3.14.7.1dot b2.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.15.0.5b2.md b/changelogs/WinPythondot-64bit-3.15.0.5b2.md
new file mode 100644
index 00000000..d18e01c3
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.15.0.5b2.md
@@ -0,0 +1,34 @@
+## WinPython 3.15.0.5dot
+
+The following packages are included in WinPython-64bit v3.15.0.5dot b2.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondotf-64bit-3.14.7.1b2.md b/changelogs/WinPythondotf-64bit-3.14.7.1b2.md
new file mode 100644
index 00000000..b1c14428
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.14.7.1b2.md
@@ -0,0 +1,34 @@
+## WinPython 3.14.7.1dotf
+
+The following packages are included in WinPython-64bit v3.14.7.1dotf b2.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondotf-64bit-3.15.0.5b2.md b/changelogs/WinPythondotf-64bit-3.15.0.5b2.md
new file mode 100644
index 00000000..da74f466
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.15.0.5b2.md
@@ -0,0 +1,34 @@
+## WinPython 3.15.0.5dotf
+
+The following packages are included in WinPython-64bit v3.15.0.5dotf b2.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.13.15.1b2.md b/changelogs/WinPythonslim-64bit-3.13.15.1b2.md
new file mode 100644
index 00000000..2353be05
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.13.15.1b2.md
@@ -0,0 +1,555 @@
+## WinPython 3.13.15.1slim
+
+The following packages are included in WinPython-64bit v3.13.15.1slim b2.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.13.15 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.12.0 | A generic entrypoint for ADBC drivers.
+[aiofile](https://pypi.org/project/aiofile) | 3.11.1 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 0.121.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.9.25 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.4.3 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[cohere](https://pypi.org/project/cohere) | 7.0.8 | 
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
+[cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.5 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[duckdb](https://pypi.org/project/duckdb) | 1.5.5 | DuckDB in-process database
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.12.2 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[guidata](https://pypi.org/project/guidata) | 3.15.1 | Automatic GUI generation for easy dataset editing and display
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 1.2.1 | 
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.21.1 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.3 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[langchain](https://pypi.org/project/langchain) | 1.3.15 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.5.5 | Building applications with LLMs through composability
+[langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
+[langgraph](https://pypi.org/project/langgraph) | 1.2.11 | Building stateful, multi-actor applications with LLMs
+[langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.1.1 | Library with base interfaces for LangGraph checkpoint savers.
+[langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
+[langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.2 | SDK for interacting with LangGraph API
+[langsmith](https://pypi.org/project/langsmith) | 0.11.0 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[magika](https://pypi.org/project/magika) | 0.6.2 | A tool to determine the content type of a file with deep learning
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[markitdown](https://pypi.org/project/markitdown) | 0.1.7 | Utility tool for converting various files to Markdown
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[mssql-python](https://pypi.org/project/mssql-python) | 1.13.0 | A Python library for interacting with Microsoft SQL Server
+[mssql-python-odbc](https://pypi.org/project/mssql-python-odbc) | 18.6.2.1 | Internal implementation package for mssql-python: Microsoft ODBC Driver 18 for SQL Server binaries. Not intended for direct use.
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.2 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
+[onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[orjson](https://pypi.org/project/orjson) | 3.11.8 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.3 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.2 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[plotpy](https://pypi.org/project/plotpy) | 2.11.0 | Curve and image plotting tools for Python/Qt applications
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.43.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.43.2 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.12 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.13.0 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.16.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.17.1 | The sip module support for PyQt5
+[pyqtgraph](https://pypi.org/project/pyqtgraph) | 0.14.0 | Scientific Graphics and GUI Library for Python
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pythonqwt](https://pypi.org/project/pythonqwt) | 0.16.3 | Qt plotting widgets for Python
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sparsediffpy](https://pypi.org/project/sparsediffpy) | 0.3.0 | Python bindings for SparseDiffEngine algorithmic differentiation
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder](https://pypi.org/project/spyder) | 6.1.6 | The Scientific Python Development Environment
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.5 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.14.6 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.60.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[superqt](https://pypi.org/project/superqt) | 0.8.2 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[tokenizers](https://pypi.org/project/tokenizers) | 0.23.1 | 
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+[zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.14.7.1b2.md b/changelogs/WinPythonslim-64bit-3.14.7.1b2.md
new file mode 100644
index 00000000..209a3d39
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.14.7.1b2.md
@@ -0,0 +1,556 @@
+## WinPython 3.14.7.1slim
+
+The following packages are included in WinPython-64bit v3.14.7.1slim b2.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.12.0 | A generic entrypoint for ADBC drivers.
+[aiofile](https://pypi.org/project/aiofile) | 3.11.1 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 0.121.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.9.25 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.4.3 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[cohere](https://pypi.org/project/cohere) | 7.0.8 | 
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
+[cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.5 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[duckdb](https://pypi.org/project/duckdb) | 1.5.5 | DuckDB in-process database
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.12.2 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[guidata](https://pypi.org/project/guidata) | 3.15.1 | Automatic GUI generation for easy dataset editing and display
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 1.2.1 | 
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.21.1 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.3 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[langchain](https://pypi.org/project/langchain) | 1.3.15 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.5.5 | Building applications with LLMs through composability
+[langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
+[langgraph](https://pypi.org/project/langgraph) | 1.2.11 | Building stateful, multi-actor applications with LLMs
+[langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.1.1 | Library with base interfaces for LangGraph checkpoint savers.
+[langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
+[langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.2 | SDK for interacting with LangGraph API
+[langsmith](https://pypi.org/project/langsmith) | 0.11.0 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[magika](https://pypi.org/project/magika) | 0.6.2 | A tool to determine the content type of a file with deep learning
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[markitdown](https://pypi.org/project/markitdown) | 0.1.7 | Utility tool for converting various files to Markdown
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[mssql-python](https://pypi.org/project/mssql-python) | 1.13.0 | A Python library for interacting with Microsoft SQL Server
+[mssql-python-odbc](https://pypi.org/project/mssql-python-odbc) | 18.6.2.1 | Internal implementation package for mssql-python: Microsoft ODBC Driver 18 for SQL Server binaries. Not intended for direct use.
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.2 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
+[onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[orjson](https://pypi.org/project/orjson) | 3.11.8 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.3 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.2 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[plotpy](https://pypi.org/project/plotpy) | 2.11.0 | Curve and image plotting tools for Python/Qt applications
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.43.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.43.2 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.12 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.13.0 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.16.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.17.1 | The sip module support for PyQt5
+[pyqtgraph](https://pypi.org/project/pyqtgraph) | 0.14.0 | Scientific Graphics and GUI Library for Python
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pythonqwt](https://pypi.org/project/pythonqwt) | 0.16.3 | Qt plotting widgets for Python
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sparsediffpy](https://pypi.org/project/sparsediffpy) | 0.3.0 | Python bindings for SparseDiffEngine algorithmic differentiation
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder](https://pypi.org/project/spyder) | 6.1.6 | The Scientific Python Development Environment
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.5 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.14.6 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.60.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[superqt](https://pypi.org/project/superqt) | 0.8.2 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[tokenizers](https://pypi.org/project/tokenizers) | 0.23.1 | 
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+[zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.15.0.5b2.md b/changelogs/WinPythonslim-64bit-3.15.0.5b2.md
new file mode 100644
index 00000000..21bd4730
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.15.0.5b2.md
@@ -0,0 +1,434 @@
+## WinPython 3.15.0.5slim
+
+The following packages are included in WinPython-64bit v3.15.0.5slim b2.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[autopep8](https://pypi.org/project/autopep8) | 2.3.2 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 5.2.0 | Universal encoding detector for Python 3
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.4 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.4.0 | Python library for calculating contours of 2D quadrilateral grids
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.3.0 | The Cython compiler for writing C extensions in the Python language.
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.3.0 | the modular source code checker: pep8 pyflakes and co
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[fonttools](https://pypi.org/project/fonttools) | 4.65.0 | Tools to manipulate font files
+[formulaic](https://pypi.org/project/formulaic) | 1.2.2 | An implementation of Wilkinson formulas.
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[interface-meta](https://pypi.org/project/interface-meta) | 2.0.1 | `interface_meta` provides a convenient way to expose an extensible API with enforced method signatures and consistent documentation.
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 7.2.0 | IPython Kernel for Jupyter
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 0.8.7 | a library for doing approximate and phonetic matching of strings.
+[jiter](https://pypi.org/project/jiter) | 0.17.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.1 | A fast implementation of the Cassowary constraint solver
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.50.0rc3 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.3 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.2 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.6.0 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[numba](https://pypi.org/project/numba) | 0.68.0rc1 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.62b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.20.0 | Optimized PyTree Utilities.
+[orjson](https://pypi.org/project/orjson) | 3.12.0 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.6 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.43.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.43.2 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.13 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.14.0 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.14.0b2 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.49.0 | Core functionality for Pydantic validation and serialization
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.4.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.13.0 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.16.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.10.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.6 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.9.10 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.1 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.3.1 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.15.0 | Statistical computations and models for Python
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.14.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 6.0.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wrapt](https://pypi.org/project/wrapt) | 2.4.0 | Module for decorators, wrappers and monkey patching.
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 4.0.1 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslimf-64bit-3.14.7.1b2.md b/changelogs/WinPythonslimf-64bit-3.14.7.1b2.md
new file mode 100644
index 00000000..7902cd91
--- /dev/null
+++ b/changelogs/WinPythonslimf-64bit-3.14.7.1b2.md
@@ -0,0 +1,499 @@
+## WinPython 3.14.7.1slimf
+
+The following packages are included in WinPython-64bit v3.14.7.1slimf b2.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.14.7 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.12.0 | A generic entrypoint for ADBC drivers.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 0.121.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.5 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.14.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.21.1 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.3 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistralai](https://pypi.org/project/mistralai) | 2.8.0 | Python Client SDK for the Mistral AI API.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.2 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.39.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.60b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.3 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.2 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[pyarrow](https://pypi.org/project/pyarrow) | 24.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.13.0 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.0.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.16.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.1.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.5 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[streamlit](https://pypi.org/project/streamlit) | 1.60.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 16.1.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslimf-64bit-3.15.0.5b2.md b/changelogs/WinPythonslimf-64bit-3.15.0.5b2.md
new file mode 100644
index 00000000..fd26f139
--- /dev/null
+++ b/changelogs/WinPythonslimf-64bit-3.15.0.5b2.md
@@ -0,0 +1,398 @@
+## WinPython 3.15.0.5slimf
+
+The following packages are included in WinPython-64bit v3.15.0.5slimf b2.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 0.121.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 26.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[autopep8](https://pypi.org/project/autopep8) | 2.3.2 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 5.2.0 | Universal encoding detector for Python 3
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.5.1 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.4.0 | Python library for calculating contours of 2D quadrilateral grids
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.3.0 | The Cython compiler for writing C extensions in the Python language.
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.21.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.3.0 | the modular source code checker: pep8 pyflakes and co
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[fonttools](https://pypi.org/project/fonttools) | 4.65.0 | Tools to manipulate font files
+[formulaic](https://pypi.org/project/formulaic) | 1.2.2 | An implementation of Wilkinson formulas.
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.4.1 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[interface-meta](https://pypi.org/project/interface-meta) | 2.0.1 | `interface_meta` provides a convenient way to expose an extensible API with enforced method signatures and consistent documentation.
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.12.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 0.8.7 | a library for doing approximate and phonetic matching of strings.
+[jiter](https://pypi.org/project/jiter) | 0.17.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.16 | Jupyter interactive widgets for JupyterLab
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.1 | A fast implementation of the Cassowary constraint solver
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.3 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.2 | Convert HTML to markdown.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.2 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.6.0 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.62b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.20.0 | Optimized PyTree Utilities.
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.6 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.52 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.14.0 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.14.0b2 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.49.0 | Core functionality for Pydantic validation and serialization
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.4.0 | passive checker of Python programs
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.13.0 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.16.2 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.1.0 | JSON Log Formatter for the Python Logging Package
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.10.0 | PyWavelets, wavelet transform module
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.6 | rapid fuzzy string matching
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.9.10 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.1 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.3.1 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.1.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.15.0 | Statistical computations and models for Python
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.14.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.6a1 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 6.0.0 | Ultra fast JSON encoder and decoder for Python
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.7.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.47.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.15 | Jupyter interactive widgets for Jupyter Notebook
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wrapt](https://pypi.org/project/wrapt) | 2.4.0 | Module for decorators, wrappers and monkey patching.
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 4.0.1 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/pylock.64-3_13_15_1dotb2.toml b/changelogs/pylock.64-3_13_15_1dotb2.toml
new file mode 100644
index 00000000..eb30b32c
--- /dev/null
+++ b/changelogs/pylock.64-3_13_15_1dotb2.toml
@@ -0,0 +1,90 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
+name = "build"
+version = "1.5.0"
+
+[[packages.wheels]]
+name = "build-1.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/0d/fe/6bea5c9162869c5beba5d9c8abbed835ec85bf1ec1fba05a3822325c45f3/build-1.5.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f"
+
+[[packages]]
+name = "colorama"
+version = "0.4.6"
+
+[[packages.wheels]]
+name = "colorama-0.4.6-py2.py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
+
+[[packages]]
+name = "packaging"
+version = "26.2"
+
+[[packages.wheels]]
+name = "packaging-26.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e"
+
+[[packages]]
+name = "pyproject-hooks"
+version = "1.2.0"
+
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new file mode 100644
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--- /dev/null
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diff --git a/changelogs/requir.64-3_13_15_1slimb2.txt b/changelogs/requir.64-3_13_15_1slimb2.txt
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diff --git a/changelogs/requir.64-3_14_7_1dotb2.txt b/changelogs/requir.64-3_14_7_1dotb2.txt
new file mode 100644
index 00000000..5514f7a5
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_1dotb2.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/changelogs/requir.64-3_14_7_1dotfb2.txt b/changelogs/requir.64-3_14_7_1dotfb2.txt
new file mode 100644
index 00000000..5514f7a5
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_1dotfb2.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
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+sqlite-bro==1.3.2 \
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+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.13.20260913 \
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diff --git a/changelogs/requir.64-3_14_7_1slimb2.txt b/changelogs/requir.64-3_14_7_1slimb2.txt
new file mode 100644
index 00000000..56b9cedc
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_1slimb2.txt
@@ -0,0 +1,1058 @@
+absl-py==2.5.0 \
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+astroid==4.0.4 \
+    --hash=sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753
+asttokens==3.0.2 \
+    --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+asyncssh==2.24.0 \
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+attrs==26.1.0 \
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+authlib==1.7.2 \
+    --hash=sha256:3e1faedc9d87e7d56a164eca3ccb6ace0d61b94abe83e92242f8dc8bba9b4a9f
+autopep8==2.0.4 \
+    --hash=sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d
+azure-cosmos==4.16.1 \
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+azure-identity==1.25.3 \
+    --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
+babel==2.18.0 \
+    --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
+bcrypt==5.0.0 \
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+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
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+bokeh==3.9.1 \
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+cachetools==7.1.4 \
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+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
+cffi==2.1.1 \
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+charset-normalizer==3.4.7 \
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+cloudpickle==3.1.2 \
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+fastmcp-slim==3.4.7 \
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+google-auth==2.56.3 \
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+setuptools==83.0.0 \
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diff --git a/changelogs/requir.64-3_14_7_1slimfb2.txt b/changelogs/requir.64-3_14_7_1slimfb2.txt
new file mode 100644
index 00000000..0cc5a1c2
--- /dev/null
+++ b/changelogs/requir.64-3_14_7_1slimfb2.txt
@@ -0,0 +1,944 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
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+aiofiles==25.1.0 \
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+aiohttp==3.14.3 \
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+asn1crypto==1.5.1 \
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+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+thefuzz==0.22.1 \
+    --hash=sha256:59729b33556850b90e1093c4cf9e618af6f2e4c985df193fdf3c5b5cf02ca481
+threadpoolctl==3.6.0 \
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+three-merge==0.1.1 \
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+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.12.0 \
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+tinycss2==1.5.1 \
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+toml==0.10.2 \
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+tomli-w==1.2.0 \
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+tomlkit==0.15.1 \
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+toolz==1.1.0 \
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+tornado==6.5.10 \
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+tqdm==4.70.0 \
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+traittypes==0.2.3 \
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+uc-micro-py==2.0.0 \
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+watchdog==6.0.0 \
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+yarl==1.24.5 \
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+yt-dlp==2026.7.4 \
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+zipp==4.1.0 \
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diff --git a/changelogs/requir.64-3_15_0_5dotb2.txt b/changelogs/requir.64-3_15_0_5dotb2.txt
new file mode 100644
index 00000000..5514f7a5
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5dotb2.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/changelogs/requir.64-3_15_0_5dotfb2.txt b/changelogs/requir.64-3_15_0_5dotfb2.txt
new file mode 100644
index 00000000..5514f7a5
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5dotfb2.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
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+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
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+wheel==0.47.0 \
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+wppm==17.13.20260913 \
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diff --git a/changelogs/requir.64-3_15_0_5slimb2.txt b/changelogs/requir.64-3_15_0_5slimb2.txt
new file mode 100644
index 00000000..6f01489b
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5slimb2.txt
@@ -0,0 +1,814 @@
+absl-py==2.5.0 \
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+alabaster==1.0.0 \
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+ml-dtypes==0.6.0 \
+    --hash=sha256:488c99ab181a2f59d9ec3b12c5fa11ec904e92be2c4ba18cded54dd7501208fe
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+    --hash=sha256:aaed31c1a434a846502f922f86766205c3f9d43642fa73782b1b5a5136de0573
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+    --hash=sha256:4b65538ae22f6fed0ce4874efd317463a7489796a0939fa66824dd542125a192
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+msal-extensions==1.3.1 \
+    --hash=sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca
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+mysql-connector-python==26.7.0 \
+    --hash=sha256:43ee453b53556f690e4f4b795d3f17a1c6d4b45f729657bb0d999c8dfc9261d5
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+nest-asyncio==1.6.0 \
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+networkx==3.6.1 \
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+opencv-python==5.0.0.93 \
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+    --hash=sha256:52cfdb1fed3a34362dbc0bd96f2e761a66fd5724d6901629f5a558f1f3bd9849
+scipy==1.18.1 \
+    --hash=sha256:92c14f5bdbfb6216315ce33e78080474082de8b3830122ba97809bfbe65f75c0
+scramp==1.4.17 \
+    --hash=sha256:a4e3fd2e8169461a28a13777a166d3da94274454f0714a7d3023fee124474ac8
+scs==3.3.1 \
+    --hash=sha256:cc8479a3c31394d4ca453007b9c13222bf5a270e28cb675661579b2357fa8ef6
+seaborn==0.13.2 \
+    --hash=sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987
+send2trash==2.1.0 \
+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+simplejson==4.1.2 \
+    --hash=sha256:93f95f6769f37f4c3763666950b23bf9b9230b60bf1d718845e92db2ebcbf32d
+simpy==4.1.2 \
+    --hash=sha256:43071f84b6512c9b4fcb33ef057f240ccb1d1f3b263f9b4f9229d072e310b372
+six==1.17.0 \
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+sklearn-compat==0.1.6 \
+    --hash=sha256:b555db6c09d21eb50ee4a767dc08478a865f33f0e42b3ff8fc33f33c616bd7c1
+smmap==5.0.3 \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
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+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
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+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
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+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.14.0 \
+    --hash=sha256:299491d3499460fb1b74bb4bd78b57ffc2d243a5fafa7b6ec1b264875c78453e
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+    --hash=sha256:8089a26fd974ca7a1f30276d3d8492ab266ab15af581642dfe8aa162e0c1c823
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
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+sqlite-fts4==1.0.3 \
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+sqlite-utils==4.1.1 \
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+sse-starlette==3.4.8 \
+    --hash=sha256:6e82314c786709a3cd9520f2285cf9fff90e181e598e8a357b0cf80f66afba0d
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+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
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+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
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+thefuzz==0.22.1 \
+    --hash=sha256:59729b33556850b90e1093c4cf9e618af6f2e4c985df193fdf3c5b5cf02ca481
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+three-merge==0.1.1 \
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+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.14.0 \
+    --hash=sha256:1b6e4adcfd285c44502aed51df98aaaca4f0fea028165dbf8a9e857b9f98d8ea
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
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+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304
+toolz==1.1.0 \
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+tornado==6.5.10 \
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+traittypes==0.2.3 \
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+watchdog==6.0.0 \
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+websockets==15.0.1 \
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+whatthepatch==1.0.7 \
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+xxhash==4.0.1 \
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+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
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+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
diff --git a/changelogs/requir.64-3_15_0_5slimfb2.txt b/changelogs/requir.64-3_15_0_5slimfb2.txt
new file mode 100644
index 00000000..141e0dca
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5slimfb2.txt
@@ -0,0 +1,742 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiosignal==1.4.0 \
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+aiosqlite==0.22.1 \
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+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101
+annotated-types==0.8.0 \
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+anthropic==0.121.0 \
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+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
+anywidget==0.11.0 \
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+appdirs==1.4.4 \
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+argcomplete==3.7.2 \
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+argon2-cffi==25.1.0 \
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+argon2-cffi-bindings==26.1.0 \
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+asgi-csrf==0.11 \
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+asn1crypto==1.5.1 \
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+astroid==4.0.4 \
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+azure-core==1.41.0 \
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+binaryornot==0.6.0 \
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+cachetools==7.1.4 \
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+certifi==2026.1.4 \
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+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.1.1 \
+    --hash=sha256:b52fd3d58b2778aacb35a074323aac49a924a323f98ee74027e590b08d1e6f32
+sqlparse==0.6.0 \
+    --hash=sha256:b861c0288ce2fa56209a9a6412d2e066ac664b3873b89c26c9d8415e8e32996f
+squarify==0.4.4 \
+    --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
+sse-starlette==3.4.8 \
+    --hash=sha256:6e82314c786709a3cd9520f2285cf9fff90e181e598e8a357b0cf80f66afba0d
+stack-data==0.6.3 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==1.6.0 \
+    --hash=sha256:a86dd39d14bb45f85a3d18525215a9ef0cfd1f192ac793220e72598c90335f0c
+statsmodels==0.15.0 \
+    --hash=sha256:38038823fbe86f11e09433b4a0f4af5f102327c3137a1604b002ce3cf722a31f
+sympy==1.14.0 \
+    --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
+tabulate==0.10.0 \
+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
+tenacity==9.1.4 \
+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
+termcolor==3.3.0 \
+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+thefuzz==0.22.1 \
+    --hash=sha256:59729b33556850b90e1093c4cf9e618af6f2e4c985df193fdf3c5b5cf02ca481
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.14.0 \
+    --hash=sha256:561e7580f84a79859af1ef6f676968e9030fcc3fe195700b15235bca64f009c9
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.6a1 \
+    --hash=sha256:00805c21cdab5bdb1383428661261aac5182b3067bf43ff52c2142d0d71d5a90
+tqdm==4.70.0 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+traitlets==5.16.1 \
+    --hash=sha256:f775618166caa0396c8e337099240f2bd3e5e917d203b2e6fbe21a58d3cb1f6b
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3
+truststore==0.10.4 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.4 \
+    --hash=sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147
+tzdata==2026.3 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
+tzlocal==5.4.4 \
+    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
+uc-micro-py==2.0.0 \
+    --hash=sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c
+ujson==6.0.0 \
+    --hash=sha256:801ff407fda799f4ff98d960342128b065a14113eaccfc116b50092342636861
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.7.0 \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+vega-datasets==0.9.0 \
+    --hash=sha256:3d7c63917be6ca9b154b565f4779a31fedce57b01b5b9d99d8a34a7608062a1d
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced
+widgetsnbextension==4.0.15 \
+    --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
+wrapt==2.4.0 \
+    --hash=sha256:85ed3c67fd39e8d9a36c224758cb6f2f4eb277d07ea677930caa0008c18ec002
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xarray==2026.7.0 \
+    --hash=sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+xxhash==4.0.1 \
+    --hash=sha256:daade8936c4deaaf7b01561324ce438ba4f885d717e9adc62b4d67212ad7d7bd
+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f

From 3424a67431d248d4c05ae1f111b513548857528e Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 4 Oct 2026 14:29:37 +0200
Subject: [PATCH 095/100] WinPython 2026-04 b3

python latest security fixes, python 3.15 slim reaching 82% (4% more than b2)
---
 cycles/2026_04.toml                           |   28 +-
 ...tb2.toml => pylock.64-3_13_16_0dotb2.toml} |    0
 .../pylock.64-3_13_16_0dotb3.toml             |   90 +
 ...b2.toml => pylock.64-3_13_16_0slimb2.toml} |    0
 .../pylock.64-3_13_16_0slimb3.toml            | 5777 ++++++++++++++++
 ...otb2.toml => pylock.64-3_14_8_0dotb2.toml} |    0
 .../pylock.64-3_14_8_0dotb3.toml              |   90 +
 ...fb2.toml => pylock.64-3_14_8_0dotfb2.toml} |    0
 .../pylock.64-3_14_8_0dotfb3.toml             |   90 +
 ...mb2.toml => pylock.64-3_14_8_0slimb2.toml} |    0
 .../pylock.64-3_14_8_0slimb3.toml             | 5788 +++++++++++++++++
 ...b2.toml => pylock.64-3_14_8_0slimfb2.toml} |    0
 .../pylock.64-3_14_8_0slimfb3.toml            | 5194 +++++++++++++++
 .../pylock.64-3_15_0_5dotb3.toml              |   90 +
 .../pylock.64-3_15_0_5dotfb3.toml             |   90 +
 .../pylock.64-3_15_0_5slimb3.toml             | 4710 ++++++++++++++
 .../pylock.64-3_15_0_5slimfb3.toml            | 4281 ++++++++++++
 ...dotb2.txt => requir.64-3_13_16_0dotb2.txt} |    0
 .../requir.64-3_13_16_0dotb3.txt              |   16 +
 ...imb2.txt => requir.64-3_13_16_0slimb2.txt} |    0
 .../requir.64-3_13_16_0slimb3.txt             | 1050 +++
 ...1dotb2.txt => requir.64-3_14_8_0dotb2.txt} |    0
 .../cycle_2026_04/requir.64-3_14_8_0dotb3.txt |   16 +
 ...otfb2.txt => requir.64-3_14_8_0dotfb2.txt} |    0
 .../requir.64-3_14_8_0dotfb3.txt              |   16 +
 ...limb2.txt => requir.64-3_14_8_0slimb2.txt} |    0
 .../requir.64-3_14_8_0slimb3.txt              | 1052 +++
 ...mfb2.txt => requir.64-3_14_8_0slimfb2.txt} |    0
 .../requir.64-3_14_8_0slimfb3.txt             |  944 +++
 .../cycle_2026_04/requir.64-3_15_0_5dotb3.txt |   16 +
 .../requir.64-3_15_0_5dotfb3.txt              |   16 +
 .../requir.64-3_15_0_5slimb3.txt              |  856 +++
 .../requir.64-3_15_0_5slimfb3.txt             |  778 +++
 33 files changed, 30974 insertions(+), 14 deletions(-)
 rename winpython/portable/cycle_2026_04/{pylock.64-3_13_15_1dotb2.toml => pylock.64-3_13_16_0dotb2.toml} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_13_16_0dotb3.toml
 rename winpython/portable/cycle_2026_04/{pylock.64-3_13_15_1slimb2.toml => pylock.64-3_13_16_0slimb2.toml} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_13_16_0slimb3.toml
 rename winpython/portable/cycle_2026_04/{pylock.64-3_14_7_1dotb2.toml => pylock.64-3_14_8_0dotb2.toml} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_8_0dotb3.toml
 rename winpython/portable/cycle_2026_04/{pylock.64-3_14_7_1dotfb2.toml => pylock.64-3_14_8_0dotfb2.toml} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_8_0dotfb3.toml
 rename winpython/portable/cycle_2026_04/{pylock.64-3_14_7_1slimb2.toml => pylock.64-3_14_8_0slimb2.toml} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_8_0slimb3.toml
 rename winpython/portable/cycle_2026_04/{pylock.64-3_14_7_1slimfb2.toml => pylock.64-3_14_8_0slimfb2.toml} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_8_0slimfb3.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5dotb3.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5dotfb3.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimb3.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimfb3.toml
 rename winpython/portable/cycle_2026_04/{requir.64-3_13_15_1dotb2.txt => requir.64-3_13_16_0dotb2.txt} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_13_16_0dotb3.txt
 rename winpython/portable/cycle_2026_04/{requir.64-3_13_15_1slimb2.txt => requir.64-3_13_16_0slimb2.txt} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_13_16_0slimb3.txt
 rename winpython/portable/cycle_2026_04/{requir.64-3_14_7_1dotb2.txt => requir.64-3_14_8_0dotb2.txt} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotb3.txt
 rename winpython/portable/cycle_2026_04/{requir.64-3_14_7_1dotfb2.txt => requir.64-3_14_8_0dotfb2.txt} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotfb3.txt
 rename winpython/portable/cycle_2026_04/{requir.64-3_14_7_1slimb2.txt => requir.64-3_14_8_0slimb2.txt} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimb3.txt
 rename winpython/portable/cycle_2026_04/{requir.64-3_14_7_1slimfb2.txt => requir.64-3_14_8_0slimfb2.txt} (100%)
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimfb3.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb3.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb3.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb3.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb3.txt

diff --git a/cycles/2026_04.toml b/cycles/2026_04.toml
index 81199887..bc5b966d 100644
--- a/cycles/2026_04.toml
+++ b/cycles/2026_04.toml
@@ -4,7 +4,7 @@
 # is a new file rather than a copy of the workflow.
 
 cycle_dir     = "winpython/portable/cycle_2026_04"
-release_level = "b2"
+release_level = "b3"
 
 # The build publishes under "<this file's name with dashes><release level>", so
 # this cycle releases as 2026-04b1 and a respin is a release_level bump rather
@@ -18,29 +18,29 @@ sha256 = "11eb6dbe5286c9e5edb0cca4412e7d99ec6578ec04158b0b7fe11f7fd96688e5"
 # ver2 is the WinPython 4-part version; its first 3 parts must appear in src.
 
 [pythons."3.13"]
-ver2 = "3.13.15.1"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260924/cpython-3.13.15+20260924-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "e42fa944748a50e9ff481cbb817ef8a6e3da6fbcf0cf6f29b554e1acb8c7384d"
+ver2 = "3.13.16.0"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261001/cpython-3.13.16+20261001-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "c402eb9a35aba90de319bbc87d23e6d887eca1551a05cfa80775f92dcf3ebc08"
 
 [pythons."3.14"]
-ver2 = "3.14.7.1"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260924/cpython-3.14.7+20260924-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "1493fc4185edf84bbd4305c15c5fbac2d4fcd4ddd7eb6273903669a5d3106178"
+ver2 = "3.14.8.0"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261001/cpython-3.14.8+20261001-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "b7ff8b700995379e425b39abce9b087d84a45aa265ea465c0069c2747ea5b2ea"
 
 [pythons."3.14F"]
-ver2 = "3.14.7.1"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260924/cpython-3.14.7+20260924-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
-sha  = "fab023c3ab6c67539c31f0204139dc8f23816ff9a316c90ca2632d48865db1f5"
+ver2 = "3.14.8.0"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261001/cpython-3.14.8+20261001-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "54e9c8f043096138307b8d6b2c9ac43c19a3815a42f5cfb5b0e3e63cebe4fcbe"
 
 [pythons."3.15"]
 ver2 = "3.15.0.5"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260924/cpython-3.15.0rc2+20260924-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "2a55fddfc90f1340c8149a56bfa3cd0184e4d918ba2f1a392f3d2fec5bf12fc3"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261001/cpython-3.15.0rc2+20261001-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "eeb52e6b8507b118103654b111a662b7b4fd86ea1a56aba840ec84a15b6d8d39"
 
 [pythons."3.15F"]
 ver2 = "3.15.0.5"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20260924/cpython-3.15.0rc2+20260924-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
-sha  = "0593f21d424e2e4f144996c826bbf4e34c275a7598f1a7fd53d34889e33c7c3b"
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+sha  = "acbce6861f62b9fbcde459433d9e8e4d596c6a81da84632700f0170b6d6c9404"
 
 # Flavors become the job matrix. 2026-02 renamed "free" to "dotf", so this
 # varies per cycle too and belongs in the cycle file.
diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_13_15_1dotb2.toml b/winpython/portable/cycle_2026_04/pylock.64-3_13_16_0dotb2.toml
similarity index 100%
rename from winpython/portable/cycle_2026_04/pylock.64-3_13_15_1dotb2.toml
rename to winpython/portable/cycle_2026_04/pylock.64-3_13_16_0dotb2.toml
diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_13_16_0dotb3.toml b/winpython/portable/cycle_2026_04/pylock.64-3_13_16_0dotb3.toml
new file mode 100644
index 00000000..dd1b58a5
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diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_13_15_1slimb2.toml b/winpython/portable/cycle_2026_04/pylock.64-3_13_16_0slimb2.toml
similarity index 100%
rename from winpython/portable/cycle_2026_04/pylock.64-3_13_15_1slimb2.toml
rename to winpython/portable/cycle_2026_04/pylock.64-3_13_16_0slimb2.toml
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new file mode 100644
index 00000000..642f53f8
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index 00000000..ef9bd20c
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_13_15_1dotb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_13_16_0dotb2.txt
similarity index 100%
rename from winpython/portable/cycle_2026_04/requir.64-3_13_15_1dotb2.txt
rename to winpython/portable/cycle_2026_04/requir.64-3_13_16_0dotb2.txt
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_13_16_0dotb3.txt b/winpython/portable/cycle_2026_04/requir.64-3_13_16_0dotb3.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_13_16_0dotb3.txt
@@ -0,0 +1,16 @@
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_13_15_1slimb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_13_16_0slimb2.txt
similarity index 100%
rename from winpython/portable/cycle_2026_04/requir.64-3_13_15_1slimb2.txt
rename to winpython/portable/cycle_2026_04/requir.64-3_13_16_0slimb2.txt
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_13_16_0slimb3.txt b/winpython/portable/cycle_2026_04/requir.64-3_13_16_0slimb3.txt
new file mode 100644
index 00000000..9092343a
--- /dev/null
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+autopep8==2.0.4 \
+    --hash=sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d
+azure-cosmos==4.16.1 \
+    --hash=sha256:43717215ec1433c1ea0f0e3d465f9182fb5afff3ae2331e595367122297872f1
+azure-identity==1.25.3 \
+    --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
+babel==2.18.0 \
+    --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
+bcrypt==5.0.0 \
+    --hash=sha256:64ee8434b0da054d830fa8e89e1c8bf30061d539044a39524ff7dec90481e5c2
+beartype==0.22.9 \
+    --hash=sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2
+beautifulsoup4==4.15.0 \
+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
+binaryornot==0.6.0 \
+    --hash=sha256:900adfd5e1b821255ba7e63139b0396b14c88b9286e74e03b6f51e0200331337
+black==26.5.1 \
+    --hash=sha256:e1a26503279b6b310669fb0b219c39e4820b77e8189fe80f522bb511f247db0a
+bleach==6.4.0 \
+    --hash=sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081
+blinker==1.9.0 \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+bokeh==3.9.1 \
+    --hash=sha256:8bf2aae574509055fbd6b68f023046bebc91b0bbd631d204d0d60863b4237dbd
+branca==0.8.2 \
+    --hash=sha256:2ebaef3983e3312733c1ae2b793b0a8ba3e1c4edeb7598e10328505280cf2f7c
+brotli==1.2.0 \
+    --hash=sha256:b63daa43d82f0cdabf98dee215b375b4058cce72871fd07934f179885aad16e8
+build==1.5.0 \
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+cachetools==7.1.4 \
+    --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54
+caio==0.12.2 \
+    --hash=sha256:5233e797c9fe2b541914b1bc2e2df82677e2206b537e44e252188f3c2cbb0ea9
+cattrs==26.1.0 \
+    --hash=sha256:d1e0804c42639494d469d08d4f26d6b9de9b8ab26b446db7b5f8c2e97f7c3096
+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
+cffi==2.1.1 \
+    --hash=sha256:1aa5645c30469b09530c4ebca77ebf8f17618293c58f8549cb1a543a50236e7d
+chardet==7.6.0 \
+    --hash=sha256:b3b4c96c4df93899b3c8b9e8159e06b1f55c66d7ca384d91481108e251a06eb0
+charset-normalizer==3.4.7 \
+    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110
+clarabel==0.11.1 \
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+click==8.4.2 \
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+cloudpickle==3.1.2 \
+    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
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+    --hash=sha256:2f7ab5f27caa8c158b6dd8724a75f4a4b1666e1eac7394b4115d920c093e542e
+cvxpy==1.9.2 \
+    --hash=sha256:956b292452a5eed7cacffed25d7d1848618e97ca6ea4a83302591a46149f8f2f
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+dask==2026.7.1 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
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+    --hash=sha256:93cea333fb8b2bc0d181b0de5e16df50dd344ce64828226bda07728818936782
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+    --hash=sha256:096a5c31963687e99d752789382b9e8e71c0a56f9569b9760fd0de402f8b084a
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+    --hash=sha256:8ad8cc226b505ca4d272ae9a2eeba08b8a2c565fc9a04eaefc33ad49c32b51aa
+google-auth==2.56.3 \
+    --hash=sha256:8ec438808f813ad034535000261eed1067475d229d05bbf4216e78c3f2362e53
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+graphene==3.4.3 \
+    --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
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+graphql-relay==3.2.0 \
+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
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+griffelib==2.1.0 \
+    --hash=sha256:cc7b3d2d2865ad0b909fcc38086e3f554b5ea7acbaa7bbb7ecaa3f5dfb7d9f00
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+    --hash=sha256:fa16db582455db324adcff1b5908519474736872e28cd5c8fa2b8bef6860e12a
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+h11==0.16.0 \
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+h5py==3.16.0 \
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+hf-xet==1.6.0 \
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+skrub==0.10.0 \
+    --hash=sha256:1cee8f30df284a7a94dc136a4abcd5d21270a0765acfdf7d95817ae293e93908
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
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+soundfile==0.14.0 \
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+sphinx==9.1.0 \
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+sphinx-rtd-theme==3.1.0 \
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+sphinxcontrib-devhelp==2.0.0 \
+    --hash=sha256:aefb8b83854e4b0998877524d1029fd3e6879210422ee3780459e28a1f03a8a2
+sphinxcontrib-htmlhelp==2.1.0 \
+    --hash=sha256:166759820b47002d22914d64a075ce08f4c46818e17cfc9470a9786b759b19f8
+sphinxcontrib-jquery==4.1 \
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+sphinxcontrib-jsmath==1.0.1 \
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+sphinxcontrib-qthelp==2.0.0 \
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+sphinxcontrib-serializinghtml==2.0.0 \
+    --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331
+spyder==6.1.7 \
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+sqlalchemy==2.0.51 \
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+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.2.1 \
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+tomli-w==1.2.0 \
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+watchdog==6.0.0 \
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+yarl==1.24.5 \
+    --hash=sha256:2dbe06fc16bc91502bca713704022182e5729861ae00277c3a23354b40929740
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
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+zstandard==0.25.0 \
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotb2.txt
similarity index 100%
rename from winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotb2.txt
rename to winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotb2.txt
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotb3.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotb3.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotb3.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotfb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotfb2.txt
similarity index 100%
rename from winpython/portable/cycle_2026_04/requir.64-3_14_7_1dotfb2.txt
rename to winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotfb2.txt
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotfb3.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotfb3.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotfb3.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimb2.txt
similarity index 100%
rename from winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimb2.txt
rename to winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimb2.txt
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimb3.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimb3.txt
new file mode 100644
index 00000000..bb507fec
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimb3.txt
@@ -0,0 +1,1052 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.12.0 \
+    --hash=sha256:57f5101fb2a853b1ffb81ff807b5e29a51ba14c64032eb0038b8dfd433b6d533
+aiofile==3.12.3 \
+    --hash=sha256:5c1bcc9e929c50834608e8cc1a4cc1d7503eb60c15a535b779fd39e2f372c017
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiohttp==3.14.3 \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
+    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc
+altair==6.2.2 \
+    --hash=sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101
+annotated-types==0.8.0 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
+anthropic==1.11.0 \
+    --hash=sha256:52f97b2c485cca7ac66058374f5073a3febb7e6849b16989c145d602a3efee21
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
+anywidget==0.11.0 \
+    --hash=sha256:c574d9acc6503ad27b37a9acea48f957a8ba7c9c9876cfcb37898931c098ce9d
+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
+argcomplete==3.7.2 \
+    --hash=sha256:6029205678bdd9c1c728a155f5f9ecf5812393f969eef58807641a2bc2aa5b19
+argon2-cffi==25.1.0 \
+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+argon2-cffi-bindings==25.1.0 \
+    --hash=sha256:a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98
+array-api-compat==1.15.0 \
+    --hash=sha256:7b1b9c53269061403fd5f45a8de349f16e7887653328bfa0c5f2d45299ff0a8e
+arrow==1.4.0 \
+    --hash=sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205
+asgi-csrf==0.11 \
+    --hash=sha256:03ac140115f39d4295288a9adf74fdc6ae607f6ef44abee8466520458207242b
+asgiref==3.12.1 \
+    --hash=sha256:fe386d1c2bff7259ea95929266d12a8cf9a8b5a1c2598402967d8792e7a7c094
+asn1crypto==1.5.1 \
+    --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
+ast-serialize==0.8.0 \
+    --hash=sha256:861794565b06337005c1447ef23103a3d5a627d08bdc827870d00d0b28ef5f51
+asteval==1.0.9 \
+    --hash=sha256:60513ea5d608d27bdb0cf3785dc993a6c3adeaee45f1bded0953a09e904e461f
+astroid==4.0.4 \
+    --hash=sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753
+asttokens==3.0.2 \
+    --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+asyncssh==2.24.0 \
+    --hash=sha256:9abd46300adcb6d4b73269b34c53cd0d17a138b9a22b5b38008ce7d5808734b7
+attrs==26.1.0 \
+    --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309
+authlib==1.7.2 \
+    --hash=sha256:3e1faedc9d87e7d56a164eca3ccb6ace0d61b94abe83e92242f8dc8bba9b4a9f
+autopep8==2.0.4 \
+    --hash=sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d
+azure-cosmos==4.16.1 \
+    --hash=sha256:43717215ec1433c1ea0f0e3d465f9182fb5afff3ae2331e595367122297872f1
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+    --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
+babel==2.18.0 \
+    --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
+bcrypt==5.0.0 \
+    --hash=sha256:64ee8434b0da054d830fa8e89e1c8bf30061d539044a39524ff7dec90481e5c2
+beartype==0.22.9 \
+    --hash=sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2
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+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
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+    --hash=sha256:900adfd5e1b821255ba7e63139b0396b14c88b9286e74e03b6f51e0200331337
+black==26.5.1 \
+    --hash=sha256:577f21094ea469ef92ec1adaf2c9441a226d2144d01a5be2fa823cecf6543e50
+bleach==6.4.0 \
+    --hash=sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081
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+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+bokeh==3.9.1 \
+    --hash=sha256:8bf2aae574509055fbd6b68f023046bebc91b0bbd631d204d0d60863b4237dbd
+branca==0.8.2 \
+    --hash=sha256:2ebaef3983e3312733c1ae2b793b0a8ba3e1c4edeb7598e10328505280cf2f7c
+brotli==1.2.0 \
+    --hash=sha256:e7c0af964e0b4e3412a0ebf341ea26ec767fa0b4cf81abb5e897c9338b5ad6a3
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+cachetools==7.1.4 \
+    --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54
+caio==0.12.2 \
+    --hash=sha256:5233e797c9fe2b541914b1bc2e2df82677e2206b537e44e252188f3c2cbb0ea9
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+    --hash=sha256:d1e0804c42639494d469d08d4f26d6b9de9b8ab26b446db7b5f8c2e97f7c3096
+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
+cffi==2.1.1 \
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+cloudpickle==3.1.2 \
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+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
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+    --hash=sha256:cd9f61afdcaab1ce4ff6775296e6ece99305bf05cbfae4c1c938a6c9e60cd485
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+    --hash=sha256:7ce7154ff3ed070607f429355f57002fee5a17964e47c0b6447eeafe8cef9c82
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+    --hash=sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c
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+    --hash=sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61
+diff-match-patch==20241021 \
+    --hash=sha256:93cea333fb8b2bc0d181b0de5e16df50dd344ce64828226bda07728818936782
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+    --hash=sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2
+dnspython==2.8.0 \
+    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af
+docstring-parser==0.18.0 \
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+    --hash=sha256:fd7d5094aa83943bf5f9e1a13701866b7c452eac19765380dead666e36d3711c
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+    --hash=sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de
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+    --hash=sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4
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+et-xmlfile==2.0.0 \
+    --hash=sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa
+exceptiongroup==1.3.1 \
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+executing==2.2.1 \
+    --hash=sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017
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+fastjsonschema==2.22.2 \
+    --hash=sha256:0fb3915616adac85ccfdd737d26be1089845d2019819505b42d39888458f74d4
+fastmcp-slim==3.4.7 \
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+filelock==3.32.2 \
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+flatbuffers==25.12.19 \
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimfb2.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimfb2.txt
similarity index 100%
rename from winpython/portable/cycle_2026_04/requir.64-3_14_7_1slimfb2.txt
rename to winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimfb2.txt
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimfb3.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimfb3.txt
new file mode 100644
index 00000000..457c4c3b
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimfb3.txt
@@ -0,0 +1,944 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.12.0 \
+    --hash=sha256:cfa08f8c7c63e3fa92eb4e26ef4d8a9520cf92a39281cd011821f6f16a963080
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiohttp==3.14.3 \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
+    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc
+altair==6.2.2 \
+    --hash=sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101
+annotated-types==0.8.0 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
+anthropic==1.11.0 \
+    --hash=sha256:52f97b2c485cca7ac66058374f5073a3febb7e6849b16989c145d602a3efee21
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
+anywidget==0.11.0 \
+    --hash=sha256:c574d9acc6503ad27b37a9acea48f957a8ba7c9c9876cfcb37898931c098ce9d
+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
+argcomplete==3.7.2 \
+    --hash=sha256:6029205678bdd9c1c728a155f5f9ecf5812393f969eef58807641a2bc2aa5b19
+argon2-cffi==25.1.0 \
+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+argon2-cffi-bindings==25.1.0 \
+    --hash=sha256:b55aec3565b65f56455eebc9b9f34130440404f27fe21c3b375bf1ea4d8fbae6
+array-api-compat==1.15.0 \
+    --hash=sha256:7b1b9c53269061403fd5f45a8de349f16e7887653328bfa0c5f2d45299ff0a8e
+arrow==1.4.0 \
+    --hash=sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205
+asgi-csrf==0.11 \
+    --hash=sha256:03ac140115f39d4295288a9adf74fdc6ae607f6ef44abee8466520458207242b
+asgiref==3.12.1 \
+    --hash=sha256:fe386d1c2bff7259ea95929266d12a8cf9a8b5a1c2598402967d8792e7a7c094
+asn1crypto==1.5.1 \
+    --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
+ast-serialize==0.8.0 \
+    --hash=sha256:d8b3c8eee4c1baef9d4e84d2a59a805501617127be42615cb48970b15b0892b6
+asteval==1.0.9 \
+    --hash=sha256:60513ea5d608d27bdb0cf3785dc993a6c3adeaee45f1bded0953a09e904e461f
+astroid==4.0.4 \
+    --hash=sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753
+asttokens==3.0.2 \
+    --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+asyncssh==2.24.0 \
+    --hash=sha256:9abd46300adcb6d4b73269b34c53cd0d17a138b9a22b5b38008ce7d5808734b7
+attrs==26.1.0 \
+    --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309
+autopep8==2.0.4 \
+    --hash=sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d
+azure-cosmos==4.16.1 \
+    --hash=sha256:43717215ec1433c1ea0f0e3d465f9182fb5afff3ae2331e595367122297872f1
+azure-identity==1.25.3 \
+    --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
+babel==2.18.0 \
+    --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
+bcrypt==5.0.0 \
+    --hash=sha256:92864f54fb48b4c718fc92a32825d0e42265a627f956bc0361fe869f1adc3e7d
+beautifulsoup4==4.15.0 \
+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
+binaryornot==0.6.0 \
+    --hash=sha256:900adfd5e1b821255ba7e63139b0396b14c88b9286e74e03b6f51e0200331337
+black==26.5.1 \
+    --hash=sha256:4ed7f7da04046d2e488437170797d3b4a4ad83906683bcb7dfc68b673bbce5e2
+bleach==6.4.0 \
+    --hash=sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081
+blinker==1.9.0 \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+bokeh==3.9.1 \
+    --hash=sha256:8bf2aae574509055fbd6b68f023046bebc91b0bbd631d204d0d60863b4237dbd
+branca==0.8.2 \
+    --hash=sha256:2ebaef3983e3312733c1ae2b793b0a8ba3e1c4edeb7598e10328505280cf2f7c
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+cachetools==7.1.4 \
+    --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54
+cattrs==26.1.0 \
+    --hash=sha256:d1e0804c42639494d469d08d4f26d6b9de9b8ab26b446db7b5f8c2e97f7c3096
+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
+cffi==2.1.1 \
+    --hash=sha256:616f097f2fe415bc92a247f02e11f634e1f9e9a83d327e3c915c15089c87869e
+charset-normalizer==3.4.7 \
+    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c
+click==8.4.2 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
+click-default-group==1.2.4 \
+    --hash=sha256:9b60486923720e7fc61731bdb32b617039aba820e22e1c88766b1125592eaa5f
+cloudpickle==3.1.2 \
+    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+colorcet==3.2.1 \
+    --hash=sha256:3f6fde13cef2169222dd5fe2a2bf847c02d644470fdf167ed566f6421df470f7
+colorlog==6.12.0 \
+    --hash=sha256:30d392604e9110045a2c2aeefc27d7a017abbab63f3a8aee594eac0801df784e
+comm==0.2.3 \
+    --hash=sha256:c615d91d75f7f04f095b30d1c1711babd43bdc6419c1be9886a85f2f4e489417
+contourpy==1.3.3 \
+    --hash=sha256:13b68d6a62db8eafaebb8039218921399baf6e47bf85006fd8529f2a08ef33fc
+cookiecutter==2.7.1 \
+    --hash=sha256:cee50defc1eaa7ad0071ee9b9893b746c1b3201b66bf4d3686d0f127c8ed6cf9
+cryptography==50.0.0 \
+    --hash=sha256:12b9c6996425c76ea6c457ace4f3073e715b8c545add07cd1a8f3a4f90691269
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30
+cython==3.2.9 \
+    --hash=sha256:a2b0e87f6b80790c929308ca0831d686f7a180feab684fe8cd4a4380bd96aaca
+cytoolz==1.1.0 \
+    --hash=sha256:56e5afb69eb6e1b3ffc34716ee5f92ffbdb5cb003b3a5ca4d4b0fe700e217162
+dask==2026.7.1 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
+datasette==0.65.5 \
+    --hash=sha256:ca5faf528d4c1acc22e78b0274257435683ae6c75cf275939f2b92a10e498dbb
+datasette-graphql==2.2 \
+    --hash=sha256:cd9f61afdcaab1ce4ff6775296e6ece99305bf05cbfae4c1c938a6c9e60cd485
+datashader==0.19.1 \
+    --hash=sha256:7ce7154ff3ed070607f429355f57002fee5a17964e47c0b6447eeafe8cef9c82
+debugpy==1.8.21 \
+    --hash=sha256:b1e37d333663c8851516a47364ef473da127f9caebe4417e6df6f5825a7e9a92
+decorator==5.3.1 \
+    --hash=sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c
+defusedxml==0.7.1 \
+    --hash=sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61
+diff-match-patch==20241021 \
+    --hash=sha256:93cea333fb8b2bc0d181b0de5e16df50dd344ce64828226bda07728818936782
+dill==0.4.1 \
+    --hash=sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d
+distro==1.9.0 \
+    --hash=sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2
+docstring-parser==0.18.0 \
+    --hash=sha256:b3fcbed555c47d8479be0796ef7e19c2670d428d72e96da63f3a40122860374b
+docstring-to-markdown==0.17 \
+    --hash=sha256:fd7d5094aa83943bf5f9e1a13701866b7c452eac19765380dead666e36d3711c
+docutils==0.22.4 \
+    --hash=sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de
+entrypoints==0.4 \
+    --hash=sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f
+et-xmlfile==2.0.0 \
+    --hash=sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa
+eval-type-backport==0.3.1 \
+    --hash=sha256:279ab641905e9f11129f56a8a78f493518515b83402b860f6f06dd7c011fdfa8
+executing==2.2.1 \
+    --hash=sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017
+faker==40.28.1 \
+    --hash=sha256:e8d3f5c469100a553d246dce7937c291308068a5ec6c9c3a228d7878b50720be
+fasta2a==0.6.1 \
+    --hash=sha256:1b5369ee1b62405eebafa6d71c57c9e40a1a3f0dcbae5ec3aa6ee450361028dd
+fastapi==0.141.1 \
+    --hash=sha256:bfb91aa2d334c61cb35ba9a116fc123b3d3df31640b801cf57a7a78ec3f603b3
+fastjsonschema==2.22.2 \
+    --hash=sha256:0fb3915616adac85ccfdd737d26be1089845d2019819505b42d39888458f74d4
+filelock==3.32.2 \
+    --hash=sha256:87dd94cf281e586d135fa51132b8e3d9a598b316e90377a288663c9321036c82
+flake8==7.1.1 \
+    --hash=sha256:597477df7860daa5aa0fdd84bf5208a043ab96b8e96ab708770ae0364dd03213
+flask==3.1.3 \
+    --hash=sha256:f4bcbefc124291925f1a26446da31a5178f9483862233b23c0c96a20701f670c
+flatbuffers==25.12.19 \
+    --hash=sha256:7634f50c427838bb021c2d66a3d1168e9d199b0607e6329399f04846d42e20b4
+flexcache==0.3 \
+    --hash=sha256:d43c9fea82336af6e0115e308d9d33a185390b8346a017564611f1466dcd2e32
+flexparser==0.4 \
+    --hash=sha256:3738b456192dcb3e15620f324c447721023c0293f6af9955b481e91d00179846
+flit==3.12.0 \
+    --hash=sha256:2b4e7171dc22881fa6adc2dbf083e5ecc72520be3cd7587d2a803da94d6ef431
+flit-core==4.0.2 \
+    --hash=sha256:8d80717e28d982b41594ed5b14d4e89fbc5bad55473fde27994a3101db18a94e
+folium==0.20.0 \
+    --hash=sha256:f0bc2a92acde20bca56367aa5c1c376c433f450608d058daebab2fc9bf8198bf
+fonttools==4.63.0 \
+    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419
+foundry-local-sdk==0.5.1 \
+    --hash=sha256:f3639a3666bc3a94410004a91671338910ac2e1b8094b1587cc4db0f4a7df07e
+fqdn==1.5.1 \
+    --hash=sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
+frozenlist==1.8.0 \
+    --hash=sha256:06be8f67f39c8b1dc671f5d83aaefd3358ae5cdcf8314552c57e7ed3e6475bdd
+fsspec==2026.7.0 \
+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279
+fuzzywuzzy==0.18.0 \
+    --hash=sha256:928244b28db720d1e0ee7587acf660ea49d7e4c632569cad4f1cd7e68a5f0993
+genai-prices==0.0.60 \
+    --hash=sha256:096a5c31963687e99d752789382b9e8e71c0a56f9569b9760fd0de402f8b084a
+geographiclib==2.1 \
+    --hash=sha256:e2a873b9b9e7fc38721ad73d5f4e6c9ed140d428a339970f505c07056997d40b
+geopy==2.5.0 \
+    --hash=sha256:8ad8cc226b505ca4d272ae9a2eeba08b8a2c565fc9a04eaefc33ad49c32b51aa
+gitdb==4.0.12 \
+    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
+gitpython==3.1.62 \
+    --hash=sha256:7002251225e10e29d2e1f49e6532613fe5d5d9f0b6f1f02997a52b38fe56899e
+google-auth==2.56.3 \
+    --hash=sha256:8ec438808f813ad034535000261eed1067475d229d05bbf4216e78c3f2362e53
+google-genai==2.18.0 \
+    --hash=sha256:4c5e60ccaed3ed35ac2ee81e87c5bebf7280cd49b81526d872a526e97ce25f46
+graphene==3.4.3 \
+    --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
+graphql-core==3.2.11 \
+    --hash=sha256:0b3e35ff41e9adba53021ab0cef475eb18f57c7f53f0f2ca55567fbf3c537ea0
+graphql-relay==3.2.0 \
+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
+greenlet==3.5.5 \
+    --hash=sha256:7805655781fb8f28a55d05fe57ed61f5f10f1892fb587673e3bb5264f28041f0
+griffelib==2.1.0 \
+    --hash=sha256:cc7b3d2d2865ad0b909fcc38086e3f554b5ea7acbaa7bbb7ecaa3f5dfb7d9f00
+groq==1.6.0 \
+    --hash=sha256:fa16db582455db324adcff1b5908519474736872e28cd5c8fa2b8bef6860e12a
+h11==0.16.0 \
+    --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
+h2==4.4.1 \
+    --hash=sha256:0e25f1462b23c9cb82d9eb02e28bc706dac2a68cb457c6a0d74d63c8a2a5d0e6
+h5py==3.16.0 \
+    --hash=sha256:4c6ab014ab704b4feaa719ae783b86522ed0bf1f82184704ed3c9e4e3228796e
+hatchling==1.32.0 \
+    --hash=sha256:0e17c9c3b9aa7c625acc8d0f5b622f107d5049af9ecf5ada4de1aada5be7cdbc
+hf-xet==1.6.0 \
+    --hash=sha256:5789835d7c6bc9436962853192082374297fb72d7eff7e7762ec25ceb7e25338
+holoviews==1.23.1 \
+    --hash=sha256:43960a6e945aff019816b109873e3088c45c7413f1b679c4dfd1821e2af1a64c
+hpack==4.2.0 \
+    --hash=sha256:858ac0b02280fa582b5080d68db0899c62a80375e0e5413a74970c5e518b6986
+html5lib==1.1 \
+    --hash=sha256:0d78f8fde1c230e99fe37986a60526d7049ed4bf8a9fadbad5f00e22e58e041d
+httpcore==1.0.9 \
+    --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55
+httpcore2==2.13.0 \
+    --hash=sha256:35ae5be347aa40467b4a5dc032ac67ebb6d27189fc97e8cebcf99616f6a1bb9e
+httptools==0.8.0 \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77
+httpx==0.28.1 \
+    --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
+httpx-sse==0.4.3 \
+    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc
+httpx2==2.13.0 \
+    --hash=sha256:fc12720cedf72faa26cca6b4ca394e05c894e7d7933fc45cafe767960804e49a
+huggingface-hub==1.27.0 \
+    --hash=sha256:7df6827c2f956c60fbaa64646e979e566db76f619dd0a9729dfb8c5a3eb4f68d
+hupper==1.12.1 \
+    --hash=sha256:e872b959f09d90be5fb615bd2e62de89a0b57efc037bdf9637fb09cdf8552b19
+hvplot==0.12.2 \
+    --hash=sha256:0687e2e4d2eeb035c437af0011922abff856054299c121914d903a02b1bb1b22
+hypercorn==0.18.0 \
+    --hash=sha256:225e268f2c1c2f28f6d8f6db8f40cb8c992963610c5725e13ccfcddccb24b1cd
+hyperframe==6.1.0 \
+    --hash=sha256:b03380493a519fce58ea5af42e4a42317bf9bd425596f7a0835ffce80f1a42e5
+hypothesis==6.155.2 \
+    --hash=sha256:c85ce6dcd630a90ce501f1d1dd1bc84b97f5649ca8a27e134c8cbf5aa480b1a5
+id==1.6.1 \
+    --hash=sha256:f5ec41ed2629a508f5d0988eda142e190c9c6da971100612c4de9ad9f9b237ca
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb3.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb3.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb3.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb3.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb3.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb3.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
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+sqlite-bro==1.3.2 \
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+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb3.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb3.txt
new file mode 100644
index 00000000..ef14bd48
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb3.txt
@@ -0,0 +1,856 @@
+absl-py==2.5.0 \
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+pytest==9.0.3 \
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+python-barcode==0.16.1 \
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+python-dateutil==2.9.0.post0 \
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+    --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a
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+    --hash=sha256:158a52126fcd6869e09574d2b66272666f3dc8f468c62637ef9a1fa883719cb9
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+python-slugify==8.0.4 \
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+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb3.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb3.txt
new file mode 100644
index 00000000..7b080cca
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb3.txt
@@ -0,0 +1,778 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+aiofile==3.12.3 \
+    --hash=sha256:5c1bcc9e929c50834608e8cc1a4cc1d7503eb60c15a535b779fd39e2f372c017
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
+    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc
+altair==6.2.2 \
+    --hash=sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101
+annotated-types==0.8.0 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
+anthropic==1.11.0 \
+    --hash=sha256:52f97b2c485cca7ac66058374f5073a3febb7e6849b16989c145d602a3efee21
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494
+anywidget==0.11.0 \
+    --hash=sha256:c574d9acc6503ad27b37a9acea48f957a8ba7c9c9876cfcb37898931c098ce9d
+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
+argcomplete==3.7.2 \
+    --hash=sha256:6029205678bdd9c1c728a155f5f9ecf5812393f969eef58807641a2bc2aa5b19
+argon2-cffi==25.1.0 \
+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+argon2-cffi-bindings==26.1.0 \
+    --hash=sha256:1a0a29ed86960e44eaace7e081bdfab4f08b012fd96ec8edba71e2ad020939e4
+array-api-compat==1.15.0 \
+    --hash=sha256:7b1b9c53269061403fd5f45a8de349f16e7887653328bfa0c5f2d45299ff0a8e
+arrow==1.4.0 \
+    --hash=sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205
+asgi-csrf==0.11 \
+    --hash=sha256:03ac140115f39d4295288a9adf74fdc6ae607f6ef44abee8466520458207242b
+asgiref==3.12.1 \
+    --hash=sha256:fe386d1c2bff7259ea95929266d12a8cf9a8b5a1c2598402967d8792e7a7c094
+asn1crypto==1.5.1 \
+    --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
+ast-serialize==0.8.0 \
+    --hash=sha256:bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16
+asteval==1.0.9 \
+    --hash=sha256:60513ea5d608d27bdb0cf3785dc993a6c3adeaee45f1bded0953a09e904e461f
+astroid==4.0.4 \
+    --hash=sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753
+asttokens==3.0.2 \
+    --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+attrs==26.1.0 \
+    --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309
+autopep8==2.3.2 \
+    --hash=sha256:ce8ad498672c845a0c3de2629c15b635ec2b05ef8177a6e7c91c74f3e9b51128
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d
+azure-cosmos==4.16.1 \
+    --hash=sha256:43717215ec1433c1ea0f0e3d465f9182fb5afff3ae2331e595367122297872f1
+babel==2.18.0 \
+    --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
+beartype==0.22.9 \
+    --hash=sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2
+beautifulsoup4==4.15.0 \
+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
+binaryornot==0.6.0 \
+    --hash=sha256:900adfd5e1b821255ba7e63139b0396b14c88b9286e74e03b6f51e0200331337
+black==26.5.1 \
+    --hash=sha256:4ed7f7da04046d2e488437170797d3b4a4ad83906683bcb7dfc68b673bbce5e2
+bleach==6.4.0 \
+    --hash=sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081
+blinker==1.9.0 \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+branca==0.8.2 \
+    --hash=sha256:2ebaef3983e3312733c1ae2b793b0a8ba3e1c4edeb7598e10328505280cf2f7c
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+cachetools==7.1.4 \
+    --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54
+caio==0.12.2 \
+    --hash=sha256:5233e797c9fe2b541914b1bc2e2df82677e2206b537e44e252188f3c2cbb0ea9
+cattrs==26.1.0 \
+    --hash=sha256:d1e0804c42639494d469d08d4f26d6b9de9b8ab26b446db7b5f8c2e97f7c3096
+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
+cffi==2.1.1 \
+    --hash=sha256:d9c275eaacd24aa73f94ffd6de08fc3f932424d8b6c376f4bed7cde376fe7bc3
+chardet==7.6.0 \
+    --hash=sha256:4076d795897ce45239825956a1334e134322ecc4bfe84dbb12acd5390de0fbc1
+charset-normalizer==3.5.1 \
+    --hash=sha256:35aea775dc2bd5f54cd84a1cd2696cc3207c479cb9cf0bd346f0d343e4300ddb
+click==8.4.2 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
+click-default-group==1.2.4 \
+    --hash=sha256:9b60486923720e7fc61731bdb32b617039aba820e22e1c88766b1125592eaa5f
+cloudpickle==3.1.2 \
+    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+colorcet==3.2.1 \
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+colorlog==6.12.0 \
+    --hash=sha256:30d392604e9110045a2c2aeefc27d7a017abbab63f3a8aee594eac0801df784e
+comm==0.2.3 \
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+contourpy==1.4.0 \
+    --hash=sha256:de503609fdb71f597634ca64fb4bd2f13d27c97f140e912b1e8ed93544840df0
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30
+cython==3.3.0 \
+    --hash=sha256:9b24b5c8cd536946b62086fcafee6d5509d3f549f72d553d2336af87ffbe0da1
+debugpy==1.8.21 \
+    --hash=sha256:b1e37d333663c8851516a47364ef473da127f9caebe4417e6df6f5825a7e9a92
+decorator==5.3.1 \
+    --hash=sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c
+defusedxml==0.7.1 \
+    --hash=sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61
+diff-match-patch==20241021 \
+    --hash=sha256:93cea333fb8b2bc0d181b0de5e16df50dd344ce64828226bda07728818936782
+dill==0.4.1 \
+    --hash=sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d
+distro==1.9.0 \
+    --hash=sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2
+dnspython==2.8.0 \
+    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af
+docstring-parser==0.18.0 \
+    --hash=sha256:b3fcbed555c47d8479be0796ef7e19c2670d428d72e96da63f3a40122860374b
+docstring-to-markdown==0.17 \
+    --hash=sha256:fd7d5094aa83943bf5f9e1a13701866b7c452eac19765380dead666e36d3711c
+docutils==0.22.4 \
+    --hash=sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de
+email-validator==2.3.0 \
+    --hash=sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4
+entrypoints==0.4 \
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+et-xmlfile==2.0.0 \
+    --hash=sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa
+eval-type-backport==0.3.1 \
+    --hash=sha256:279ab641905e9f11129f56a8a78f493518515b83402b860f6f06dd7c011fdfa8
+exceptiongroup==1.3.1 \
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+executing==2.2.1 \
+    --hash=sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017
+faker==40.28.1 \
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+fasta2a==0.6.1 \
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+fastapi==0.141.1 \
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+flask==3.1.3 \
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+flatbuffers==25.12.19 \
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+flit==3.12.0 \
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+formulaic==1.2.2 \
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+foundry-local-sdk==0.5.1 \
+    --hash=sha256:f3639a3666bc3a94410004a91671338910ac2e1b8094b1587cc4db0f4a7df07e
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+frozenlist==1.8.0 \
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+genai-prices==0.0.60 \
+    --hash=sha256:096a5c31963687e99d752789382b9e8e71c0a56f9569b9760fd0de402f8b084a
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+geopy==2.5.0 \
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+    --hash=sha256:7002251225e10e29d2e1f49e6532613fe5d5d9f0b6f1f02997a52b38fe56899e
+graphene==3.4.3 \
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+importlib-metadata==8.7.1 \
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+    --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d
+pypdf==6.19.0 \
+    --hash=sha256:7e5d6e730e7dae87d560a2cee218b852f6498c8be61966f3cd02ead971e48d14
+pyperclip==1.11.0 \
+    --hash=sha256:299403e9ff44581cb9ba2ffeed69c7aa96a008622ad0c46cb575ca75b5b84273
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+pyserial==3.5 \
+    --hash=sha256:c4451db6ba391ca6ca299fb3ec7bae67a5c55dde170964c7a14ceefec02f2cf0
+pysocks==1.7.1 \
+    --hash=sha256:2725bd0a9925919b9b51739eea5f9e2bae91e83288108a9ad338b2e3a4435ee5
+pytest==9.0.3 \
+    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9
+python-barcode==0.16.1 \
+    --hash=sha256:5776567478c9a0dae473374bb86631ba0b5ea99aaf302763b364e367ac51f367
+python-dateutil==2.9.0.post0 \
+    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
+python-dotenv==1.2.2 \
+    --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a
+python-json-logger==4.2.0 \
+    --hash=sha256:158a52126fcd6869e09574d2b66272666f3dc8f468c62637ef9a1fa883719cb9
+python-multipart==0.0.32 \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
+python-slugify==8.0.4 \
+    --hash=sha256:276540b79961052b66b7d116620b36518847f52d5fd9e3a70164fc8c50faa6b8
+pytokens==0.4.1 \
+    --hash=sha256:26cef14744a8385f35d0e095dc8b3a7583f6c953c2e3d269c7f82484bf5ad2de
+pytoolconfig==1.3.1 \
+    --hash=sha256:5d8cea8ae1996938ec3eaf44567bbc5ef1bc900742190c439a44a704d6e1b62b
+pyuca==1.2 \
+    --hash=sha256:abaa12e1bd2c7c68ca8396ff8383bc0654a739cef3ae68fd7af58bf29af0a91e
+pyusb==1.3.1 \
+    --hash=sha256:bf9b754557af4717fe80c2b07cc2b923a9151f5c08d17bdb5345dac09d6a0430
+pyvisa==1.16.2 \
+    --hash=sha256:54f034adafd3e8d1858d57cdafec64e920444f4b84b31c9fd17487fbad0a197a
+pyviz-comms==3.0.6 \
+    --hash=sha256:4eba6238cd4a7f4add2d11879ce55411785b7d38a7c5dba42c7a0826ca53e6c2
+pywavelets==1.10.0 \
+    --hash=sha256:417a6922a8e1c881554fe2c48317122847a77098a6e75abc50e8ed45d4f616a4
+pywin32-ctypes==0.2.3 \
+    --hash=sha256:8a1513379d709975552d202d942d9837758905c8d01eb82b8bcc30918929e7b8
+pyzmq==27.2.0 \
+    --hash=sha256:edce90a1e588ec63adbf612cc0ad582de4169cd216c7ae53c15f42a2ee902f35
+qrcode==8.2 \
+    --hash=sha256:16e64e0716c14960108e85d853062c9e8bba5ca8252c0b4d0231b9df4060ff4f
+quart==0.20.0 \
+    --hash=sha256:003c08f551746710acb757de49d9b768986fd431517d0eb127380b656b98b8f1
+rapidfuzz==3.14.6 \
+    --hash=sha256:3d502769263318690d4f6638b08483979d1b88cdc7c6f087482eea935fde4031
+referencing==0.37.0 \
+    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231
+regex==2026.9.10 \
+    --hash=sha256:07b45ba5c94b8fcb30cb6c56a11f715c57533a3017964504322ea52690a27b72
+reportlab==5.0.0 \
+    --hash=sha256:9d5a3affa84919e1111ede580031266a570e93b1ce388219621347965ff1d93c
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0
+requests-toolbelt==1.0.0 \
+    --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
+rfc3339-validator==0.1.4 \
+    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+rfc3986==2.0.0 \
+    --hash=sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd
+rfc3986-validator==0.1.1 \
+    --hash=sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9
+rfc3987-syntax==1.1.0 \
+    --hash=sha256:6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb
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+    --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
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+    --hash=sha256:00a7ea8c0c376fc0b053b2f2f8ef3bfb8b50fecf1ebf3eb80e4f8bd7f1941918
+rpds-py==2026.6.3 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324
+rsa==4.9.1 \
+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762
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+    --hash=sha256:efe125f416fd27150197ab8521158662943a40f87acab8028a1aac4ad667a489
+ruff==0.16.1 \
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+    --hash=sha256:922c5f4edb3aa1beaa47bf61d65d5380011ff6adcd527f26377d05cb73ed8ec8
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+    --hash=sha256:ffbcbbbb44202fbe9bc64bced25a145759adb9ef010b3d37a8064958ac13df2a
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+    --hash=sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987
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+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
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+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
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+    --hash=sha256:43071f84b6512c9b4fcb33ef057f240ccb1d1f3b263f9b4f9229d072e310b372
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+    --hash=sha256:b555db6c09d21eb50ee4a767dc08478a865f33f0e42b3ff8fc33f33c616bd7c1
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+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
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+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
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+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
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+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sounddevice==0.5.5 \
+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.14.0 \
+    --hash=sha256:299491d3499460fb1b74bb4bd78b57ffc2d243a5fafa7b6ec1b264875c78453e
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+    --hash=sha256:8089a26fd974ca7a1f30276d3d8492ab266ab15af581642dfe8aa162e0c1c823
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
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+    --hash=sha256:7fbaee670713b25eceba05779b844f0895efaf680d9a226fa5ba7dfe165721c5
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+    --hash=sha256:6e82314c786709a3cd9520f2285cf9fff90e181e598e8a357b0cf80f66afba0d
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+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
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+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
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+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+thefuzz==0.22.1 \
+    --hash=sha256:59729b33556850b90e1093c4cf9e618af6f2e4c985df193fdf3c5b5cf02ca481
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.14.0 \
+    --hash=sha256:561e7580f84a79859af1ef6f676968e9030fcc3fe195700b15235bca64f009c9
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.6a1 \
+    --hash=sha256:00805c21cdab5bdb1383428661261aac5182b3067bf43ff52c2142d0d71d5a90
+tqdm==4.70.0 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+traitlets==5.16.1 \
+    --hash=sha256:f775618166caa0396c8e337099240f2bd3e5e917d203b2e6fbe21a58d3cb1f6b
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3
+truststore==0.10.4 \
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+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.4 \
+    --hash=sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147
+tzdata==2026.3 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
+tzlocal==5.4.4 \
+    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
+uc-micro-py==2.0.0 \
+    --hash=sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c
+ujson==6.0.0 \
+    --hash=sha256:801ff407fda799f4ff98d960342128b065a14113eaccfc116b50092342636861
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.8.0 \
+    --hash=sha256:0cf3cae568d36aa9576b28dfb35f11328f1cb974ca7647d9475ebb86c75ac6e3
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+vega-datasets==0.9.0 \
+    --hash=sha256:3d7c63917be6ca9b154b565f4779a31fedce57b01b5b9d99d8a34a7608062a1d
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+werkzeug==3.1.8 \
+    --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+widgetsnbextension==4.0.16 \
+    --hash=sha256:a31a8774885b96fe825462f5d6496166f0c7cae111195b6465c801d230eb5a4e
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+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
+wrapt==2.4.0 \
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+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xarray==2026.7.0 \
+    --hash=sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824
+xlsxwriter==3.2.9 \
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+xxhash==4.0.1 \
+    --hash=sha256:daade8936c4deaaf7b01561324ce438ba4f885d717e9adc62b4d67212ad7d7bd
+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f

From b565cf740a7d10fc2a19f37f7dcc62013e8ecc57 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Sun, 4 Oct 2026 13:02:06 +0000
Subject: [PATCH 096/100] Changelogs for WinPython 2026-04 b3 of October 4th
 2026

---
 changelogs/WinPythondot-64bit-3.13.16.0b3.md  |   34 +
 changelogs/WinPythondot-64bit-3.14.8.0b3.md   |   34 +
 changelogs/WinPythondot-64bit-3.15.0.5b3.md   |   34 +
 changelogs/WinPythondotf-64bit-3.14.8.0b3.md  |   34 +
 changelogs/WinPythondotf-64bit-3.15.0.5b3.md  |   34 +
 changelogs/WinPythonslim-64bit-3.13.16.0b3.md |  552 ++
 changelogs/WinPythonslim-64bit-3.14.8.0b3.md  |  553 ++
 changelogs/WinPythonslim-64bit-3.15.0.5b3.md  |  455 ++
 changelogs/WinPythonslimf-64bit-3.14.8.0b3.md |  499 ++
 changelogs/WinPythonslimf-64bit-3.15.0.5b3.md |  416 ++
 changelogs/pylock.64-3_13_16_0dotb3.toml      |   90 +
 changelogs/pylock.64-3_13_16_0slimb3.toml     | 5777 ++++++++++++++++
 changelogs/pylock.64-3_14_8_0dotb3.toml       |   90 +
 changelogs/pylock.64-3_14_8_0dotfb3.toml      |   90 +
 changelogs/pylock.64-3_14_8_0slimb3.toml      | 5788 +++++++++++++++++
 changelogs/pylock.64-3_14_8_0slimfb3.toml     | 5194 +++++++++++++++
 changelogs/pylock.64-3_15_0_5dotb3.toml       |   90 +
 changelogs/pylock.64-3_15_0_5dotfb3.toml      |   90 +
 changelogs/pylock.64-3_15_0_5slimb3.toml      | 4710 ++++++++++++++
 changelogs/pylock.64-3_15_0_5slimfb3.toml     | 4281 ++++++++++++
 changelogs/requir.64-3_13_16_0dotb3.txt       |   16 +
 changelogs/requir.64-3_13_16_0slimb3.txt      | 1050 +++
 changelogs/requir.64-3_14_8_0dotb3.txt        |   16 +
 changelogs/requir.64-3_14_8_0dotfb3.txt       |   16 +
 changelogs/requir.64-3_14_8_0slimb3.txt       | 1052 +++
 changelogs/requir.64-3_14_8_0slimfb3.txt      |  944 +++
 changelogs/requir.64-3_15_0_5dotb3.txt        |   16 +
 changelogs/requir.64-3_15_0_5dotfb3.txt       |   16 +
 changelogs/requir.64-3_15_0_5slimb3.txt       |  856 +++
 changelogs/requir.64-3_15_0_5slimfb3.txt      |  778 +++
 30 files changed, 33605 insertions(+)
 create mode 100644 changelogs/WinPythondot-64bit-3.13.16.0b3.md
 create mode 100644 changelogs/WinPythondot-64bit-3.14.8.0b3.md
 create mode 100644 changelogs/WinPythondot-64bit-3.15.0.5b3.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.14.8.0b3.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.15.0.5b3.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.13.16.0b3.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.14.8.0b3.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.15.0.5b3.md
 create mode 100644 changelogs/WinPythonslimf-64bit-3.14.8.0b3.md
 create mode 100644 changelogs/WinPythonslimf-64bit-3.15.0.5b3.md
 create mode 100644 changelogs/pylock.64-3_13_16_0dotb3.toml
 create mode 100644 changelogs/pylock.64-3_13_16_0slimb3.toml
 create mode 100644 changelogs/pylock.64-3_14_8_0dotb3.toml
 create mode 100644 changelogs/pylock.64-3_14_8_0dotfb3.toml
 create mode 100644 changelogs/pylock.64-3_14_8_0slimb3.toml
 create mode 100644 changelogs/pylock.64-3_14_8_0slimfb3.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5dotb3.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5dotfb3.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5slimb3.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5slimfb3.toml
 create mode 100644 changelogs/requir.64-3_13_16_0dotb3.txt
 create mode 100644 changelogs/requir.64-3_13_16_0slimb3.txt
 create mode 100644 changelogs/requir.64-3_14_8_0dotb3.txt
 create mode 100644 changelogs/requir.64-3_14_8_0dotfb3.txt
 create mode 100644 changelogs/requir.64-3_14_8_0slimb3.txt
 create mode 100644 changelogs/requir.64-3_14_8_0slimfb3.txt
 create mode 100644 changelogs/requir.64-3_15_0_5dotb3.txt
 create mode 100644 changelogs/requir.64-3_15_0_5dotfb3.txt
 create mode 100644 changelogs/requir.64-3_15_0_5slimb3.txt
 create mode 100644 changelogs/requir.64-3_15_0_5slimfb3.txt

diff --git a/changelogs/WinPythondot-64bit-3.13.16.0b3.md b/changelogs/WinPythondot-64bit-3.13.16.0b3.md
new file mode 100644
index 00000000..4f6a0c79
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.13.16.0b3.md
@@ -0,0 +1,34 @@
+## WinPython 3.13.16.0dot
+
+The following packages are included in WinPython-64bit v3.13.16.0dot b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.13.16 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.14.8.0b3.md b/changelogs/WinPythondot-64bit-3.14.8.0b3.md
new file mode 100644
index 00000000..ff16eb82
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.14.8.0b3.md
@@ -0,0 +1,34 @@
+## WinPython 3.14.8.0dot
+
+The following packages are included in WinPython-64bit v3.14.8.0dot b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.14.8 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.15.0.5b3.md b/changelogs/WinPythondot-64bit-3.15.0.5b3.md
new file mode 100644
index 00000000..21ec697c
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.15.0.5b3.md
@@ -0,0 +1,34 @@
+## WinPython 3.15.0.5dot
+
+The following packages are included in WinPython-64bit v3.15.0.5dot b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondotf-64bit-3.14.8.0b3.md b/changelogs/WinPythondotf-64bit-3.14.8.0b3.md
new file mode 100644
index 00000000..a5fa27e2
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.14.8.0b3.md
@@ -0,0 +1,34 @@
+## WinPython 3.14.8.0dotf
+
+The following packages are included in WinPython-64bit v3.14.8.0dotf b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.14.8 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondotf-64bit-3.15.0.5b3.md b/changelogs/WinPythondotf-64bit-3.15.0.5b3.md
new file mode 100644
index 00000000..d7e85f07
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.15.0.5b3.md
@@ -0,0 +1,34 @@
+## WinPython 3.15.0.5dotf
+
+The following packages are included in WinPython-64bit v3.15.0.5dotf b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.13.16.0b3.md b/changelogs/WinPythonslim-64bit-3.13.16.0b3.md
new file mode 100644
index 00000000..033ee884
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.13.16.0b3.md
@@ -0,0 +1,552 @@
+## WinPython 3.13.16.0slim
+
+The following packages are included in WinPython-64bit v3.13.16.0slim b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.13.16 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.12.0 | A generic entrypoint for ADBC drivers.
+[aiofile](https://pypi.org/project/aiofile) | 3.12.3 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 1.11.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.12.2 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.6.0 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[cohere](https://pypi.org/project/cohere) | 7.0.8 | 
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
+[cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.5 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[duckdb](https://pypi.org/project/duckdb) | 1.5.6 | DuckDB in-process database
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.12.2 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.22.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.5.0 | Python Geocoding Toolbox
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[guidata](https://pypi.org/project/guidata) | 3.15.1 | Automatic GUI generation for easy dataset editing and display
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 1.2.1 | 
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.21.1 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.4 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.17 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[langchain](https://pypi.org/project/langchain) | 1.3.15 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.5.5 | Building applications with LLMs through composability
+[langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
+[langgraph](https://pypi.org/project/langgraph) | 1.2.11 | Building stateful, multi-actor applications with LLMs
+[langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.2.0 | Library with base interfaces for LangGraph checkpoint savers.
+[langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
+[langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.2 | SDK for interacting with LangGraph API
+[langsmith](https://pypi.org/project/langsmith) | 0.11.0 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[magika](https://pypi.org/project/magika) | 0.6.2 | A tool to determine the content type of a file with deep learning
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.3 | Convert HTML to markdown.
+[markitdown](https://pypi.org/project/markitdown) | 0.1.7 | Utility tool for converting various files to Markdown
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[mssql-python](https://pypi.org/project/mssql-python) | 1.13.0 | A Python library for interacting with Microsoft SQL Server
+[mssql-python-odbc](https://pypi.org/project/mssql-python-odbc) | 18.6.2.1 | Internal implementation package for mssql-python: Microsoft ODBC Driver 18 for SQL Server binaries. Not intended for direct use.
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.3 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
+[onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[orjson](https://pypi.org/project/orjson) | 3.11.8 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.4 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.2 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[plotpy](https://pypi.org/project/plotpy) | 2.11.0 | Curve and image plotting tools for Python/Qt applications
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.44.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.44.2 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.53 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.36.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.12 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyarrow](https://pypi.org/project/pyarrow) | 25.0.1 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.15.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.19.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.17.1 | The sip module support for PyQt5
+[pyqtgraph](https://pypi.org/project/pyqtgraph) | 0.14.0 | Scientific Graphics and GUI Library for Python
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.2.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pythonqwt](https://pypi.org/project/pythonqwt) | 0.16.3 | Qt plotting widgets for Python
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.2.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sparsediffpy](https://pypi.org/project/sparsediffpy) | 0.3.0 | Python bindings for SparseDiffEngine algorithmic differentiation
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder](https://pypi.org/project/spyder) | 6.1.7 | The Scientific Python Development Environment
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.6 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.2.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.14.6 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.63.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[superqt](https://pypi.org/project/superqt) | 0.8.2 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[tokenizers](https://pypi.org/project/tokenizers) | 0.23.1 | 
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.8.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.16 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+[zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.14.8.0b3.md b/changelogs/WinPythonslim-64bit-3.14.8.0b3.md
new file mode 100644
index 00000000..7d9e1e2a
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.14.8.0b3.md
@@ -0,0 +1,553 @@
+## WinPython 3.14.8.0slim
+
+The following packages are included in WinPython-64bit v3.14.8.0slim b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.14.8 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.12.0 | A generic entrypoint for ADBC drivers.
+[aiofile](https://pypi.org/project/aiofile) | 3.12.3 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 1.11.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.12.2 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.6.0 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[cohere](https://pypi.org/project/cohere) | 7.0.8 | 
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
+[cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.5 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[duckdb](https://pypi.org/project/duckdb) | 1.5.6 | DuckDB in-process database
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.12.2 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.22.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.5.0 | Python Geocoding Toolbox
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[guidata](https://pypi.org/project/guidata) | 3.15.1 | Automatic GUI generation for easy dataset editing and display
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 1.2.1 | 
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.21.1 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.4 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.17 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[langchain](https://pypi.org/project/langchain) | 1.3.15 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.5.5 | Building applications with LLMs through composability
+[langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
+[langgraph](https://pypi.org/project/langgraph) | 1.2.11 | Building stateful, multi-actor applications with LLMs
+[langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.2.0 | Library with base interfaces for LangGraph checkpoint savers.
+[langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
+[langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.2 | SDK for interacting with LangGraph API
+[langsmith](https://pypi.org/project/langsmith) | 0.11.0 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[magika](https://pypi.org/project/magika) | 0.6.2 | A tool to determine the content type of a file with deep learning
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.3 | Convert HTML to markdown.
+[markitdown](https://pypi.org/project/markitdown) | 0.1.7 | Utility tool for converting various files to Markdown
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[mssql-python](https://pypi.org/project/mssql-python) | 1.13.0 | A Python library for interacting with Microsoft SQL Server
+[mssql-python-odbc](https://pypi.org/project/mssql-python-odbc) | 18.6.2.1 | Internal implementation package for mssql-python: Microsoft ODBC Driver 18 for SQL Server binaries. Not intended for direct use.
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.3 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
+[onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[orjson](https://pypi.org/project/orjson) | 3.12.0 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.4 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.2 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[plotpy](https://pypi.org/project/plotpy) | 2.11.0 | Curve and image plotting tools for Python/Qt applications
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.44.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.44.2 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.53 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.36.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.12 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyarrow](https://pypi.org/project/pyarrow) | 25.0.1 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.15.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.19.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.17.1 | The sip module support for PyQt5
+[pyqtgraph](https://pypi.org/project/pyqtgraph) | 0.14.0 | Scientific Graphics and GUI Library for Python
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.2.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pythonqwt](https://pypi.org/project/pythonqwt) | 0.16.3 | Qt plotting widgets for Python
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.2.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sparsediffpy](https://pypi.org/project/sparsediffpy) | 0.3.0 | Python bindings for SparseDiffEngine algorithmic differentiation
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder](https://pypi.org/project/spyder) | 6.1.7 | The Scientific Python Development Environment
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.6 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.2.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.14.6 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.63.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[superqt](https://pypi.org/project/superqt) | 0.8.2 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[tokenizers](https://pypi.org/project/tokenizers) | 0.23.1 | 
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.8.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.16 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+[zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.15.0.5b3.md b/changelogs/WinPythonslim-64bit-3.15.0.5b3.md
new file mode 100644
index 00000000..1a27cea3
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.15.0.5b3.md
@@ -0,0 +1,455 @@
+## WinPython 3.15.0.5slim
+
+The following packages are included in WinPython-64bit v3.15.0.5slim b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[aiofile](https://pypi.org/project/aiofile) | 3.12.3 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 1.11.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[autopep8](https://pypi.org/project/autopep8) | 2.3.2 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.12.2 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.6.0 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.4 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.4.0 | Python library for calculating contours of 2D quadrilateral grids
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.3.0 | The Cython compiler for writing C extensions in the Python language.
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.22.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.3.0 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.65.0 | Tools to manipulate font files
+[formulaic](https://pypi.org/project/formulaic) | 1.2.2 | An implementation of Wilkinson formulas.
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.5.0 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[interface-meta](https://pypi.org/project/interface-meta) | 2.0.1 | `interface_meta` provides a convenient way to expose an extensible API with enforced method signatures and consistent documentation.
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 7.2.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 0.8.7 | a library for doing approximate and phonetic matching of strings.
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.17.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.17 | Jupyter interactive widgets for JupyterLab
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.1 | A fast implementation of the Cassowary constraint solver
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.50.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.3 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.3 | Convert HTML to markdown.
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.4 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.2 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.6.0 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[numba](https://pypi.org/project/numba) | 0.68.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.62b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.20.0 | Optimized PyTree Utilities.
+[orjson](https://pypi.org/project/orjson) | 3.12.0 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.6 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 1.44.2 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 1.44.2 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.53 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.36.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.13 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.14.0 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.14.0b2 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.49.0 | Core functionality for Pydantic validation and serialization
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.4.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.15.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.19.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.2.0 | JSON Log Formatter for the Python Logging Package
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.10.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pyzmq](https://pypi.org/project/pyzmq) | 27.2.0 | Python bindings for 0MQ
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.6 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.9.10 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.1 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.3.1 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.2.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.15.0 | Statistical computations and models for Python
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.14.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 6.0.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.8.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.14.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.16 | Jupyter interactive widgets for Jupyter Notebook
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wrapt](https://pypi.org/project/wrapt) | 2.4.0 | Module for decorators, wrappers and monkey patching.
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 4.0.1 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslimf-64bit-3.14.8.0b3.md b/changelogs/WinPythonslimf-64bit-3.14.8.0b3.md
new file mode 100644
index 00000000..2e2ea30e
--- /dev/null
+++ b/changelogs/WinPythonslimf-64bit-3.14.8.0b3.md
@@ -0,0 +1,499 @@
+## WinPython 3.14.8.0slimf
+
+The following packages are included in WinPython-64bit v3.14.8.0slimf b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.14.8 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.12.0 | A generic entrypoint for ADBC drivers.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 1.11.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 25.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.5 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.22.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.5.0 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.14.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.21.1 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.4 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.17 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.3 | Convert HTML to markdown.
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistralai](https://pypi.org/project/mistralai) | 2.8.0 | Python Client SDK for the Mistral AI API.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.3 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.3 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.39.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.60b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.4 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.2 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.53 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[pyarrow](https://pypi.org/project/pyarrow) | 25.0.1 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.8.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.15.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.0.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.19.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.2.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.2.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.10.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.6 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.2.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[streamlit](https://pypi.org/project/streamlit) | 1.63.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.12.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.8.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 16.1.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.16 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslimf-64bit-3.15.0.5b3.md b/changelogs/WinPythonslimf-64bit-3.15.0.5b3.md
new file mode 100644
index 00000000..fc3f13c0
--- /dev/null
+++ b/changelogs/WinPythonslimf-64bit-3.15.0.5b3.md
@@ -0,0 +1,416 @@
+## WinPython 3.15.0.5slimf
+
+The following packages are included in WinPython-64bit v3.15.0.5slimf b3.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.15.0rc2 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[aiofile](https://pypi.org/project/aiofile) | 3.12.3 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 1.11.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.14.2 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 26.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[autopep8](https://pypi.org/project/autopep8) | 2.3.2 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.12.2 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.1.4 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.6.0 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.5.1 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.4.0 | Python library for calculating contours of 2D quadrilateral grids
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.3.0 | The Cython compiler for writing C extensions in the Python language.
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.22.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.3.0 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.65.0 | Tools to manipulate font files
+[formulaic](https://pypi.org/project/formulaic) | 1.2.2 | An implementation of Wilkinson formulas.
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.0.60 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.5.0 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[interface-meta](https://pypi.org/project/interface-meta) | 2.0.1 | `interface_meta` provides a convenient way to expose an extensible API with enforced method signatures and consistent documentation.
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.12.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 0.8.7 | a library for doing approximate and phonetic matching of strings.
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.17.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.0.6 | A more powerful JSONPath implementation in modern python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.17 | Jupyter interactive widgets for JupyterLab
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.1 | A fast implementation of the Cassowary constraint solver
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.0.3 | Links recognition library with FULL unicode support.
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.33.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.3 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.3 | Convert HTML to markdown.
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.4 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.2 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.6.0 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[multidict](https://pypi.org/project/multidict) | 6.7.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.24.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[numpy](https://pypi.org/project/numpy) | 2.5.2 | Fundamental package for array computing in Python
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.62b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.20.0 | Optimized PyTree Utilities.
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.6 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.53 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.14.0 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.14.0b2 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.49.0 | Core functionality for Pydantic validation and serialization
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.4.0 | passive checker of Python programs
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.15.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.19.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.2.0 | JSON Log Formatter for the Python Logging Package
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.10.0 | PyWavelets, wavelet transform module
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pyzmq](https://pypi.org/project/pyzmq) | 27.2.0 | Python bindings for 0MQ
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.6 | rapid fuzzy string matching
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.9.10 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.0 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.1 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.3.1 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.2.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.15.0 | Statistical computations and models for Python
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.14.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.1.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.6a1 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 6.0.0 | Ultra fast JSON encoder and decoder for Python
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.8.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.8 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.16 | Jupyter interactive widgets for Jupyter Notebook
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wrapt](https://pypi.org/project/wrapt) | 2.4.0 | Module for decorators, wrappers and monkey patching.
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 4.0.1 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.7.4 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
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diff --git a/changelogs/requir.64-3_13_16_0slimb3.txt b/changelogs/requir.64-3_13_16_0slimb3.txt
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+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
+cffi==2.1.1 \
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+    --hash=sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb
+sphinxcontrib-serializinghtml==2.0.0 \
+    --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331
+spyder==6.1.7 \
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+spyder-kernels==3.1.6 \
+    --hash=sha256:c4673613efa49e3cba59ec4105c7065b9165c65730f3fdfdfbbba3c3bd227c93
+sqlalchemy==2.0.51 \
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+sqlite-fts4==1.0.3 \
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+sqlite-utils==4.2.1 \
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+sse-starlette==3.4.8 \
+    --hash=sha256:6e82314c786709a3cd9520f2285cf9fff90e181e598e8a357b0cf80f66afba0d
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+superqt==0.8.2 \
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+terminado==0.18.1 \
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+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
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+    --hash=sha256:e7bfaf995c1bdbbd21d13539decb6650967013759318627d85daeb7881af16b7
+toml==0.10.2 \
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+tomli-w==1.2.0 \
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+watchdog==6.0.0 \
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+yapf==0.43.0 \
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+yarl==1.24.5 \
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+yt-dlp==2026.7.4 \
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+zipp==4.1.0 \
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+zstandard==0.25.0 \
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diff --git a/changelogs/requir.64-3_14_8_0dotb3.txt b/changelogs/requir.64-3_14_8_0dotb3.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/changelogs/requir.64-3_14_8_0dotb3.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/changelogs/requir.64-3_14_8_0dotfb3.txt b/changelogs/requir.64-3_14_8_0dotfb3.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/changelogs/requir.64-3_14_8_0dotfb3.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/changelogs/requir.64-3_14_8_0slimb3.txt b/changelogs/requir.64-3_14_8_0slimb3.txt
new file mode 100644
index 00000000..bb507fec
--- /dev/null
+++ b/changelogs/requir.64-3_14_8_0slimb3.txt
@@ -0,0 +1,1052 @@
+absl-py==2.5.0 \
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+aiofile==3.12.3 \
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+aiofiles==25.1.0 \
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+aiohappyeyeballs==2.7.1 \
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+alabaster==1.0.0 \
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+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+asyncssh==2.24.0 \
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+attrs==26.1.0 \
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+autopep8==2.0.4 \
+    --hash=sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb
+azure-core==1.41.0 \
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+baresql==1.0.0 \
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+certifi==2026.1.4 \
+    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c
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+sphinxcontrib-serializinghtml==2.0.0 \
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+yarl==1.24.5 \
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+yt-dlp==2026.7.4 \
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+zipp==4.1.0 \
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+zstandard==0.25.0 \
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diff --git a/changelogs/requir.64-3_14_8_0slimfb3.txt b/changelogs/requir.64-3_14_8_0slimfb3.txt
new file mode 100644
index 00000000..457c4c3b
--- /dev/null
+++ b/changelogs/requir.64-3_14_8_0slimfb3.txt
@@ -0,0 +1,944 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.12.0 \
+    --hash=sha256:cfa08f8c7c63e3fa92eb4e26ef4d8a9520cf92a39281cd011821f6f16a963080
+aiofiles==25.1.0 \
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+aiohappyeyeballs==2.7.1 \
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+aiohttp==3.14.3 \
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+aiosignal==1.4.0 \
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+aiosqlite==0.22.1 \
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+alabaster==1.0.0 \
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+alembic==1.18.5 \
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+altair==6.2.2 \
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+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
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+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
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+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.5.10 \
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+tqdm==4.70.0 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+traitlets==5.16.1 \
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+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
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+trove-classifiers==2026.6.1.19 \
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+twine==7.0.0 \
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+typing-inspection==0.4.4 \
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+tzdata==2026.3 \
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+uc-micro-py==2.0.0 \
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+watchdog==6.0.0 \
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+xarray==2026.7.0 \
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+yapf==0.43.0 \
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+yarl==1.24.5 \
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+yt-dlp==2026.7.4 \
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+zipp==4.1.0 \
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diff --git a/changelogs/requir.64-3_15_0_5dotb3.txt b/changelogs/requir.64-3_15_0_5dotb3.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5dotb3.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/changelogs/requir.64-3_15_0_5dotfb3.txt b/changelogs/requir.64-3_15_0_5dotfb3.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5dotfb3.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
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+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
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+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
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diff --git a/changelogs/requir.64-3_15_0_5slimb3.txt b/changelogs/requir.64-3_15_0_5slimb3.txt
new file mode 100644
index 00000000..ef14bd48
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5slimb3.txt
@@ -0,0 +1,856 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
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+aiofiles==25.1.0 \
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+    --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
+rfc3339-validator==0.1.4 \
+    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+rfc3986==2.0.0 \
+    --hash=sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd
+rfc3986-validator==0.1.1 \
+    --hash=sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9
+rfc3987-syntax==1.1.0 \
+    --hash=sha256:6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb
+roman-numerals==4.1.0 \
+    --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
+rope==1.14.0 \
+    --hash=sha256:00a7ea8c0c376fc0b053b2f2f8ef3bfb8b50fecf1ebf3eb80e4f8bd7f1941918
+rpds-py==2026.6.3 \
+    --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146
+rsa==4.9.1 \
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+rtree==1.4.1 \
+    --hash=sha256:efe125f416fd27150197ab8521158662943a40f87acab8028a1aac4ad667a489
+ruff==0.16.1 \
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+rx==3.2.0 \
+    --hash=sha256:922c5f4edb3aa1beaa47bf61d65d5380011ff6adcd527f26377d05cb73ed8ec8
+scikit-learn==1.9.1 \
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+scipy==1.18.1 \
+    --hash=sha256:92c14f5bdbfb6216315ce33e78080474082de8b3830122ba97809bfbe65f75c0
+scramp==1.4.17 \
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+scs==3.3.1 \
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+seaborn==0.13.2 \
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+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+simplejson==4.1.2 \
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+simpy==4.1.2 \
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+six==1.17.0 \
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+sklearn-compat==0.1.6 \
+    --hash=sha256:b555db6c09d21eb50ee4a767dc08478a865f33f0e42b3ff8fc33f33c616bd7c1
+smmap==5.0.3 \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
+sortedcontainers==2.4.0 \
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+sounddevice==0.5.5 \
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+soundfile==0.14.0 \
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+    --hash=sha256:8089a26fd974ca7a1f30276d3d8492ab266ab15af581642dfe8aa162e0c1c823
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.2.1 \
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+sse-starlette==3.4.8 \
+    --hash=sha256:6e82314c786709a3cd9520f2285cf9fff90e181e598e8a357b0cf80f66afba0d
+sspilib==0.5.0 \
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+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
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+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+thefuzz==0.22.1 \
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+threadpoolctl==3.6.0 \
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+three-merge==0.1.1 \
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+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.14.0 \
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+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
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+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
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+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.5.10 \
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+tqdm==4.70.0 \
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+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
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+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3
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+tzdata==2026.3 \
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+uc-micro-py==2.0.0 \
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+uncertainties==3.2.3 \
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+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
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+waitress==3.0.2 \
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+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
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+webcolors==25.10.0 \
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+websocket-client==1.9.0 \
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+websockets==15.0.1 \
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+werkzeug==3.1.8 \
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+whatthepatch==1.0.7 \
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+widgetsnbextension==4.0.16 \
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+wrapt==2.4.0 \
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+wsproto==1.3.2 \
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+xarray==2026.7.0 \
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+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+xxhash==4.0.1 \
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+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
diff --git a/changelogs/requir.64-3_15_0_5slimfb3.txt b/changelogs/requir.64-3_15_0_5slimfb3.txt
new file mode 100644
index 00000000..7b080cca
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5slimfb3.txt
@@ -0,0 +1,778 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+aiofile==3.12.3 \
+    --hash=sha256:5c1bcc9e929c50834608e8cc1a4cc1d7503eb60c15a535b779fd39e2f372c017
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
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+altair==6.2.2 \
+    --hash=sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101
+annotated-types==0.8.0 \
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+anthropic==1.11.0 \
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+anyio==4.14.2 \
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+anywidget==0.11.0 \
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+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
+argcomplete==3.7.2 \
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+argon2-cffi==25.1.0 \
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+argon2-cffi-bindings==26.1.0 \
+    --hash=sha256:1a0a29ed86960e44eaace7e081bdfab4f08b012fd96ec8edba71e2ad020939e4
+array-api-compat==1.15.0 \
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+arrow==1.4.0 \
+    --hash=sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205
+asgi-csrf==0.11 \
+    --hash=sha256:03ac140115f39d4295288a9adf74fdc6ae607f6ef44abee8466520458207242b
+asgiref==3.12.1 \
+    --hash=sha256:fe386d1c2bff7259ea95929266d12a8cf9a8b5a1c2598402967d8792e7a7c094
+asn1crypto==1.5.1 \
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+asteval==1.0.9 \
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+astroid==4.0.4 \
+    --hash=sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753
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+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0
+requests-toolbelt==1.0.0 \
+    --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
+rfc3339-validator==0.1.4 \
+    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+rfc3986==2.0.0 \
+    --hash=sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd
+rfc3986-validator==0.1.1 \
+    --hash=sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9
+rfc3987-syntax==1.1.0 \
+    --hash=sha256:6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb
+roman-numerals==4.1.0 \
+    --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
+rope==1.14.0 \
+    --hash=sha256:00a7ea8c0c376fc0b053b2f2f8ef3bfb8b50fecf1ebf3eb80e4f8bd7f1941918
+rpds-py==2026.6.3 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324
+rsa==4.9.1 \
+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762
+rtree==1.4.1 \
+    --hash=sha256:efe125f416fd27150197ab8521158662943a40f87acab8028a1aac4ad667a489
+ruff==0.16.1 \
+    --hash=sha256:09b05e8b90c2cb06ad63464350e7a45e8e44a2dfe52072ebfba6666ca8d3f596
+rx==3.2.0 \
+    --hash=sha256:922c5f4edb3aa1beaa47bf61d65d5380011ff6adcd527f26377d05cb73ed8ec8
+scikit-learn==1.9.1 \
+    --hash=sha256:ffbcbbbb44202fbe9bc64bced25a145759adb9ef010b3d37a8064958ac13df2a
+scipy==1.18.1 \
+    --hash=sha256:5632e3ae3d09197c446310cd5187de63e28448ce22f0f67b2b93d97503c0c230
+scramp==1.4.17 \
+    --hash=sha256:a4e3fd2e8169461a28a13777a166d3da94274454f0714a7d3023fee124474ac8
+scs==3.3.1 \
+    --hash=sha256:98cb9677e2e8b33ce7850ca4c3df58e4f6f89143ed11822699e63c293c53181d
+seaborn==0.13.2 \
+    --hash=sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987
+send2trash==2.1.0 \
+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+simplejson==4.1.2 \
+    --hash=sha256:93f95f6769f37f4c3763666950b23bf9b9230b60bf1d718845e92db2ebcbf32d
+simpy==4.1.2 \
+    --hash=sha256:43071f84b6512c9b4fcb33ef057f240ccb1d1f3b263f9b4f9229d072e310b372
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274
+sklearn-compat==0.1.6 \
+    --hash=sha256:b555db6c09d21eb50ee4a767dc08478a865f33f0e42b3ff8fc33f33c616bd7c1
+smmap==5.0.3 \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
+sortedcontainers==2.4.0 \
+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sounddevice==0.5.5 \
+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.14.0 \
+    --hash=sha256:299491d3499460fb1b74bb4bd78b57ffc2d243a5fafa7b6ec1b264875c78453e
+soupsieve==2.9.2 \
+    --hash=sha256:8089a26fd974ca7a1f30276d3d8492ab266ab15af581642dfe8aa162e0c1c823
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.2.1 \
+    --hash=sha256:7fbaee670713b25eceba05779b844f0895efaf680d9a226fa5ba7dfe165721c5
+sqlparse==0.6.0 \
+    --hash=sha256:b861c0288ce2fa56209a9a6412d2e066ac664b3873b89c26c9d8415e8e32996f
+squarify==0.4.4 \
+    --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
+sse-starlette==3.4.8 \
+    --hash=sha256:6e82314c786709a3cd9520f2285cf9fff90e181e598e8a357b0cf80f66afba0d
+stack-data==0.6.3 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==1.6.0 \
+    --hash=sha256:a86dd39d14bb45f85a3d18525215a9ef0cfd1f192ac793220e72598c90335f0c
+statsmodels==0.15.0 \
+    --hash=sha256:38038823fbe86f11e09433b4a0f4af5f102327c3137a1604b002ce3cf722a31f
+sympy==1.14.0 \
+    --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
+tabulate==0.10.0 \
+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
+tenacity==9.1.4 \
+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
+termcolor==3.3.0 \
+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+thefuzz==0.22.1 \
+    --hash=sha256:59729b33556850b90e1093c4cf9e618af6f2e4c985df193fdf3c5b5cf02ca481
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.14.0 \
+    --hash=sha256:561e7580f84a79859af1ef6f676968e9030fcc3fe195700b15235bca64f009c9
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304
+toolz==1.1.0 \
+    --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+tornado==6.6a1 \
+    --hash=sha256:00805c21cdab5bdb1383428661261aac5182b3067bf43ff52c2142d0d71d5a90
+tqdm==4.70.0 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+traitlets==5.16.1 \
+    --hash=sha256:f775618166caa0396c8e337099240f2bd3e5e917d203b2e6fbe21a58d3cb1f6b
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3
+truststore==0.10.4 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.4 \
+    --hash=sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147
+tzdata==2026.3 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
+tzlocal==5.4.4 \
+    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
+uc-micro-py==2.0.0 \
+    --hash=sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c
+ujson==6.0.0 \
+    --hash=sha256:801ff407fda799f4ff98d960342128b065a14113eaccfc116b50092342636861
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.8.0 \
+    --hash=sha256:0cf3cae568d36aa9576b28dfb35f11328f1cb974ca7647d9475ebb86c75ac6e3
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+vega-datasets==0.9.0 \
+    --hash=sha256:3d7c63917be6ca9b154b565f4779a31fedce57b01b5b9d99d8a34a7608062a1d
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+werkzeug==3.1.8 \
+    --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+widgetsnbextension==4.0.16 \
+    --hash=sha256:a31a8774885b96fe825462f5d6496166f0c7cae111195b6465c801d230eb5a4e
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
+wrapt==2.4.0 \
+    --hash=sha256:85ed3c67fd39e8d9a36c224758cb6f2f4eb277d07ea677930caa0008c18ec002
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xarray==2026.7.0 \
+    --hash=sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+xxhash==4.0.1 \
+    --hash=sha256:daade8936c4deaaf7b01561324ce438ba4f885d717e9adc62b4d67212ad7d7bd
+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f

From 57ceb8088f27f8298caa52d7fd8bcfaaadf00632 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sat, 10 Oct 2026 15:51:20 +0200
Subject: [PATCH 097/100] add more packages for 3.15

---
 cycles/2026_04.toml                           |   22 +-
 .../cycle_2026_04/pylock.64-3_15_0_5slim.toml | 4974 +++++++++++++++++
 .../pylock.64-3_15_0_5slimf.toml              | 4435 +++++++++++++++
 .../cycle_2026_04/requir.64-3_15_0_5slim.txt  |  904 +++
 .../cycle_2026_04/requir.64-3_15_0_5slimf.txt |  806 +++
 5 files changed, 11130 insertions(+), 11 deletions(-)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slim.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimf.toml
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5slim.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimf.txt

diff --git a/cycles/2026_04.toml b/cycles/2026_04.toml
index bc5b966d..7835c7d8 100644
--- a/cycles/2026_04.toml
+++ b/cycles/2026_04.toml
@@ -4,7 +4,7 @@
 # is a new file rather than a copy of the workflow.
 
 cycle_dir     = "winpython/portable/cycle_2026_04"
-release_level = "b3"
+release_level = ""
 
 # The build publishes under "<this file's name with dashes><release level>", so
 # this cycle releases as 2026-04b1 and a respin is a release_level bump rather
@@ -19,28 +19,28 @@ sha256 = "11eb6dbe5286c9e5edb0cca4412e7d99ec6578ec04158b0b7fe11f7fd96688e5"
 
 [pythons."3.13"]
 ver2 = "3.13.16.0"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261001/cpython-3.13.16+20261001-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "c402eb9a35aba90de319bbc87d23e6d887eca1551a05cfa80775f92dcf3ebc08"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261009/cpython-3.13.16+20261009-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "3a7adfb69e3ff02a41ed38ac637808532b438ab3c8619af46ca5dbec5c1f5190"
 
 [pythons."3.14"]
 ver2 = "3.14.8.0"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261001/cpython-3.14.8+20261001-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "b7ff8b700995379e425b39abce9b087d84a45aa265ea465c0069c2747ea5b2ea"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261009/cpython-3.14.8+20261009-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "5b6fa7ddeabe23ae83d7b54e5043eb4fa1ccb10a73fa4c6b0f541dea8160d505"
 
 [pythons."3.14F"]
 ver2 = "3.14.8.0"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261001/cpython-3.14.8+20261001-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
-sha  = "54e9c8f043096138307b8d6b2c9ac43c19a3815a42f5cfb5b0e3e63cebe4fcbe"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261009/cpython-3.14.8+20261009-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "59abbca53cd0d1d34a6daf84977ad70e887a2e198bcea86fa80de920bad547f6"
 
 [pythons."3.15"]
 ver2 = "3.15.0.5"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261001/cpython-3.15.0rc2+20261001-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
-sha  = "eeb52e6b8507b118103654b111a662b7b4fd86ea1a56aba840ec84a15b6d8d39"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261009/cpython-3.15.0+20261009-x86_64-pc-windows-msvc-install_only_stripped.tar.gz"
+sha  = "0943854634fa0fc4faf2a37d900bc7e1a6f89afd7ac576b22d17f39142c63b55"
 
 [pythons."3.15F"]
 ver2 = "3.15.0.5"
-src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261001/cpython-3.15.0rc2+20261001-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
-sha  = "acbce6861f62b9fbcde459433d9e8e4d596c6a81da84632700f0170b6d6c9404"
+src  = "https://github.com/astral-sh/python-build-standalone/releases/download/20261009/cpython-3.15.0+20261009-x86_64-pc-windows-msvc-freethreaded-install_only_stripped.tar.gz"
+sha  = "bbbddf065307def1f7f7f31525c1a735c1b015417b893f2e2ff8762d7d689973"
 
 # Flavors become the job matrix. 2026-02 renamed "free" to "dotf", so this
 # varies per cycle too and belongs in the cycle file.
diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slim.toml b/winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slim.toml
new file mode 100644
index 00000000..2d6012b6
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slim.toml
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index 00000000..40ca1149
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slim.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slim.txt
new file mode 100644
index 00000000..f33423a7
--- /dev/null
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+yarl==1.25.1 \
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+zipp==4.1.0 \
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimf.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimf.txt
new file mode 100644
index 00000000..97dc6705
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimf.txt
@@ -0,0 +1,806 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+aiofile==3.12.3 \
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+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiohttp==3.14.4 \
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+aiosignal==1.4.0 \
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+aiosqlite==0.22.1 \
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+alabaster==1.0.0 \
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+alembic==1.18.5 \
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+altair==6.2.2 \
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+    --hash=sha256:6029205678bdd9c1c728a155f5f9ecf5812393f969eef58807641a2bc2aa5b19
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+    --hash=sha256:1a0a29ed86960e44eaace7e081bdfab4f08b012fd96ec8edba71e2ad020939e4
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+    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
+python-dotenv==1.2.2 \
+    --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a
+python-json-logger==4.2.0 \
+    --hash=sha256:158a52126fcd6869e09574d2b66272666f3dc8f468c62637ef9a1fa883719cb9
+python-multipart==0.0.32 \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
+python-slugify==8.0.4 \
+    --hash=sha256:276540b79961052b66b7d116620b36518847f52d5fd9e3a70164fc8c50faa6b8
+pytokens==0.4.1 \
+    --hash=sha256:26cef14744a8385f35d0e095dc8b3a7583f6c953c2e3d269c7f82484bf5ad2de
+pytoolconfig==1.3.1 \
+    --hash=sha256:5d8cea8ae1996938ec3eaf44567bbc5ef1bc900742190c439a44a704d6e1b62b
+pyuca==1.2 \
+    --hash=sha256:abaa12e1bd2c7c68ca8396ff8383bc0654a739cef3ae68fd7af58bf29af0a91e
+pyusb==1.3.1 \
+    --hash=sha256:bf9b754557af4717fe80c2b07cc2b923a9151f5c08d17bdb5345dac09d6a0430
+pyvisa==1.16.2 \
+    --hash=sha256:54f034adafd3e8d1858d57cdafec64e920444f4b84b31c9fd17487fbad0a197a
+pyviz-comms==3.0.6 \
+    --hash=sha256:4eba6238cd4a7f4add2d11879ce55411785b7d38a7c5dba42c7a0826ca53e6c2
+pywavelets==1.10.0 \
+    --hash=sha256:417a6922a8e1c881554fe2c48317122847a77098a6e75abc50e8ed45d4f616a4
+pywin32-ctypes==0.2.3 \
+    --hash=sha256:8a1513379d709975552d202d942d9837758905c8d01eb82b8bcc30918929e7b8
+pyzmq==27.2.0 \
+    --hash=sha256:edce90a1e588ec63adbf612cc0ad582de4169cd216c7ae53c15f42a2ee902f35
+qrcode==8.2 \
+    --hash=sha256:16e64e0716c14960108e85d853062c9e8bba5ca8252c0b4d0231b9df4060ff4f
+quart==0.20.0 \
+    --hash=sha256:003c08f551746710acb757de49d9b768986fd431517d0eb127380b656b98b8f1
+rapidfuzz==3.14.6 \
+    --hash=sha256:3d502769263318690d4f6638b08483979d1b88cdc7c6f087482eea935fde4031
+referencing==0.37.0 \
+    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231
+regex==2026.9.10 \
+    --hash=sha256:07b45ba5c94b8fcb30cb6c56a11f715c57533a3017964504322ea52690a27b72
+reportlab==5.0.0 \
+    --hash=sha256:9d5a3affa84919e1111ede580031266a570e93b1ce388219621347965ff1d93c
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0
+requests-toolbelt==1.0.0 \
+    --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
+rfc3339-validator==0.1.4 \
+    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+rfc3986==2.0.0 \
+    --hash=sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd
+rfc3986-validator==0.1.1 \
+    --hash=sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9
+rfc3987-syntax==1.1.0 \
+    --hash=sha256:6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb
+roman-numerals==4.1.0 \
+    --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
+rope==1.14.0 \
+    --hash=sha256:00a7ea8c0c376fc0b053b2f2f8ef3bfb8b50fecf1ebf3eb80e4f8bd7f1941918
+rpds-py==2026.6.3 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324
+rsa==4.9.1 \
+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762
+rtree==1.4.1 \
+    --hash=sha256:efe125f416fd27150197ab8521158662943a40f87acab8028a1aac4ad667a489
+ruff==0.16.1 \
+    --hash=sha256:09b05e8b90c2cb06ad63464350e7a45e8e44a2dfe52072ebfba6666ca8d3f596
+rx==3.2.0 \
+    --hash=sha256:922c5f4edb3aa1beaa47bf61d65d5380011ff6adcd527f26377d05cb73ed8ec8
+scikit-learn==1.9.1 \
+    --hash=sha256:ffbcbbbb44202fbe9bc64bced25a145759adb9ef010b3d37a8064958ac13df2a
+scipy==1.18.1 \
+    --hash=sha256:5632e3ae3d09197c446310cd5187de63e28448ce22f0f67b2b93d97503c0c230
+scramp==1.4.17 \
+    --hash=sha256:a4e3fd2e8169461a28a13777a166d3da94274454f0714a7d3023fee124474ac8
+scs==3.3.1 \
+    --hash=sha256:98cb9677e2e8b33ce7850ca4c3df58e4f6f89143ed11822699e63c293c53181d
+seaborn==0.13.2 \
+    --hash=sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987
+send2trash==2.1.0 \
+    --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+shapely==2.2.0 \
+    --hash=sha256:287ec7602f7a114b862ae0123880e57160cebe059843a4c7028aaee9e74287f6
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686
+simplejson==4.1.2 \
+    --hash=sha256:93f95f6769f37f4c3763666950b23bf9b9230b60bf1d718845e92db2ebcbf32d
+simpy==4.1.2 \
+    --hash=sha256:43071f84b6512c9b4fcb33ef057f240ccb1d1f3b263f9b4f9229d072e310b372
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274
+sklearn-compat==0.1.6 \
+    --hash=sha256:b555db6c09d21eb50ee4a767dc08478a865f33f0e42b3ff8fc33f33c616bd7c1
+skrub==0.11.0 \
+    --hash=sha256:9cf5bda8c5d35ec3b9669a451b1ae03a5789b5f8cd328f2df224b115fa9fe931
+smmap==5.0.3 \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752
+sortedcontainers==2.4.0 \
+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+sounddevice==0.5.5 \
+    --hash=sha256:cfc6b2c49fb7f555591c78cb8ecf48d6a637fd5b6e1db5fec6ed9365d64b3519
+soundfile==0.14.0 \
+    --hash=sha256:299491d3499460fb1b74bb4bd78b57ffc2d243a5fafa7b6ec1b264875c78453e
+soupsieve==2.9.2 \
+    --hash=sha256:8089a26fd974ca7a1f30276d3d8492ab266ab15af581642dfe8aa162e0c1c823
+sqlalchemy==2.0.51 \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+sqlite-fts4==1.0.3 \
+    --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f
+sqlite-utils==4.2.1 \
+    --hash=sha256:7fbaee670713b25eceba05779b844f0895efaf680d9a226fa5ba7dfe165721c5
+sqlparse==0.6.0 \
+    --hash=sha256:b861c0288ce2fa56209a9a6412d2e066ac664b3873b89c26c9d8415e8e32996f
+squarify==0.4.4 \
+    --hash=sha256:d7597724e29d48aa14fd2f551060d6b09e1f0a67e4cd3ea329fe03b4c9a56f11
+sse-starlette==3.4.8 \
+    --hash=sha256:6e82314c786709a3cd9520f2285cf9fff90e181e598e8a357b0cf80f66afba0d
+stack-data==0.6.3 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==1.6.0 \
+    --hash=sha256:a86dd39d14bb45f85a3d18525215a9ef0cfd1f192ac793220e72598c90335f0c
+statsmodels==0.15.0 \
+    --hash=sha256:38038823fbe86f11e09433b4a0f4af5f102327c3137a1604b002ce3cf722a31f
+streamlit==1.59.1 \
+    --hash=sha256:b00d41fa9024d28ab30b81e56ddf07d61cda6ae625231dcb13e0be6c07ef1e0f
+sympy==1.14.0 \
+    --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
+tabulate==0.10.0 \
+    --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
+tenacity==9.1.4 \
+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
+termcolor==3.3.0 \
+    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
+text-unidecode==1.3 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+textdistance==4.6.3 \
+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+thefuzz==0.22.1 \
+    --hash=sha256:59729b33556850b90e1093c4cf9e618af6f2e4c985df193fdf3c5b5cf02ca481
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.14.0 \
+    --hash=sha256:561e7580f84a79859af1ef6f676968e9030fcc3fe195700b15235bca64f009c9
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304
+toolz==1.2.0 \
+    --hash=sha256:890f820b1cb8152785aaf9386d8707770110809035800985ca65cb24ce1120ef
+tornado==6.6b1 \
+    --hash=sha256:a408a89783ea934c89c5e25d16970e22bddebbb5c4934a049ecca9b1138bae05
+tqdm==4.70.0 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+traitlets==5.16.1 \
+    --hash=sha256:f775618166caa0396c8e337099240f2bd3e5e917d203b2e6fbe21a58d3cb1f6b
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3
+truststore==0.10.4 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.4 \
+    --hash=sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147
+tzdata==2026.3 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
+tzlocal==5.4.4 \
+    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
+uc-micro-py==2.0.0 \
+    --hash=sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c
+ujson==6.0.0 \
+    --hash=sha256:801ff407fda799f4ff98d960342128b065a14113eaccfc116b50092342636861
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.8.0 \
+    --hash=sha256:0cf3cae568d36aa9576b28dfb35f11328f1cb974ca7647d9475ebb86c75ac6e3
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+vega-datasets==0.9.0 \
+    --hash=sha256:3d7c63917be6ca9b154b565f4779a31fedce57b01b5b9d99d8a34a7608062a1d
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==15.0.1 \
+    --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
+werkzeug==3.1.8 \
+    --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+widgetsnbextension==4.0.16 \
+    --hash=sha256:a31a8774885b96fe825462f5d6496166f0c7cae111195b6465c801d230eb5a4e
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
+wrapt==2.4.0 \
+    --hash=sha256:85ed3c67fd39e8d9a36c224758cb6f2f4eb277d07ea677930caa0008c18ec002
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xarray==2026.7.0 \
+    --hash=sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+xxhash==4.0.1 \
+    --hash=sha256:daade8936c4deaaf7b01561324ce438ba4f885d717e9adc62b4d67212ad7d7bd
+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.25.1 \
+    --hash=sha256:b13b88747769537f3d32e89e3a735da10c0a9e35d7322928c701b5f93d3afffd
+yt-dlp==2026.7.4 \
+    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f

From 9c8075401b1838e8953c34476160476763da69e2 Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 11 Oct 2026 13:12:03 +0200
Subject: [PATCH 098/100] simplify workflow from local to cloud

---
 build_winpython_meta.py                |  49 +++-
 constraints.txt                        |   2 +-
 generate_a_winpython_distropy_meta.bat |   3 +-
 requirements_slim315.txt               | 344 +++++++++++++++++++++++++
 winpython_builds.toml                  |  20 +-
 5 files changed, 399 insertions(+), 19 deletions(-)
 create mode 100644 requirements_slim315.txt

diff --git a/build_winpython_meta.py b/build_winpython_meta.py
index 44e3bddf..20b4a565 100644
--- a/build_winpython_meta.py
+++ b/build_winpython_meta.py
@@ -2,6 +2,8 @@
 # Local builds are made with Python 3.11 or later.
 import os
 import sys
+import shutil
+import argparse
 import tomllib  # stdlib since 3.11; we choose toml over yaml, more python standard
 import subprocess
 from pathlib import Path
@@ -74,7 +76,28 @@ def declared_file(build, key, default):
     declared = build.get(key)
     return str(default) if declared is None else must_exist(str(declared), build, key)
 
-def run_build(build, python_versions, dry_run=False):
+def copy_lockfiles(build_dir, lock_dir, overwrite=False, dry_run=False):
+    """Copy the build's pylock and requir files to lock_dir, e.g. a cycle_XXXX_XX.
+
+    A file already there is kept unless overwrite: a published lock must not be
+    replaced by accident. The _wheels locks are build scaffolding, not copied.
+    """
+    lock_dir = Path(lock_dir)
+    files = [f for pattern in ("pylock.*.toml", "requir.*.txt")
+             for f in sorted(Path(build_dir).glob(pattern)) if "_wheels" not in f.name]
+    if not files:
+        print(f"no lockfile to copy in {build_dir}")
+    for f in files:
+        dest = lock_dir / f.name
+        if dest.exists() and not overwrite:
+            print(f"kept existing {dest} (use --lock-overwrite to replace)")
+            continue
+        print(f"{'would copy' if dry_run else 'copy'} {f} -> {dest}")
+        if not dry_run:
+            lock_dir.mkdir(parents=True, exist_ok=True)
+            shutil.copy2(f, dest)
+
+def run_build(build, python_versions, dry_run=False, lock_dir=None, lock_overwrite=False):
     print(f"\n=== Building WinPython: {build['python_target']} {build['name']} ===")
     print(build)
 
@@ -143,15 +166,25 @@ def run_build(build, python_versions, dry_run=False):
     print("Dry run, build command:" if dry_run else "Running build command:")
     print(" ".join(build_cmd))
     if not dry_run:
-        subprocess.run(build_cmd, check=False)
+        returncode = subprocess.run(build_cmd, check=False).returncode
+        if returncode:
+            print(f"build failed ({returncode}), no lockfile copied")
+            return
+    if lock_dir:
+        copy_lockfiles(Path(my_WINPYDIRBASE).parent, lock_dir, lock_overwrite, dry_run)
 
 def main():
-    args = [a for a in sys.argv[1:] if a != "--dry-run"]
-    dry_run = len(args) != len(sys.argv) - 1
-    config_file = args[0] if args else "winpython_builds.toml"
-    builds, python_versions = load_builds(config_file)
-    for build in select_builds(builds, args[1:]):
-        run_build(build, python_versions, dry_run)
+    parser = argparse.ArgumentParser()
+    parser.add_argument("config", nargs="?", default="winpython_builds.toml")
+    parser.add_argument("builds", nargs="*", help='"315", "315:slim", ":slim"')
+    parser.add_argument("--dry-run", action="store_true")
+    parser.add_argument("--lock-dir", help="copy the pylock and requir files there")
+    parser.add_argument("--lock-overwrite", action="store_true",
+                        help="replace files already in --lock-dir")
+    args = parser.parse_args()
+    builds, python_versions = load_builds(args.config)
+    for build in select_builds(builds, args.builds):
+        run_build(build, python_versions, args.dry_run, args.lock_dir, args.lock_overwrite)
 
 if __name__ == "__main__":
     main()
diff --git a/constraints.txt b/constraints.txt
index 2c8a5beb..e555c619 100644
--- a/constraints.txt
+++ b/constraints.txt
@@ -386,7 +386,7 @@ PyWavelets>=1.9.0
 pywin32>=311
 pywin32-ctypes>=0.2.3
 pywinpty>=3.0.2
-PyYAML>=6.0.3
+#PyYAML>=6.0.3
 pyzmq>=27.1.0
 QDarkStyle>=3.2.3
 qdldl>=0.1.7.post5
diff --git a/generate_a_winpython_distropy_meta.bat b/generate_a_winpython_distropy_meta.bat
index 6cfb9b0f..efc05a2e 100644
--- a/generate_a_winpython_distropy_meta.bat
+++ b/generate_a_winpython_distropy_meta.bat
@@ -1,3 +1,4 @@
 cd /D %~dp0
-rem  <toml> [315 | 315:slim ...] [--dry-run]
+rem  <toml> [315 | 315:slim ...] [--dry-run] [--lock-dir <dir> [--lock-overwrite]]
+rem  e.g. --lock-dir winpython\portable\cycle_2026_04 : copies pylock/requir there, never replaces unless --lock-overwrite
 call "C:\WinPdev\WPy64-31190\python-3.11.9.amd64\python.exe" %~dp0\build_winpython_meta.py %*
diff --git a/requirements_slim315.txt b/requirements_slim315.txt
new file mode 100644
index 00000000..b329101f
--- /dev/null
+++ b/requirements_slim315.txt
@@ -0,0 +1,344 @@
+# requirements_slim.txt, sorted, 2026-10-11 12:31:07
+# 325 entries -> 187 kept, 138 already pulled in
+# 8 repeated, collapsed: argon2-cffi, cython, mypy, pandocfilters, partd, patsy, pep8, pyspnego
+
+absl-py
+aiofile
+aiohttp
+aiosqlite
+alembic
+anthropic
+anywidget
+argcomplete
+argon2-cffi
+array-api-compat
+asgi-csrf
+asgiref
+async-lru
+asyncssh
+authlib
+azure-cosmos
+azure-identity
+baresql
+bcrypt
+binaryornot
+build
+chardet
+clarabel
+colorlog
+cython
+cytoolz
+datashader
+deap
+entrypoints
+eval-type-backport
+exceptiongroup
+faker
+fasta2a
+fastapi
+fastavro
+fastmcp-slim
+filelock
+flatbuffers
+flexcache
+flexparser
+flit
+folium
+foundry-local-sdk
+fqdn
+fsspec
+fuzzywuzzy
+geopy
+google-genai
+graphene
+griffe
+groq
+hatchling
+hf-xet
+html5lib
+httpie
+hupper
+hypothesis
+imageio
+imbalanced-learn
+intervaltree
+ipycanvas
+ipyleaflet
+ipympl
+ipython-sql
+isoduration
+janus
+jellyfish
+json5
+jsonpatch
+jsonpath-python
+julia
+jupyter-builder
+lazy-loader
+linkify-it-py
+lmfit
+lxml
+markdown
+markdownify
+maturin
+mcp
+mdit-py-plugins
+mercantile
+mergedeep
+missingno
+ml-dtypes
+mlxtend
+mpld3
+mypy
+mysql-connector-python
+namex
+nbconvert
+networkx
+nltk
+numpydoc
+opencv-python
+openpyxl
+opentelemetry-semantic-conventions
+optree
+orjson
+partd
+pep8
+pexpect
+pg8000
+pickleshare
+pipdeptree
+plotly
+plotnine
+polars
+prince
+prometheus-client
+psycopg2
+ptpython
+py-key-value-aio
+pybind11
+pydantic-ai-slim
+pygithub
+pylint-venv
+pyls-spyder
+pympler
+pyomo
+pypandoc
+pypdf
+pyperclip
+pyqtwebengine
+pyserial
+pytest
+python-barcode
+python-json-logger
+python-lsp-black
+python-lsp-ruff
+python-slugify
+pyuca
+pyusb
+pyvisa
+pyviz-comms
+pywavelets
+qdarkstyle
+qrcode
+qstylizer
+qtawesome
+qtconsole
+quantecon
+quart
+reportlab
+requests-ntlm
+rfc3339-validator
+rfc3986-validator
+rfc3987-syntax
+rsa
+rtree
+rx
+scs
+send2trash
+shapely
+simplejson
+simpy
+skrub
+sounddevice
+soundfile
+spyder-kernels
+sqlite-utils
+sqlite_bro
+squarify
+streamlit
+superqt
+termcolor
+textdistance
+thefuzz
+three-merge
+tifffile
+tiktoken
+trio
+twine
+typer
+types-requests
+tzlocal
+umap-learn
+uri-template
+uuid-utils
+vega-datasets
+waitress
+webcolors
+websocket-client
+wheel
+xlsxwriter
+xxhash
+yt-dlp
+
+# ---- notes kept from the source ----
+# for WinPython-3.14 slim
+# 2026-07-12 
+#   switch geopandas for opencv
+# 2026-08-03: 
+#   astropy, django, distributed removed (place)
+#   pymongo removed
+# 2027-08-07
+#   remove geopandas (and so pyogrio, pyproj)
+# 2026-08-08 
+#   pydub unmaintained
+
+
+# ---- already pulled in by an entry above ----
+#aiofiles  # <- Quart
+#aiohappyeyeballs  # <- aiohttp
+#aiosignal  # <- aiohttp
+#alabaster  # <- numpydoc
+#altair  # <- prince, streamlit
+#annotated-types  # <- anthropic, fasta2a, fastapi, fastmcp-slim, foundry-local-sdk, ...
+#appdirs  # <- ptpython
+#asteval  # <- lmfit
+#autopep8  # <- python-lsp-server
+#azure-core  # <- azure-cosmos, azure-identity
+#babel  # <- numpydoc
+#beartype  # <- py-key-value-aio
+#beautifulsoup4  # <- markdownify, nbconvert
+#black  # <- pyls-spyder, python-lsp-black, python-lsp-ruff, python-lsp-server
+#bleach  # <- nbconvert
+#blinker  # <- Quart, streamlit
+#cachetools  # <- streamlit
+#caio  # <- aiofile
+#cattrs  # <- lsprotocol, python-lsp-ruff
+#cffi  # <- argon2-cffi, asyncssh, Authlib, azure-identity, clarabel, ...
+#cloudpickle  # <- skrub, spyder-kernels
+#colorcet  # <- datashader
+#cycler  # <- ipympl, matplotlib, missingno, mlxtend, mpld3, ...
+#distro  # <- google-genai, groq
+#dnspython  # <- email-validator, fastmcp-slim
+#docstring-parser  # <- anthropic
+#docstring-to-markdown  # <- pyls-spyder, python-lsp-black, python-lsp-ruff, python-lsp-server
+#email-validator  # <- fastmcp-slim
+#et-xmlfile  # <- openpyxl
+#executing  # <- anywidget, ipycanvas, ipykernel, ipyleaflet, ipympl, ...
+#fastjsonschema  # <- nbclient, nbconvert, nbformat
+#flake8  # <- python-lsp-server
+#gitpython  # <- streamlit
+#google-auth  # <- google-genai
+#httptools  # <- streamlit
+#httpx  # <- foundry-local-sdk, google-genai, groq, mcp, pydantic-ai-slim
+#httpx-sse  # <- mcp
+#httpx2  # <- anthropic
+#hypercorn  # <- Quart
+#id  # <- twine
+#imagesize  # <- numpydoc
+#inflection  # <- qstylizer
+#iniconfig  # <- pytest
+#ipykernel  # <- qtconsole, spyder-kernels
+#ipython-genutils  # <- ipython-sql
+#jaraco-classes  # <- keyring, twine
+#jaraco-context  # <- keyring, twine
+#jaraco-functools  # <- keyring, twine
+#jiter  # <- anthropic
+#joblib  # <- imbalanced-learn, mlxtend, nltk, prince, pynndescent, ...
+#joserfc  # <- Authlib
+#jsonschema  # <- altair, mcp, nbclient, nbconvert, nbformat, ...
+#jupyterlab-pygments  # <- nbconvert
+#keyring  # <- twine
+#lark  # <- rfc3987-syntax
+#logfire-api  # <- pydantic-ai-slim
+#lsprotocol  # <- python-lsp-ruff
+#matplotlib  # <- ipympl, missingno, mlxtend, mpld3, plotnine, ...
+#mistune  # <- nbconvert
+#msal  # <- azure-identity
+#multipledispatch  # <- datashader
+#nbclient  # <- nbconvert
+#nbformat  # <- nbclient, nbconvert
+#nest-asyncio  # <- ipykernel, qtconsole, spyder-kernels
+#numba  # <- datashader, pynndescent, quantecon, umap-learn
+#numpy  # <- baresql, clarabel, datashader, deap, folium, ...
+#outcome  # <- trio
+#pandocfilters  # <- nbconvert
+#patsy  # <- plotnine
+#pillow  # <- ImageIO, ipycanvas, ipympl, matplotlib, missingno, ...
+#pluggy  # <- hatchling, pyls-spyder, pytest, python-lsp-black, python-lsp-ruff, ...
+#priority  # <- Hypercorn, Quart
+#prompt-toolkit  # <- anywidget, ipycanvas, ipykernel, ipyleaflet, ipympl, ...
+#protobuf  # <- streamlit
+#psygnal  # <- anywidget
+#pyasn1-modules  # <- google-auth, google-genai
+#pyct  # <- datashader
+#pydantic  # <- anthropic, fasta2a, fastapi, fastmcp-slim, foundry-local-sdk, ...
+#pydocstyle  # <- python-lsp-server
+#pydot  # <- skrub
+#pyjwt  # <- azure-identity, mcp, msal, PyGithub
+#pylint  # <- python-lsp-server
+#pynacl  # <- PyGithub
+#pynndescent  # <- umap-learn
+#pyparsing  # <- ipympl, matplotlib, missingno, mlxtend, mpld3, ...
+#pyqt5  # <- PyQtWebEngine
+#pysocks  # <- httpie
+#pyspnego  # <- requests_ntlm
+#python-dotenv  # <- fastmcp-slim, mcp
+#python-lsp-server[all]  # <- pyls-spyder, python-lsp-black, python-lsp-ruff
+#python-multipart  # <- asgi-csrf, mcp, streamlit
+#pytokens  # <- black, pyls-spyder, python-lsp-black, python-lsp-ruff, python-lsp-server
+#pywin32  # <- mcp, Pympler
+#pyzmq  # <- ipykernel, nbclient, nbconvert, qtconsole, spyder-kernels
+#rapidfuzz  # <- thefuzz
+#readme-renderer  # <- twine
+#referencing  # <- altair, jsonschema, mcp, nbclient, nbconvert, ...
+#regex  # <- nltk, tiktoken
+#requests-toolbelt  # <- httpie, twine
+#rfc3986  # <- twine
+#roman-numerals  # <- numpydoc
+#rope  # <- python-lsp-server
+#rpds-py  # <- altair, jsonschema, mcp, nbclient, nbconvert, ...
+#ruff  # <- python-lsp-ruff
+#scikit-learn  # <- imbalanced-learn, mlxtend, prince, pynndescent, skrub, ...
+#scipy  # <- clarabel, datashader, imbalanced-learn, lmfit, missingno, ...
+#setuptools  # <- httpie
+#six  # <- baresql, datashader, graphene, html5lib, ipykernel, ...
+#smmap  # <- GitPython, streamlit
+#sqlalchemy  # <- alembic, ipython-sql
+#sqlparse  # <- ipython-sql
+#sse-starlette  # <- mcp
+#stack-data  # <- anywidget, ipycanvas, ipykernel, ipyleaflet, ipympl, ...
+#sympy  # <- quantecon
+#tenacity  # <- google-genai, streamlit
+#text-unidecode  # <- python-slugify
+#threadpoolctl  # <- imbalanced-learn, mlxtend, prince, pynndescent, scikit-learn, ...
+#tinycss2  # <- nbconvert, qstylizer
+#toml  # <- streamlit
+#toolz  # <- cytoolz, datashader, partd
+#tornado  # <- ipykernel, nbclient, nbconvert, qtconsole, spyder-kernels
+#tqdm  # <- foundry-local-sdk, nltk, umap-learn
+#traittypes  # <- ipyleaflet
+#trove-classifiers  # <- hatchling
+#truststore  # <- anthropic, httpx2
+#typing-inspection  # <- anthropic, fasta2a, fastapi, fastmcp-slim, foundry-local-sdk, ...
+#ujson  # <- pyls-spyder, python-lsp-black, python-lsp-ruff, python-lsp-server
+#uncertainties  # <- lmfit
+#uvicorn  # <- mcp, streamlit
+#watchdog  # <- streamlit
+#wcwidth  # <- anywidget, ipycanvas, ipykernel, ipyleaflet, ipympl, ...
+#websockets  # <- google-genai, streamlit
+#whatthepatch  # <- python-lsp-server
+#xarray  # <- datashader
+#xyzservices  # <- folium, ipyleaflet
+#yapf  # <- python-lsp-server
+#yarl  # <- aiohttp
+#zipp  # <- docstring-to-markdown, fasta2a, opentelemetry-semantic-conventions, pydantic-ai-slim, pyls-spyder, ...
diff --git a/winpython_builds.toml b/winpython_builds.toml
index ac22b529..a647ac0a 100644
--- a/winpython_builds.toml
+++ b/winpython_builds.toml
@@ -61,9 +61,9 @@ wheelhousereq = "requirements_whl.txt"
 # ---- pythons: what gets built -----------------------------------------------
 
 [pythons."313"]
-python_target_release = "31315"
-release = "1"
-my_release_level = "b1"
+python_target_release = "31316"
+release = "0"
+my_release_level = ""
 builds = ["dot", "slim"]
 
 # A Python that names a requirements file its own way says so here:
@@ -71,13 +71,14 @@ builds = ["dot", "slim"]
 # requirements = "requirements64_slim.txt"
 
 [pythons."314"]
-python_target_release = "3147"
-release = "1"
-my_release_level = "b1"
+python_target_release = "3148"
+release = "0"
+my_release_level = ""
 builds = ["dot", "dotf", "slim", "slimf"]
 
+
 [pythons."314".overrides.slimf]
-bytecode = "none"
+# bytecode = "none"
 # tornado ships one cp39-abi3 wheel, which no free-threaded interpreter matches,
 # so this flavor alone still needs the sdist fallback. The maintainer expects
 # free-threaded wheels during the 2026-04 cycle (tornadoweb/tornado#3501):
@@ -90,10 +91,11 @@ only_binary = false
 [pythons."315"]
 python_target_release = "3150"
 release = "5"
-my_release_level = "b1"
+my_release_level = ""
 builds = ["dot", "dotf", "slim", "slimf"]
 
-# [pythons."315".overrides.slim]
+[pythons."315".overrides.slim]
+requirements = "requirements_slim315.txt"
 # bytecode = "none"
 
 # [pythons."315".overrides.slimf]

From 4fe64672e8b28ee1ade07f9960b365c4606da74c Mon Sep 17 00:00:00 2001
From: stonebig <stonebig34@gmail.com>
Date: Sun, 11 Oct 2026 19:16:08 +0200
Subject: [PATCH 099/100] 2026-04 b4 ... waiting pyyaml and tornado-6.6 , so
 jupyterlab is

---
 cycles/2026_04.toml                           |    2 +-
 requirements_slim.txt                         |   47 +-
 .../pylock.64-3_13_16_0dotb4.toml             |   90 +
 .../pylock.64-3_13_16_0slimb4.toml            | 5777 ++++++++++++++++
 .../pylock.64-3_14_8_0dotb4.toml              |   90 +
 .../pylock.64-3_14_8_0dotfb4.toml             |   90 +
 .../pylock.64-3_14_8_0slimb4.toml             | 6063 +++++++++++++++++
 .../pylock.64-3_14_8_0slimfb4.toml            | 5194 ++++++++++++++
 .../pylock.64-3_15_0_5dotb4.toml              |   90 +
 .../pylock.64-3_15_0_5dotfb4.toml             |   90 +
 ...lim.toml => pylock.64-3_15_0_5slimb4.toml} |  432 +-
 ...mf.toml => pylock.64-3_15_0_5slimfb4.toml} |   72 +-
 .../requir.64-3_13_16_0dotb4.txt              |   16 +
 .../requir.64-3_13_16_0slimb4.txt             | 1050 +++
 .../cycle_2026_04/requir.64-3_14_8_0dotb4.txt |   16 +
 .../requir.64-3_14_8_0dotfb4.txt              |   16 +
 .../requir.64-3_14_8_0slimb4.txt              | 1102 +++
 .../requir.64-3_14_8_0slimfb4.txt             |  944 +++
 .../cycle_2026_04/requir.64-3_15_0_5dotb4.txt |   16 +
 .../requir.64-3_15_0_5dotfb4.txt              |   16 +
 ...5slim.txt => requir.64-3_15_0_5slimb4.txt} |  112 +-
 ...limf.txt => requir.64-3_15_0_5slimfb4.txt} |   36 +-
 winpython_builds.toml                         |    6 +-
 23 files changed, 21045 insertions(+), 322 deletions(-)
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_13_16_0dotb4.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_13_16_0slimb4.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_8_0dotb4.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_8_0dotfb4.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_8_0slimb4.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_14_8_0slimfb4.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5dotb4.toml
 create mode 100644 winpython/portable/cycle_2026_04/pylock.64-3_15_0_5dotfb4.toml
 rename winpython/portable/cycle_2026_04/{pylock.64-3_15_0_5slim.toml => pylock.64-3_15_0_5slimb4.toml} (94%)
 rename winpython/portable/cycle_2026_04/{pylock.64-3_15_0_5slimf.toml => pylock.64-3_15_0_5slimfb4.toml} (98%)
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_13_16_0dotb4.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_13_16_0slimb4.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotb4.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotfb4.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimb4.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimfb4.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb4.txt
 create mode 100644 winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb4.txt
 rename winpython/portable/cycle_2026_04/{requir.64-3_15_0_5slim.txt => requir.64-3_15_0_5slimb4.txt} (93%)
 rename winpython/portable/cycle_2026_04/{requir.64-3_15_0_5slimf.txt => requir.64-3_15_0_5slimfb4.txt} (97%)

diff --git a/cycles/2026_04.toml b/cycles/2026_04.toml
index 7835c7d8..31ff77b8 100644
--- a/cycles/2026_04.toml
+++ b/cycles/2026_04.toml
@@ -4,7 +4,7 @@
 # is a new file rather than a copy of the workflow.
 
 cycle_dir     = "winpython/portable/cycle_2026_04"
-release_level = ""
+release_level = "b4"
 
 # The build publishes under "<this file's name with dashes><release level>", so
 # this cycle releases as 2026-04b1 and a respin is a release_level bump rather
diff --git a/requirements_slim.txt b/requirements_slim.txt
index 586f05c6..8becce76 100644
--- a/requirements_slim.txt
+++ b/requirements_slim.txt
@@ -1,5 +1,5 @@
-# requirements_slim.txt, sorted, 2026-08-13 19:15:35
-# 160 entries -> 112 kept, 48 already pulled in
+# requirements_slim.txt, sorted, 2026-10-11 16:31:34
+# 159 entries -> 112 kept, 47 already pulled in
 # 8 repeated, collapsed: brotli, openai, pympler, pytest, python-barcode, pywavelets, sympy, xlsxwriter
 
 adbc_driver_manager
@@ -28,7 +28,6 @@ fuzzywuzzy
 geopy
 hatchling
 html5lib
-#httpie httpie-3.2.4 outdated and vulnerable
 hvplot
 hypothesis
 imbalanced-learn
@@ -38,6 +37,7 @@ ipympl
 ipython_sql
 julia
 jupyter
+jupyter-ai
 jupyter_bokeh
 keras
 langchain
@@ -69,7 +69,7 @@ prince
 psycopg2
 ptpython
 pybind11
-pydantic-ai-slim[a2a,anthropic,cli,cohere,evals,google,groq,mcp,openai,vertexai]==1.106.0
+pydantic-ai-slim[a2a,anthropic,cli,cohere,evals,google,groq,mcp,openai,vertexai]
 pympler
 pyodbc
 pyomo
@@ -77,6 +77,7 @@ pypandoc
 pypdf
 pyqtgraph
 pyserial
+pysocks
 pytest
 python-barcode
 pyusb
@@ -102,7 +103,6 @@ squarify
 streamlit-bokeh
 termcolor
 thefuzz
-tiktoken
 trio
 twine
 typer
@@ -134,7 +134,6 @@ yt_dlp
 #jupyterlab  # <- jupyter
 #markdownify  # <- markitdown
 #matplotlib  # <- ipympl, missingno, mlxtend, mpld3, plotnine, ...
-#mistralai  # mistralai get security problematic crpytography-47
 #networkx  # <- PlotPy, scikit-image
 #numba  # <- datashader, quantecon, umap-learn
 #numpy  # <- baresql, clarabel, cvxpy, dask, datashader, ...
@@ -144,7 +143,6 @@ yt_dlp
 #protobuf  # <- markitdown, onnxruntime, onnxruntime-genai, streamlit, streamlit-bokeh
 #pyct  # <- datashader
 #pydeck  # <- streamlit, streamlit-bokeh
-#pysocks  # <- httpie
 #PythonQwt  # <- PlotPy
 #pywin32  # <- pydantic-ai-slim, Pympler
 #pyzmq  # <- jupyter, jupyterlab, papermill, spyder
@@ -154,26 +152,39 @@ yt_dlp
 #scipy  # <- clarabel, cvxpy, datashader, imbalanced-learn, lmfit, ...
 #scs  # <- cvxpy
 #seaborn  # <- missingno
-#setuptools  # <- cvxpy, datasette, datasette-graphql, httpie, mypy
+#setuptools  # <- cvxpy, datasette, datasette-graphql, mypy
 #SQLalchemy  # <- alembic, ipython-sql, optuna
 #sqlite-utils  # <- datasette-graphql
 #statsmodels  # <- plotnine
 #streamlit  # <- streamlit-bokeh
 #sympy  # <- quantecon
 #tifffile  # <- PlotPy, scikit-image
+#tiktoken  # <- pydantic-ai-slim
 #websockets  # <- langchain, pydantic-ai-slim, streamlit, streamlit-bokeh
 #whatthepatch  # <- spyder
 #zstandard  # <- langchain
 
 # ---- notes kept from the source ----
-# for WinPython-3.14 slim
-# 2026-07-12 
-#   switch geopandas for opencv
-# 2026-08-03: 
-#   astropy, django, distributed removed (place)
-#   pymongo removed
+#3.14
+# todo 2026-06-21: streamlit-1.53.1 temporarly remove to allow pandas3
+#2026-08-03: astropy, django, distributed removed (place)
+#pymongo removed
 # 2027-08-07
-#   remove geopandas (and so pyogrio, pyproj)
-# 2026-08-08 
-#   pydub unmaintained
-
+# remove geopandas (and so pyogrio, pyproj)
+#2026-08-08 pydub unmaintained
+# the essential
+#sv-ttk
+##msvc_runtime
+# end of requirements.txt
+#waiting rc
+#pymongo
+# mistralai get security problematic crpytography-47
+#httpie httpie-3.2.4 outdated and vulnerable
+#azure
+#workarounds
+#pyqt5   or 6 not for free-threading
+#waitress may be dropped
+# onnxruntime, markitdown, magika, onnxruntime_genai
+#waiting numba
+# until onnxruntime stops using pyreadline3-3.5.4, to avoid bug
+# 2026-07-12 switch geopandas for opencv
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new file mode 100644
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+
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+name = "yt_dlp-2026.8.19-py3-none-any.whl"
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diff --git a/winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimf.toml b/winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimfb4.toml
similarity index 98%
rename from winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimf.toml
rename to winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimfb4.toml
index 40ca1149..bdbead45 100644
--- a/winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimf.toml
+++ b/winpython/portable/cycle_2026_04/pylock.64-3_15_0_5slimfb4.toml
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-version = "0.0.60"
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+name = "genai_prices-0.1.9-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/1b/e0/57d07f653813b7ea9e3a82064a2b6a112f63004530ac665e0934829473c7/genai_prices-0.1.9-py3-none-any.whl"
 
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+sha256 = "3da8faa0a126e4df7be36696b90abe2be1fea8826bfcf45d39d91bc397fa9d1d"
 
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-url = "https://files.pythonhosted.org/packages/d4/58/dc21672e0d5294668f4d35aaba4d839d031f096b4cf6802399c4b411b5fc/logfire_api-4.33.0-py3-none-any.whl"
+name = "logfire_api-4.40.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/8e/be/ebe35d94e7d567b58d79bd7e1085fe85195ad4b8c8df8882a5a46caa4984/logfire_api-4.40.0-py3-none-any.whl"
 
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+url = "https://files.pythonhosted.org/packages/02/8b/b2c2805c3eb6fa4cdf5512fb95ac6174dde71e34dd601c5be52f4df5dc82/multidict-6.9.1-cp315-cp315t-win_amd64.whl"
 
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@@ -2346,14 +2346,14 @@ sha256 = "ff9598a8e20518ee0d557745890cc4435b9578489e2dcbc69c4f81fa060caf7c"
 
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 name = "numpy"
-version = "2.5.2"
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-name = "numpy-2.5.2-cp315-cp315t-win_amd64.whl"
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 name = "openpyxl"
@@ -2830,14 +2830,14 @@ sha256 = "15fab1bea6f1dc5003b54fc2ecab230c1fd1dbade2acd4addc52d81e32416d4b"
 
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 name = "pydantic-ai-slim"
-version = "1.106.0"
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+name = "pydantic_ai_slim-2.55.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/93/cc/16c6bc21748e3705a4c1f8e7d71dfc54228dbf142f8506a36689acb1e9c9/pydantic_ai_slim-2.55.0-py3-none-any.whl"
 
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 name = "pydantic-core"
@@ -2852,14 +2852,14 @@ sha256 = "36c49d4e1769127461b609f110d91963790091ffcc2de401ac1d3b2f6a63bd54"
 
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 name = "pydantic-graph"
-version = "1.106.0"
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-name = "pydantic_graph-1.106.0-py3-none-any.whl"
-url = "https://files.pythonhosted.org/packages/9b/e9/0058f0b98f5992e715a0a50128f6c3cc7946cc242d471f6e850efdf03f0c/pydantic_graph-1.106.0-py3-none-any.whl"
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+url = "https://files.pythonhosted.org/packages/59/b5/630fc830897cfb0e458dea8ffcac5dd58791784220255637e99817b04cdd/pydantic_graph-2.55.0-py3-none-any.whl"
 
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 name = "pydantic-settings"
@@ -3281,14 +3281,14 @@ sha256 = "07b45ba5c94b8fcb30cb6c56a11f715c57533a3017964504322ea52690a27b72"
 
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-version = "5.0.0"
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 name = "requests"
@@ -4271,14 +4271,14 @@ sha256 = "f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f"
 
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-version = "3.1.8"
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-url = "https://files.pythonhosted.org/packages/93/8c/2e650f2afeb7ee576912636c23ddb621c91ac6a98e66dc8d29c3c69446e1/werkzeug-3.1.8-py3-none-any.whl"
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@@ -4414,14 +4414,14 @@ sha256 = "b13b88747769537f3d32e89e3a735da10c0a9e35d7322928c701b5f93d3afffd"
 
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-version = "2026.7.4"
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new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_13_16_0dotb4.txt
@@ -0,0 +1,16 @@
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_13_16_0slimb4.txt b/winpython/portable/cycle_2026_04/requir.64-3_13_16_0slimb4.txt
new file mode 100644
index 00000000..66ad0fa3
--- /dev/null
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@@ -0,0 +1,1050 @@
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+    --hash=sha256:0547fd228935a0b758865de3a3d6d7a2537c308895d0f9ab092ce9151b5da942
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+matplotlib==3.11.1 \
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+mssql-python==1.13.0 \
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+tomli-w==1.2.0 \
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotb4.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotb4.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotb4.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotfb4.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotfb4.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0dotfb4.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
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+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
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+sqlite-bro==1.3.2 \
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+wheel==0.48.0 \
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+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimb4.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimb4.txt
new file mode 100644
index 00000000..b19465b0
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimb4.txt
@@ -0,0 +1,1102 @@
+absl-py==2.5.0 \
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diff --git a/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimfb4.txt b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimfb4.txt
new file mode 100644
index 00000000..7624b40f
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_14_8_0slimfb4.txt
@@ -0,0 +1,944 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
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+aiofiles==25.1.0 \
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+aiohappyeyeballs==2.7.1 \
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+alabaster==1.0.0 \
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+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.14.0 \
+    --hash=sha256:7aab286a020660a039097912a088236b985d18a3090d73f136c4413d29d37ca0
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304
+toolz==1.2.0 \
+    --hash=sha256:890f820b1cb8152785aaf9386d8707770110809035800985ca65cb24ce1120ef
+tornado==6.5.10 \
+    --hash=sha256:a6b1ccd08c04b4a06fb5aeb381be99de5ad1e5375c1785e31d78c880feb57687
+tqdm==4.70.0 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+traitlets==5.16.1 \
+    --hash=sha256:f775618166caa0396c8e337099240f2bd3e5e917d203b2e6fbe21a58d3cb1f6b
+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
+trio==0.34.0 \
+    --hash=sha256:6c7c9f49917694dcdcd5f67abd168df5599eca480d61f29854d17a61a75c2f05
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3
+truststore==0.10.4 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+twine==7.0.0 \
+    --hash=sha256:b854164df26db268af05f49aa5c0344b10e27a494343ff05b1e0bad3b135f5a7
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89
+types-requests==2.33.0.20260712 \
+    --hash=sha256:de027e28c171d3da529689cbfa023b0b4eab188c8dfa22fd834eebd2cee6e7bb
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8
+typing-inspection==0.4.4 \
+    --hash=sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147
+tzdata==2026.3 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
+tzlocal==5.4.4 \
+    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
+uc-micro-py==2.0.0 \
+    --hash=sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c
+ujson==5.13.0 \
+    --hash=sha256:5c31317d5e4504dae8f98795358b6082fc0ef96e7394806db0a76a4a8717f446
+umap-learn==0.5.12 \
+    --hash=sha256:f2a85d2a2adcb52b541bed9b27a23ca169b56bb1b23283abeebfb8dfb8a42fe5
+uncertainties==3.2.3 \
+    --hash=sha256:313353900d8f88b283c9bad81e7d2b2d3d4bcc330cbace35403faaed7e78890a
+uri-template==1.3.0 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.8.0 \
+    --hash=sha256:0cf3cae568d36aa9576b28dfb35f11328f1cb974ca7647d9475ebb86c75ac6e3
+uuid-utils==0.17.0 \
+    --hash=sha256:e288a06cbbbcd01b44386e767985c9e21d2ad9bf59829aa7058d9a2a494804ab
+uvicorn==0.51.0 \
+    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b
+vega-datasets==0.9.0 \
+    --hash=sha256:3d7c63917be6ca9b154b565f4779a31fedce57b01b5b9d99d8a34a7608062a1d
+waitress==3.0.2 \
+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==16.1.1 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231
+werkzeug==3.1.9 \
+    --hash=sha256:6392e50c78460ba618e5b21f08a71f59c99ce99cdc6cf6e3dd7e6ccca8754fab
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+widgetsnbextension==4.0.16 \
+    --hash=sha256:a31a8774885b96fe825462f5d6496166f0c7cae111195b6465c801d230eb5a4e
+wordcloud==1.9.6 \
+    --hash=sha256:22cf91490bcc0fa23585acbab1906a44a438fa7dd4d9a2b2663f39c8650634a6
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
+wsproto==1.3.2 \
+    --hash=sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584
+xarray==2026.7.0 \
+    --hash=sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+xxhash==3.7.0 \
+    --hash=sha256:8653dd7c2eda020545bb2c71c7f7039b53fe7434d0fc1a0a9deb79ab3f1a4fc1
+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:5c88e5815a49d289e599f3513aa7fde0bc2092ff188f99c940f007f90f53d104
+yt-dlp==2026.8.19 \
+    --hash=sha256:1d57897e94c6665a0a6f9bc54b34e584284e32c034ffab3a7df25d8f7b24eedf
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb4.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb4.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotb4.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb4.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb4.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5dotfb4.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slim.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb4.txt
similarity index 93%
rename from winpython/portable/cycle_2026_04/requir.64-3_15_0_5slim.txt
rename to winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb4.txt
index f33423a7..97f57981 100644
--- a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slim.txt
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimb4.txt
@@ -34,8 +34,8 @@ argcomplete==3.7.2 \
     --hash=sha256:6029205678bdd9c1c728a155f5f9ecf5812393f969eef58807641a2bc2aa5b19
 argon2-cffi==25.1.0 \
     --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
-argon2-cffi-bindings==25.1.0 \
-    --hash=sha256:a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98
+argon2-cffi-bindings==26.1.0 \
+    --hash=sha256:2c36ff87b5dfaa477d0bd51e9d7f6abdae7c8955d2983c97419085d842154b3e
 array-api-compat==1.15.0 \
     --hash=sha256:7b1b9c53269061403fd5f45a8de349f16e7887653328bfa0c5f2d45299ff0a8e
 arrow==1.4.0 \
@@ -50,8 +50,6 @@ ast-serialize==0.8.0 \
     --hash=sha256:bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16
 asteval==1.0.9 \
     --hash=sha256:60513ea5d608d27bdb0cf3785dc993a6c3adeaee45f1bded0953a09e904e461f
-astroid==4.0.4 \
-    --hash=sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753
 asttokens==3.0.2 \
     --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
 async-lru==2.3.0 \
@@ -62,8 +60,6 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309
 authlib==1.7.2 \
     --hash=sha256:3e1faedc9d87e7d56a164eca3ccb6ace0d61b94abe83e92242f8dc8bba9b4a9f
-autopep8==2.3.2 \
-    --hash=sha256:ce8ad498672c845a0c3de2629c15b635ec2b05ef8177a6e7c91c74f3e9b51128
 azure-core==1.41.0 \
     --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d
 azure-cosmos==4.16.1 \
@@ -182,8 +178,6 @@ fastmcp-slim==3.4.7 \
     --hash=sha256:6c931a0089705f3f2935428ef9b2bc74ad94140adc64aab84d116d103e694b3a
 filelock==3.32.2 \
     --hash=sha256:87dd94cf281e586d135fa51132b8e3d9a598b316e90377a288663c9321036c82
-flake8==7.3.0 \
-    --hash=sha256:b9696257b9ce8beb888cdbe31cf885c90d31928fe202be0889a7cdafad32f01e
 flask==3.1.3 \
     --hash=sha256:f4bcbefc124291925f1a26446da31a5178f9483862233b23c0c96a20701f670c
 flatbuffers==25.12.19 \
@@ -212,8 +206,8 @@ fsspec==2026.7.0 \
     --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279
 fuzzywuzzy==0.18.0 \
     --hash=sha256:928244b28db720d1e0ee7587acf660ea49d7e4c632569cad4f1cd7e68a5f0993
-genai-prices==0.0.60 \
-    --hash=sha256:096a5c31963687e99d752789382b9e8e71c0a56f9569b9760fd0de402f8b084a
+genai-prices==0.1.9 \
+    --hash=sha256:3da8faa0a126e4df7be36696b90abe2be1fea8826bfcf45d39d91bc397fa9d1d
 geographiclib==2.1 \
     --hash=sha256:e2a873b9b9e7fc38721ad73d5f4e6c9ed140d428a339970f505c07056997d40b
 geopy==2.5.0 \
@@ -296,8 +290,8 @@ intervaltree==3.2.1 \
     --hash=sha256:a8a8381bbd35d48ceebee932c77ffc988492d22fb1d27d0ba1d74a7694eb8f0b
 ipycanvas==0.14.3 \
     --hash=sha256:8a2f48e1e079355d3e7d5683e5c6e7684a87c15c3750c8d8cd2289c95383ee3e
-ipykernel==7.2.0 \
-    --hash=sha256:3bbd4420d2b3cc105cbdf3756bfc04500b1e52f090a90716851f3916c62e1661
+ipykernel==6.31.0 \
+    --hash=sha256:abe5386f6ced727a70e0eb0cf1da801fa7c5fa6ff82147747d5a0406cd8c94af
 ipyleaflet==0.20.0 \
     --hash=sha256:b4c20ddc0b17d68e226cd3367ca2215a4db7e2b14374468c0eeaa54b53e4d173
 ipympl==0.10.0 \
@@ -314,8 +308,6 @@ ipywidgets==8.1.8 \
     --hash=sha256:ecaca67aed704a338f88f67b1181b58f821ab5dc89c1f0f5ef99db43c1c2921e
 isoduration==20.11.0 \
     --hash=sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042
-isort==8.0.1 \
-    --hash=sha256:28b89bc70f751b559aeca209e6120393d43fbe2490de0559662be7a9787e3d75
 itsdangerous==2.2.0 \
     --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef
 janus==2.0.0 \
@@ -382,8 +374,8 @@ lmfit==1.3.4 \
     --hash=sha256:afce1593b42324d37ae2908249b0c55445e2f4c1a0474ff706a8e2f7b5d949fa
 locket==1.0.0 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
-logfire-api==4.33.0 \
-    --hash=sha256:b992727bab71412b5a00f54453eec18e559232c83d7120cf5c6a9edd33fb0c4e
+logfire-api==4.40.0 \
+    --hash=sha256:f8b7309235a942368b927f00e0a1869ff0820833f264a30e77a35f1da829c130
 lsprotocol==2025.0.0 \
     --hash=sha256:f9d78f25221f2a60eaa4a96d3b4ffae011b107537facee61d3da3313880995c7
 lxml==6.1.3 \
@@ -404,8 +396,6 @@ matplotlib-inline==0.2.2 \
     --hash=sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6
 maturin==1.14.1 \
     --hash=sha256:3c9f94640ecc4895e94abaf834a0684430032c865b2748a36c12461fd9252fdd
-mccabe==0.7.0 \
-    --hash=sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e
 mcp==1.29.0 \
     --hash=sha256:f5a075bb611f23d6f4d080c6a1699fa62772eebc562ba9e66b306ddde1c755f7
 mdit-py-plugins==0.6.1 \
@@ -438,8 +428,8 @@ msal==1.37.0 \
     --hash=sha256:dd17e95a7c71bce75e8108113438ba7c4a086b3bcad4f57a8c09b7af3d753c2d
 msal-extensions==1.3.1 \
     --hash=sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca
-multidict==6.7.1 \
-    --hash=sha256:55d97cc6dae627efa6a6e548885712d4864b81110ac76fa4e534c03819fa4a56
+multidict==6.9.1 \
+    --hash=sha256:59c123d0e948d760a5f930f316cfefa07e8d632ab84327c0693ee6a88171154f
 multipledispatch==1.0.0 \
     --hash=sha256:0c53cd8b077546da4e48869f49b13164bebafd0c2a5afceb6bb6a316e7fb46e4
 mypy==2.3.0 \
@@ -462,14 +452,14 @@ nest-asyncio==1.6.0 \
     --hash=sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c
 networkx==3.6.1 \
     --hash=sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762
-nh3==0.3.3 \
-    --hash=sha256:2efd17c0355d04d39e6d79122b42662277ac10a17ea48831d90b46e5ef7e4fc0
+nh3==0.3.7 \
+    --hash=sha256:618e3059caf41ccdf5dcccb3fa9df4cf6e4efe23d1382a8bbfca272a8a4f8bfc
 nltk==3.10.3 \
     --hash=sha256:ff9598a8e20518ee0d557745890cc4435b9578489e2dcbc69c4f81fa060caf7c
 numba==0.68.0 \
     --hash=sha256:a2d21bb9c4b4818a1e71721ebd19172f488591d548f08453593348b7048ba1fb
-numpy==2.5.2 \
-    --hash=sha256:07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7
+numpy==2.5.3 \
+    --hash=sha256:e931e4f499e0dc7ef29d269a8e5b35dd722e5d14be07df6240166ea7c6532fae
 numpydoc==1.10.0 \
     --hash=sha256:3149da9874af890bcc2a82ef7aae5484e5aa81cb2778f08e3c307ba6d963721b
 opencv-python==5.0.0.93 \
@@ -562,40 +552,34 @@ pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a
 pybind11==3.1.0 \
     --hash=sha256:b8488090f8acffbcb6b5d6a85571a6827a0a2981ffb75e5a0b27b87c4a6b7dd0
-pycodestyle==2.14.0 \
-    --hash=sha256:dd6bf7cb4ee77f8e016f9c8e74a35ddd9f67e1d5fd4184d86c3b98e07099f42d
 pycparser==3.0 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
 pyct==0.6.0 \
     --hash=sha256:cfaded7289fca72ddf6579b81459e3ec8db323a508e61c49aa318ee3cd6ff160
 pydantic==2.14.0 \
     --hash=sha256:15fab1bea6f1dc5003b54fc2ecab230c1fd1dbade2acd4addc52d81e32416d4b
-pydantic-ai-slim==1.106.0 \
-    --hash=sha256:0dd7a99ea3fa89b490098406c2240ba7d75c327eea094c3fd057dd7aa9f3d163
+pydantic-ai-slim==2.55.0 \
+    --hash=sha256:7fcea628e78c2f247af94504534f0577151496166998d74ec145505040b19c68
 pydantic-core==2.50.0 \
     --hash=sha256:8447678b49412294801c9ea15ae31ea3bae7da65425268c92d40e032c38eac6f
-pydantic-graph==1.106.0 \
-    --hash=sha256:e6bb61aef0fdb49185a81142d311f94fc3315329345471d12cab85ab5845221f
+pydantic-graph==2.55.0 \
+    --hash=sha256:774a64db707e759e22a4b2d6f8849986331fac009bb3f36ba3ed0cb8eee7a150
 pydantic-settings==2.15.0 \
     --hash=sha256:0ba092c291c94baceb5eff768aa0d56400a457585bc0175925a5a5510303da42
 pydeck==0.9.3 \
     --hash=sha256:d8a47c11c81fb12d51b1feb42427ff4f0e13cb599e48931021b2cba98b6849a6
-pydocstyle==6.3.0 \
-    --hash=sha256:118762d452a49d6b05e194ef344a55822987a462831ade91ec5c06fd2169d019
 pydot==4.0.1 \
     --hash=sha256:869c0efadd2708c0be1f916eb669f3d664ca684bc57ffb7ecc08e70d5e93fee6
-pyflakes==3.4.0 \
-    --hash=sha256:f742a7dbd0d9cb9ea41e9a24a918996e8170c799fa528688d40dd582c8265f4f
-pygithub==2.8.1 \
-    --hash=sha256:23a0a5bca93baef082e03411bf0ce27204c32be8bfa7abc92fe4a3e132936df0
+pygithub==2.9.1 \
+    --hash=sha256:2ec78fca30092d51a42d76f4ddb02131b6f0c666a35dfdf364cf302cdda115b9
 pygments==2.20.0 \
     --hash=sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176
 pyjwt==2.15.1 \
     --hash=sha256:42d59d631f7768a1028a64c7ff581a9bf7519804daf91fc5b6c56e30eec5e193
-pylint==4.0.6 \
-    --hash=sha256:d11a0e1fdb7b1cd46ec5d6fc78fee8b95f28695b2d6140e5809925f61e32ea54
 pylint-venv==3.0.4 \
     --hash=sha256:31006a3df398f58f962c9e5620e756b284e8b2bc490594ce5ee5da41920cb32c
+pyls-spyder==0.4.0 \
+    --hash=sha256:1505d975f866a343d0554b6dab41b53717f4b4bc6df450dfd7d48f889fe450b9
 pympler==1.1 \
     --hash=sha256:5b223d6027d0619584116a0cbc28e8d2e378f7a79c1e5e024f9ff3b673c58506
 pynacl==1.6.2 \
@@ -614,6 +598,16 @@ pyperclip==1.11.0 \
     --hash=sha256:299403e9ff44581cb9ba2ffeed69c7aa96a008622ad0c46cb575ca75b5b84273
 pyproject-hooks==1.2.0 \
     --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+pyqt5==5.15.11 \
+    --hash=sha256:bdde598a3bb95022131a5c9ea62e0a96bd6fb28932cc1619fd7ba211531b7517
+pyqt5-qt5==5.15.2 \
+    --hash=sha256:750b78e4dba6bdf1607febedc08738e318ea09e9b10aea9ff0d73073f11f6962
+pyqt5-sip==12.20.0 \
+    --hash=sha256:ae4c75570f13f34335a0af6791e3160a183756504ace9542797fe104b3ceb536
+pyqtwebengine==5.15.7 \
+    --hash=sha256:bd5e8c426d6f6b352cd15800d64a89b2a4a11e098460b818c7bdcf5e5612e44f
+pyqtwebengine-qt5==5.15.2 \
+    --hash=sha256:24231f19e1595018779977de6722b5c69f3d03f34a5f7574ff21cd1e764ef76d
 pyserial==3.5 \
     --hash=sha256:c4451db6ba391ca6ca299fb3ec7bae67a5c55dde170964c7a14ceefec02f2cf0
 pysocks==1.7.1 \
@@ -630,14 +624,20 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a
 python-json-logger==4.2.0 \
     --hash=sha256:158a52126fcd6869e09574d2b66272666f3dc8f468c62637ef9a1fa883719cb9
+python-lsp-black==2.0.0 \
+    --hash=sha256:d5efdee45f5fa9e5241f5d4d396cd46127f45c85817916b1fd92c2986652bf7e
+python-lsp-jsonrpc==1.1.2 \
+    --hash=sha256:7339c2e9630ae98903fdaea1ace8c47fba0484983794d6aafd0bd8989be2b03c
+python-lsp-ruff==2.3.0 \
+    --hash=sha256:b858b698fbaff5670f6d5e6c66afc632908f78639d73dc85dedd33ae5fdd204f
+python-lsp-server==1.15.0 \
+    --hash=sha256:d6ac11b467021310498f2dffb2edf09629bbcfe0d3073156db2337334a60463f
 python-multipart==0.0.32 \
     --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
 python-slugify==8.0.4 \
     --hash=sha256:276540b79961052b66b7d116620b36518847f52d5fd9e3a70164fc8c50faa6b8
 pytokens==0.4.1 \
     --hash=sha256:26cef14744a8385f35d0e095dc8b3a7583f6c953c2e3d269c7f82484bf5ad2de
-pytoolconfig==1.3.1 \
-    --hash=sha256:5d8cea8ae1996938ec3eaf44567bbc5ef1bc900742190c439a44a704d6e1b62b
 pyuca==1.2 \
     --hash=sha256:abaa12e1bd2c7c68ca8396ff8383bc0654a739cef3ae68fd7af58bf29af0a91e
 pyusb==1.3.1 \
@@ -654,8 +654,18 @@ pywin32-ctypes==0.2.3 \
     --hash=sha256:8a1513379d709975552d202d942d9837758905c8d01eb82b8bcc30918929e7b8
 pyzmq==27.2.0 \
     --hash=sha256:2c218c6ab8bc447ba62054b581fd30209689d199c6ecb253f79615ca74a38e12
+qdarkstyle==3.2.3 \
+    --hash=sha256:ea980ee426d594909cf1058306832af71ff6cbad6f69237b036d1550635aefbc
 qrcode==8.2 \
     --hash=sha256:16e64e0716c14960108e85d853062c9e8bba5ca8252c0b4d0231b9df4060ff4f
+qstylizer==0.2.4 \
+    --hash=sha256:8f384dfe86f9edb0bb596b93663a51f124f0794b94fd54057cc7cf9cea59fb6f
+qtawesome==1.4.2 \
+    --hash=sha256:dbf08524428fa2df73918ce362153254cd44f089380576d84bfaad8f40eece45
+qtconsole==5.7.2 \
+    --hash=sha256:e1d1f6a792123363626e643a7a4ee561217773571043992693fba7eccfa89f95
+qtpy==2.4.3 \
+    --hash=sha256:72095afe13673e017946cc258b8d5da43314197b741ed2890e563cf384b51aa1
 quantecon==0.11.4 \
     --hash=sha256:eb0951fc5037944195d0b715c0cd535908adcdefd389c99bc3eba5825086774f
 quart==0.20.0 \
@@ -668,8 +678,8 @@ referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231
 regex==2026.9.10 \
     --hash=sha256:58da726d3e766c0b3f5a3997dfaf0275898a1107b8191cdd6b0437fe45fd817d
-reportlab==5.0.0 \
-    --hash=sha256:9d5a3affa84919e1111ede580031266a570e93b1ce388219621347965ff1d93c
+reportlab==5.0.1 \
+    --hash=sha256:1c36e6bb0e71780c72331eba60da7f602e8d4389a8723825af71342e49d791e8
 requests==2.34.2 \
     --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0
 requests-ntlm==1.3.0 \
@@ -688,8 +698,6 @@ rich==15.0.0 \
     --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb
 roman-numerals==4.1.0 \
     --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
-rope==1.14.0 \
-    --hash=sha256:00a7ea8c0c376fc0b053b2f2f8ef3bfb8b50fecf1ebf3eb80e4f8bd7f1941918
 rpds-py==2026.6.3 \
     --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146
 rsa==4.9.1 \
@@ -756,6 +764,8 @@ sphinxcontrib-qthelp==2.0.0 \
     --hash=sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb
 sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331
+spyder-kernels==3.1.6 \
+    --hash=sha256:c4673613efa49e3cba59ec4105c7065b9165c65730f3fdfdfbbba3c3bd227c93
 sqlalchemy==2.0.51 \
     --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5
 sqlite-bro==1.3.2 \
@@ -780,6 +790,8 @@ statsmodels==0.15.0 \
     --hash=sha256:511a4f9cadbf91a690bfa863bb3e25dce583d8140046886fdf35fbfabfbce401
 streamlit==1.59.1 \
     --hash=sha256:b00d41fa9024d28ab30b81e56ddf07d61cda6ae625231dcb13e0be6c07ef1e0f
+superqt==0.8.2 \
+    --hash=sha256:ce8400ae7b577d090368aae5bdbabb06cd6bc893f6ca73485bb686835bf20943
 sympy==1.14.0 \
     --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
 tabulate==0.10.0 \
@@ -872,10 +884,8 @@ websocket-client==1.9.0 \
     --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
 websockets==15.0.1 \
     --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
-werkzeug==3.1.8 \
-    --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50
-whatthepatch==1.0.7 \
-    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+werkzeug==3.1.9 \
+    --hash=sha256:6392e50c78460ba618e5b21f08a71f59c99ce99cdc6cf6e3dd7e6ccca8754fab
 wheel==0.48.0 \
     --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
 widgetsnbextension==4.0.16 \
@@ -894,11 +904,9 @@ xxhash==4.0.1 \
     --hash=sha256:0ab851b45c70d4992be7cdeeee16f97a0b677408c758c4b1efb1cfe8030bfd37
 xyzservices==2026.3.0 \
     --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
-yapf==0.43.0 \
-    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
 yarl==1.25.1 \
     --hash=sha256:a2059a2d891bd156bc5184e7ab7a56e78a84dfcfdeac8c501b552533ad1c36ee
-yt-dlp==2026.7.4 \
-    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+yt-dlp==2026.8.19 \
+    --hash=sha256:1d57897e94c6665a0a6f9bc54b34e584284e32c034ffab3a7df25d8f7b24eedf
 zipp==4.1.0 \
     --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
diff --git a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimf.txt b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb4.txt
similarity index 97%
rename from winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimf.txt
rename to winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb4.txt
index 97dc6705..879cebfd 100644
--- a/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimf.txt
+++ b/winpython/portable/cycle_2026_04/requir.64-3_15_0_5slimfb4.txt
@@ -194,8 +194,8 @@ fsspec==2026.7.0 \
     --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279
 fuzzywuzzy==0.18.0 \
     --hash=sha256:928244b28db720d1e0ee7587acf660ea49d7e4c632569cad4f1cd7e68a5f0993
-genai-prices==0.0.60 \
-    --hash=sha256:096a5c31963687e99d752789382b9e8e71c0a56f9569b9760fd0de402f8b084a
+genai-prices==0.1.9 \
+    --hash=sha256:3da8faa0a126e4df7be36696b90abe2be1fea8826bfcf45d39d91bc397fa9d1d
 geographiclib==2.1 \
     --hash=sha256:e2a873b9b9e7fc38721ad73d5f4e6c9ed140d428a339970f505c07056997d40b
 geopy==2.5.0 \
@@ -354,8 +354,8 @@ lmfit==1.3.4 \
     --hash=sha256:afce1593b42324d37ae2908249b0c55445e2f4c1a0474ff706a8e2f7b5d949fa
 locket==1.0.0 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
-logfire-api==4.33.0 \
-    --hash=sha256:b992727bab71412b5a00f54453eec18e559232c83d7120cf5c6a9edd33fb0c4e
+logfire-api==4.40.0 \
+    --hash=sha256:f8b7309235a942368b927f00e0a1869ff0820833f264a30e77a35f1da829c130
 lsprotocol==2025.0.0 \
     --hash=sha256:f9d78f25221f2a60eaa4a96d3b4ffae011b107537facee61d3da3313880995c7
 lxml==6.1.3 \
@@ -402,8 +402,8 @@ mpld3==0.5.12 \
     --hash=sha256:bea31799a4041029a906f53f2662bbf1c49903e0c0bc712b412354158ec7cf54
 mpmath==1.3.0 \
     --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
-multidict==6.7.1 \
-    --hash=sha256:55d97cc6dae627efa6a6e548885712d4864b81110ac76fa4e534c03819fa4a56
+multidict==6.9.1 \
+    --hash=sha256:e96ca64383efa107262ee3949f047af5ee4f1845ba09463466c04d35a83bd3ec
 multipledispatch==1.0.0 \
     --hash=sha256:0c53cd8b077546da4e48869f49b13164bebafd0c2a5afceb6bb6a316e7fb46e4
 mypy==2.3.0 \
@@ -424,8 +424,8 @@ networkx==3.6.1 \
     --hash=sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762
 nltk==3.10.3 \
     --hash=sha256:ff9598a8e20518ee0d557745890cc4435b9578489e2dcbc69c4f81fa060caf7c
-numpy==2.5.2 \
-    --hash=sha256:e5651f3f87add730ee6608d915009e19c911fba0cb000c7e3ea994b7d768eb12
+numpy==2.5.3 \
+    --hash=sha256:1aad64d99730d013cfc6debafed22783b4fc5a7f4b8bc744d2d8cf7dcc880551
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2
 opentelemetry-api==1.41.1 \
@@ -512,12 +512,12 @@ pyct==0.6.0 \
     --hash=sha256:cfaded7289fca72ddf6579b81459e3ec8db323a508e61c49aa318ee3cd6ff160
 pydantic==2.14.0 \
     --hash=sha256:15fab1bea6f1dc5003b54fc2ecab230c1fd1dbade2acd4addc52d81e32416d4b
-pydantic-ai-slim==1.106.0 \
-    --hash=sha256:0dd7a99ea3fa89b490098406c2240ba7d75c327eea094c3fd057dd7aa9f3d163
+pydantic-ai-slim==2.55.0 \
+    --hash=sha256:7fcea628e78c2f247af94504534f0577151496166998d74ec145505040b19c68
 pydantic-core==2.50.0 \
     --hash=sha256:36c49d4e1769127461b609f110d91963790091ffcc2de401ac1d3b2f6a63bd54
-pydantic-graph==1.106.0 \
-    --hash=sha256:e6bb61aef0fdb49185a81142d311f94fc3315329345471d12cab85ab5845221f
+pydantic-graph==2.55.0 \
+    --hash=sha256:774a64db707e759e22a4b2d6f8849986331fac009bb3f36ba3ed0cb8eee7a150
 pydantic-settings==2.15.0 \
     --hash=sha256:0ba092c291c94baceb5eff768aa0d56400a457585bc0175925a5a5510303da42
 pydeck==0.9.3 \
@@ -594,8 +594,8 @@ referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231
 regex==2026.9.10 \
     --hash=sha256:07b45ba5c94b8fcb30cb6c56a11f715c57533a3017964504322ea52690a27b72
-reportlab==5.0.0 \
-    --hash=sha256:9d5a3affa84919e1111ede580031266a570e93b1ce388219621347965ff1d93c
+reportlab==5.0.1 \
+    --hash=sha256:1c36e6bb0e71780c72331eba60da7f602e8d4389a8723825af71342e49d791e8
 requests==2.34.2 \
     --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0
 requests-toolbelt==1.0.0 \
@@ -774,8 +774,8 @@ websocket-client==1.9.0 \
     --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
 websockets==15.0.1 \
     --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f
-werkzeug==3.1.8 \
-    --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50
+werkzeug==3.1.9 \
+    --hash=sha256:6392e50c78460ba618e5b21f08a71f59c99ce99cdc6cf6e3dd7e6ccca8754fab
 whatthepatch==1.0.7 \
     --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
 wheel==0.48.0 \
@@ -800,7 +800,7 @@ yapf==0.43.0 \
     --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
 yarl==1.25.1 \
     --hash=sha256:b13b88747769537f3d32e89e3a735da10c0a9e35d7322928c701b5f93d3afffd
-yt-dlp==2026.7.4 \
-    --hash=sha256:f11f2b11d5a8ac4059f9bdf29fa4407dc7c6bb00c5097e95ca22a7a9db518266
+yt-dlp==2026.8.19 \
+    --hash=sha256:1d57897e94c6665a0a6f9bc54b34e584284e32c034ffab3a7df25d8f7b24eedf
 zipp==4.1.0 \
     --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
diff --git a/winpython_builds.toml b/winpython_builds.toml
index a647ac0a..77f83aaa 100644
--- a/winpython_builds.toml
+++ b/winpython_builds.toml
@@ -63,7 +63,7 @@ wheelhousereq = "requirements_whl.txt"
 [pythons."313"]
 python_target_release = "31316"
 release = "0"
-my_release_level = ""
+my_release_level = "b4"
 builds = ["dot", "slim"]
 
 # A Python that names a requirements file its own way says so here:
@@ -73,7 +73,7 @@ builds = ["dot", "slim"]
 [pythons."314"]
 python_target_release = "3148"
 release = "0"
-my_release_level = ""
+my_release_level = "b4"
 builds = ["dot", "dotf", "slim", "slimf"]
 
 
@@ -91,7 +91,7 @@ only_binary = false
 [pythons."315"]
 python_target_release = "3150"
 release = "5"
-my_release_level = ""
+my_release_level = "b4"
 builds = ["dot", "dotf", "slim", "slimf"]
 
 [pythons."315".overrides.slim]

From 81b6ffa0e36be07641e245f708a976d6349e30e2 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Sun, 11 Oct 2026 17:55:39 +0000
Subject: [PATCH 100/100] Changelogs for WinPython 2026-04 b4 of October 11th
 2026

---
 changelogs/WinPythondot-64bit-3.13.16.0b4.md  |   34 +
 changelogs/WinPythondot-64bit-3.14.8.0b4.md   |   34 +
 changelogs/WinPythondot-64bit-3.15.0.5b4.md   |   34 +
 changelogs/WinPythondotf-64bit-3.14.8.0b4.md  |   34 +
 changelogs/WinPythondotf-64bit-3.15.0.5b4.md  |   34 +
 changelogs/WinPythonslim-64bit-3.13.16.0b4.md |  552 ++
 changelogs/WinPythonslim-64bit-3.14.8.0b4.md  |  578 ++
 changelogs/WinPythonslim-64bit-3.15.0.5b4.md  |  483 ++
 changelogs/WinPythonslimf-64bit-3.14.8.0b4.md |  499 ++
 changelogs/WinPythonslimf-64bit-3.15.0.5b4.md |  430 ++
 changelogs/pylock.64-3_13_16_0dotb4.toml      |   90 +
 changelogs/pylock.64-3_13_16_0slimb4.toml     | 5777 ++++++++++++++++
 changelogs/pylock.64-3_14_8_0dotb4.toml       |   90 +
 changelogs/pylock.64-3_14_8_0dotfb4.toml      |   90 +
 changelogs/pylock.64-3_14_8_0slimb4.toml      | 6063 +++++++++++++++++
 changelogs/pylock.64-3_14_8_0slimfb4.toml     | 5194 ++++++++++++++
 changelogs/pylock.64-3_15_0_5dotb4.toml       |   90 +
 changelogs/pylock.64-3_15_0_5dotfb4.toml      |   90 +
 changelogs/pylock.64-3_15_0_5slimb4.toml      | 5018 ++++++++++++++
 changelogs/pylock.64-3_15_0_5slimfb4.toml     | 4435 ++++++++++++
 changelogs/requir.64-3_13_16_0dotb4.txt       |   16 +
 changelogs/requir.64-3_13_16_0slimb4.txt      | 1050 +++
 changelogs/requir.64-3_14_8_0dotb4.txt        |   16 +
 changelogs/requir.64-3_14_8_0dotfb4.txt       |   16 +
 changelogs/requir.64-3_14_8_0slimb4.txt       | 1102 +++
 changelogs/requir.64-3_14_8_0slimfb4.txt      |  944 +++
 changelogs/requir.64-3_15_0_5dotb4.txt        |   16 +
 changelogs/requir.64-3_15_0_5dotfb4.txt       |   16 +
 changelogs/requir.64-3_15_0_5slimb4.txt       |  912 +++
 changelogs/requir.64-3_15_0_5slimfb4.txt      |  806 +++
 30 files changed, 34543 insertions(+)
 create mode 100644 changelogs/WinPythondot-64bit-3.13.16.0b4.md
 create mode 100644 changelogs/WinPythondot-64bit-3.14.8.0b4.md
 create mode 100644 changelogs/WinPythondot-64bit-3.15.0.5b4.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.14.8.0b4.md
 create mode 100644 changelogs/WinPythondotf-64bit-3.15.0.5b4.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.13.16.0b4.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.14.8.0b4.md
 create mode 100644 changelogs/WinPythonslim-64bit-3.15.0.5b4.md
 create mode 100644 changelogs/WinPythonslimf-64bit-3.14.8.0b4.md
 create mode 100644 changelogs/WinPythonslimf-64bit-3.15.0.5b4.md
 create mode 100644 changelogs/pylock.64-3_13_16_0dotb4.toml
 create mode 100644 changelogs/pylock.64-3_13_16_0slimb4.toml
 create mode 100644 changelogs/pylock.64-3_14_8_0dotb4.toml
 create mode 100644 changelogs/pylock.64-3_14_8_0dotfb4.toml
 create mode 100644 changelogs/pylock.64-3_14_8_0slimb4.toml
 create mode 100644 changelogs/pylock.64-3_14_8_0slimfb4.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5dotb4.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5dotfb4.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5slimb4.toml
 create mode 100644 changelogs/pylock.64-3_15_0_5slimfb4.toml
 create mode 100644 changelogs/requir.64-3_13_16_0dotb4.txt
 create mode 100644 changelogs/requir.64-3_13_16_0slimb4.txt
 create mode 100644 changelogs/requir.64-3_14_8_0dotb4.txt
 create mode 100644 changelogs/requir.64-3_14_8_0dotfb4.txt
 create mode 100644 changelogs/requir.64-3_14_8_0slimb4.txt
 create mode 100644 changelogs/requir.64-3_14_8_0slimfb4.txt
 create mode 100644 changelogs/requir.64-3_15_0_5dotb4.txt
 create mode 100644 changelogs/requir.64-3_15_0_5dotfb4.txt
 create mode 100644 changelogs/requir.64-3_15_0_5slimb4.txt
 create mode 100644 changelogs/requir.64-3_15_0_5slimfb4.txt

diff --git a/changelogs/WinPythondot-64bit-3.13.16.0b4.md b/changelogs/WinPythondot-64bit-3.13.16.0b4.md
new file mode 100644
index 00000000..6563981c
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.13.16.0b4.md
@@ -0,0 +1,34 @@
+## WinPython 3.13.16.0dot
+
+The following packages are included in WinPython-64bit v3.13.16.0dot b4.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.13.16 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.14.8.0b4.md b/changelogs/WinPythondot-64bit-3.14.8.0b4.md
new file mode 100644
index 00000000..c7ec9a31
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.14.8.0b4.md
@@ -0,0 +1,34 @@
+## WinPython 3.14.8.0dot
+
+The following packages are included in WinPython-64bit v3.14.8.0dot b4.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.14.8 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondot-64bit-3.15.0.5b4.md b/changelogs/WinPythondot-64bit-3.15.0.5b4.md
new file mode 100644
index 00000000..6fe5fe1c
--- /dev/null
+++ b/changelogs/WinPythondot-64bit-3.15.0.5b4.md
@@ -0,0 +1,34 @@
+## WinPython 3.15.0.5dot
+
+The following packages are included in WinPython-64bit v3.15.0.5dot b4.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.15.0 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondotf-64bit-3.14.8.0b4.md b/changelogs/WinPythondotf-64bit-3.14.8.0b4.md
new file mode 100644
index 00000000..42690dc2
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.14.8.0b4.md
@@ -0,0 +1,34 @@
+## WinPython 3.14.8.0dotf
+
+The following packages are included in WinPython-64bit v3.14.8.0dotf b4.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.14.8 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythondotf-64bit-3.15.0.5b4.md b/changelogs/WinPythondotf-64bit-3.15.0.5b4.md
new file mode 100644
index 00000000..9e064b3b
--- /dev/null
+++ b/changelogs/WinPythondotf-64bit-3.15.0.5b4.md
@@ -0,0 +1,34 @@
+## WinPython 3.15.0.5dotf
+
+The following packages are included in WinPython-64bit v3.15.0.5dotf b4.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Python](http://www.python.org/) | 3.15.0 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.13.16.0b4.md b/changelogs/WinPythonslim-64bit-3.13.16.0b4.md
new file mode 100644
index 00000000..4f4eb8e0
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.13.16.0b4.md
@@ -0,0 +1,552 @@
+## WinPython 3.13.16.0slim
+
+The following packages are included in WinPython-64bit v3.13.16.0slim b4.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.13.16 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.12.0 | A generic entrypoint for ADBC drivers.
+[aiofile](https://pypi.org/project/aiofile) | 3.12.3 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 1.11.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.15.1 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 26.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.12.2 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.7.22 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.6.0 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[cohere](https://pypi.org/project/cohere) | 7.0.8 | 
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
+[cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.2.9 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.5 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[duckdb](https://pypi.org/project/duckdb) | 1.5.6 | DuckDB in-process database
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.12.2 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.22.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.1.9 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.5.0 | Python Geocoding Toolbox
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[guidata](https://pypi.org/project/guidata) | 3.15.1 | Automatic GUI generation for easy dataset editing and display
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.8.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 1.2.1 | 
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.21.1 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.4 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.17 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[langchain](https://pypi.org/project/langchain) | 1.3.15 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.5.5 | Building applications with LLMs through composability
+[langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
+[langgraph](https://pypi.org/project/langgraph) | 1.2.11 | Building stateful, multi-actor applications with LLMs
+[langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.2.0 | Library with base interfaces for LangGraph checkpoint savers.
+[langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
+[langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.6 | SDK for interacting with LangGraph API
+[langsmith](https://pypi.org/project/langsmith) | 0.11.0 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.1.0 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.40.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[magika](https://pypi.org/project/magika) | 0.6.2 | A tool to determine the content type of a file with deep learning
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.3 | Convert HTML to markdown.
+[markitdown](https://pypi.org/project/markitdown) | 0.1.7 | Utility tool for converting various files to Markdown
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[mssql-python](https://pypi.org/project/mssql-python) | 1.13.0 | A Python library for interacting with Microsoft SQL Server
+[mssql-python-odbc](https://pypi.org/project/mssql-python-odbc) | 18.6.2.1 | Internal implementation package for mssql-python: Microsoft ODBC Driver 18 for SQL Server binaries. Not intended for direct use.
+[multidict](https://pypi.org/project/multidict) | 6.9.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.26.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.7 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.3 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.3 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
+[onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[orjson](https://pypi.org/project/orjson) | 3.11.8 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.4 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.2 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[plotpy](https://pypi.org/project/plotpy) | 2.11.0 | Curve and image plotting tools for Python/Qt applications
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 2.0.0 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 2.0.0 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.53 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.36.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.12 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyarrow](https://pypi.org/project/pyarrow) | 25.0.1 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.14.0 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.50.0 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.9.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.15.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.19.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.17.1 | The sip module support for PyQt5
+[pyqtgraph](https://pypi.org/project/pyqtgraph) | 0.14.0 | Scientific Graphics and GUI Library for Python
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.2.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pythonqwt](https://pypi.org/project/pythonqwt) | 0.16.3 | Qt plotting widgets for Python
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.2.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.1 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.11.0 | Machine learning with dataframes
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sparsediffpy](https://pypi.org/project/sparsediffpy) | 0.3.0 | Python bindings for SparseDiffEngine algorithmic differentiation
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder](https://pypi.org/project/spyder) | 6.1.7 | The Scientific Python Development Environment
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.6 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.2.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.14.6 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.63.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[superqt](https://pypi.org/project/superqt) | 0.8.2 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.14.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[tokenizers](https://pypi.org/project/tokenizers) | 0.23.1 | 
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.2.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.8.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 16.0 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.9 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.16 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.8.19 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+[zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.14.8.0b4.md b/changelogs/WinPythonslim-64bit-3.14.8.0b4.md
new file mode 100644
index 00000000..42a33f47
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.14.8.0b4.md
@@ -0,0 +1,578 @@
+## WinPython 3.14.8.0slim
+
+The following packages are included in WinPython-64bit v3.14.8.0slim b4.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.14.8 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.12.0 | A generic entrypoint for ADBC drivers.
+[agent-client-protocol](https://pypi.org/project/agent-client-protocol) | 0.11.0 | A Python implement of Agent Client Protocol (ACP, by Zed Industries)
+[aiofile](https://pypi.org/project/aiofile) | 3.12.3 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 1.11.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.15.1 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 26.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[brotli](https://pypi.org/project/brotli) | 1.2.0 | Python bindings for the Brotli compression library
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.12.2 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.7.22 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.6.0 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[cohere](https://pypi.org/project/cohere) | 7.0.8 | 
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cvxopt](https://pypi.org/project/cvxopt) | 1.3.3 | Convex optimization package
+[cvxpy](https://pypi.org/project/cvxpy) | 1.9.2 | A domain-specific language for modeling convex optimization problems in Python.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cyclopts](https://pypi.org/project/cyclopts) | 5.1.1 | Intuitive, easy CLIs based on type hints.
+[cython](https://pypi.org/project/cython) | 3.3.0 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.5 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[duckdb](https://pypi.org/project/duckdb) | 1.5.6 | DuckDB in-process database
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.12.2 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.22.2 | Fastest Python implementation of JSON schema
+[fastmcp](https://pypi.org/project/fastmcp) | 3.4.7 | The fast, Pythonic way to build MCP servers and clients.
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.1.9 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.5.0 | Python Geocoding Toolbox
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[guidata](https://pypi.org/project/guidata) | 3.15.1 | Automatic GUI generation for easy dataset editing and display
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[highspy](https://pypi.org/project/highspy) | 1.15.1 | A thin set of pybind11 wrappers to HiGHS
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.9.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 1.2.1 | 
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.16.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonref](https://pypi.org/project/jsonref) | 1.1.0 | jsonref is a library for automatic dereferencing of JSON Reference objects for Python.
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-path](https://pypi.org/project/jsonschema-path) | 0.5.0 | JSONSchema Spec with object-oriented paths
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-ai](https://pypi.org/project/jupyter-ai) | 3.2.0 | A set of extensions providing agentic AI in JupyterLab
+[jupyter-ai-acp-client](https://pypi.org/project/jupyter-ai-acp-client) | 0.3.2 | The ACP client for Jupyter AI, allowing for ACP agents to be used in JupyterLab
+[jupyter-ai-chat-commands](https://pypi.org/project/jupyter-ai-chat-commands) | 0.0.4 | Package providing the set of default chat commands in Jupyter AI.
+[jupyter-ai-persona-manager](https://pypi.org/project/jupyter-ai-persona-manager) | 0.2.2 | The core manager & registry for AI personas in Jupyter AI
+[jupyter-ai-router](https://pypi.org/project/jupyter-ai-router) | 0.1.1 | Core routing layer of Jupyter AI
+[jupyter-ai-tools](https://pypi.org/project/jupyter-ai-tools) | 0.7.0 | A suite of tools for AI agents in Jupyter
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-live-content](https://pypi.org/project/jupyter-live-content) | 0.1.1 | A minimal JupyterLab extension that provides live content updates from the filesystem.
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.21.1 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-mcp](https://pypi.org/project/jupyter-server-mcp) | 0.3.0 | 
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyter-ydoc](https://pypi.org/project/jupyter-ydoc) | 4.1.1 | Document structures for collaborative editing using Ypy
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.4 | JupyterLab computational environment
+[jupyterlab-ai-commands](https://pypi.org/project/jupyterlab-ai-commands) | 0.4.0 | A set of commands for AI in JupyterLab
+[jupyterlab-cell-input-footer](https://pypi.org/project/jupyterlab-cell-input-footer) | 0.3.2 | A JupyterLab Plugin that adds a footer to cell inputs.
+[jupyterlab-chat](https://pypi.org/project/jupyterlab-chat) | 0.25.1 | A chat extension based on shared documents
+[jupyterlab-commands-toolkit](https://pypi.org/project/jupyterlab-commands-toolkit) | 0.2.0 | A Jupyter extension that provides an AI toolkit for JupyterLab commands.
+[jupyterlab-diff](https://pypi.org/project/jupyterlab-diff) | 0.7.1 | A JupyterLab Extension for showing cell (git) diffs.
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.17 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[langchain](https://pypi.org/project/langchain) | 1.3.15 | Building applications with LLMs through composability
+[langchain-core](https://pypi.org/project/langchain-core) | 1.5.5 | Building applications with LLMs through composability
+[langchain-protocol](https://pypi.org/project/langchain-protocol) | 0.0.18 | Python bindings for the LangChain agent streaming protocol
+[langgraph](https://pypi.org/project/langgraph) | 1.2.11 | Building stateful, multi-actor applications with LLMs
+[langgraph-checkpoint](https://pypi.org/project/langgraph-checkpoint) | 4.2.0 | Library with base interfaces for LangGraph checkpoint savers.
+[langgraph-prebuilt](https://pypi.org/project/langgraph-prebuilt) | 1.1.0 | Library with high-level APIs for creating and executing LangGraph agents and tools.
+[langgraph-sdk](https://pypi.org/project/langgraph-sdk) | 0.4.6 | SDK for interacting with LangGraph API
+[langsmith](https://pypi.org/project/langsmith) | 0.11.0 | Client library to connect to the LangSmith Observability and Evaluation Platform.
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.1.0 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.40.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[magika](https://pypi.org/project/magika) | 0.6.2 | A tool to determine the content type of a file with deep learning
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.3 | Convert HTML to markdown.
+[markitdown](https://pypi.org/project/markitdown) | 0.1.7 | Utility tool for converting various files to Markdown
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[mssql-python](https://pypi.org/project/mssql-python) | 1.13.0 | A Python library for interacting with Microsoft SQL Server
+[mssql-python-odbc](https://pypi.org/project/mssql-python-odbc) | 18.6.2.1 | Internal implementation package for mssql-python: Microsoft ODBC Driver 18 for SQL Server binaries. Not intended for direct use.
+[multidict](https://pypi.org/project/multidict) | 6.9.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.26.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.7 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.3 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.3 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[onnxruntime](https://pypi.org/project/onnxruntime) | 1.28.0 | ONNX Runtime is a runtime accelerator for Machine Learning models
+[onnxruntime-genai](https://pypi.org/project/onnxruntime-genai) | 0.15.2 | ONNX Runtime GenAI
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[openapi-pydantic](https://pypi.org/project/openapi-pydantic) | 0.6.0 | Modern, type-safe OpenAPI schemas in Python using Pydantic 1.8+ and 2.x
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[orjson](https://pypi.org/project/orjson) | 3.12.0 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.4 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.2 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathable](https://pypi.org/project/pathable) | 0.6.0 | Object-oriented paths
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[plotpy](https://pypi.org/project/plotpy) | 2.11.0 | Curve and image plotting tools for Python/Qt applications
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 2.0.0 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 2.0.0 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.53 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.36.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.12 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyarrow](https://pypi.org/project/pyarrow) | 25.0.1 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pycrdt](https://pypi.org/project/pycrdt) | 0.14.8 | Python bindings for Yrs
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.13.4 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.46.4 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.9.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.15.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.19.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.17.1 | The sip module support for PyQt5
+[pyqtgraph](https://pypi.org/project/pyqtgraph) | 0.14.0 | Scientific Graphics and GUI Library for Python
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.2.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pythonqwt](https://pypi.org/project/pythonqwt) | 0.16.3 | Qt plotting widgets for Python
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.2.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.1 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[rich-rst](https://pypi.org/project/rich-rst) | 2.2.0 | A beautiful reStructuredText renderer for rich
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.11.0 | Machine learning with dataframes
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sparsediffpy](https://pypi.org/project/sparsediffpy) | 0.3.0 | Python bindings for SparseDiffEngine algorithmic differentiation
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder](https://pypi.org/project/spyder) | 6.1.7 | The Scientific Python Development Environment
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.6 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.2.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.14.6 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.63.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[superqt](https://pypi.org/project/superqt) | 0.8.2 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.14.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[tokenizers](https://pypi.org/project/tokenizers) | 0.23.1 | 
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.2.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncalled-for](https://pypi.org/project/uncalled-for) | 0.4.0 | Async dependency injection for Python functions
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.8.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[watchfiles](https://pypi.org/project/watchfiles) | 1.3.0 | Simple, modern and high performance file watching and code reload in python.
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 16.0 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.9 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.16 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.8.19 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+[zstandard](https://pypi.org/project/zstandard) | 0.25.0 | Zstandard bindings for Python
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslim-64bit-3.15.0.5b4.md b/changelogs/WinPythonslim-64bit-3.15.0.5b4.md
new file mode 100644
index 00000000..e6e71cf7
--- /dev/null
+++ b/changelogs/WinPythonslim-64bit-3.15.0.5b4.md
@@ -0,0 +1,483 @@
+## WinPython 3.15.0.5slim
+
+The following packages are included in WinPython-64bit v3.15.0.5slim b4.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.15.0 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[aiofile](https://pypi.org/project/aiofile) | 3.12.3 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.4 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 1.11.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.15.1 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 26.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[authlib](https://pypi.org/project/authlib) | 1.7.2 | The ultimate Python library in building OAuth and OpenID Connect servers and clients.
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.12.2 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.7.22 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.6.0 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.4 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[clarabel](https://pypi.org/project/clarabel) | 0.11.1 | Clarabel Conic Interior Point Solver for Rust / Python
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.4.0 | Python library for calculating contours of 2D quadrilateral grids
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.3.0 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.2.0 | Cython implementation of Toolz: High performance functional utilities
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[deap](https://pypi.org/project/deap) | 1.4.4 | Distributed Evolutionary Algorithms in Python
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastavro](https://pypi.org/project/fastavro) | 1.13.1 | Fast read/write of AVRO files
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.22.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.65.0 | Tools to manipulate font files
+[formulaic](https://pypi.org/project/formulaic) | 1.2.2 | An implementation of Wilkinson formulas.
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.1.9 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.5.0 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httptools](https://pypi.org/project/httptools) | 0.9.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[interface-meta](https://pypi.org/project/interface-meta) | 2.0.1 | `interface_meta` provides a convenient way to expose an extensible API with enforced method signatures and consistent documentation.
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 0.8.7 | a library for doing approximate and phonetic matching of strings.
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.17.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[joserfc](https://pypi.org/project/joserfc) | 1.7.4 | The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.1.6 | A lightweight and powerful JSONPath implementation for Python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.17 | Jupyter interactive widgets for JupyterLab
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.1 | A fast implementation of the Cassowary constraint solver
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.1.0 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.50.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.40.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.3 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.3 | Convert HTML to markdown.
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.4 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.2 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mcp](https://pypi.org/project/mcp) | 1.29.0 | Model Context Protocol SDK
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.6.0 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[moocore](https://pypi.org/project/moocore) | 0.3.2 | Core Algorithms for Multi-Objective Optimization
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[multidict](https://pypi.org/project/multidict) | 6.9.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.26.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.7 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[numba](https://pypi.org/project/numba) | 0.68.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.3 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[opencv-python](https://pypi.org/project/opencv-python) | 5.0.0.93 | Wrapper package for OpenCV python bindings.
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.62b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.20.0 | Optimized PyTree Utilities.
+[orjson](https://pypi.org/project/orjson) | 3.12.0 | Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.6 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[polars](https://pypi.org/project/polars) | 2.0.0 | Blazingly fast DataFrame library
+[polars-runtime-32](https://pypi.org/project/polars-runtime-32) | 2.0.0 | Blazingly fast DataFrame library
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.53 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.4 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.36.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psycopg2](https://pypi.org/project/psycopg2) | 2.9.13 | psycopg2 - Python-PostgreSQL Database Adapter
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyarrow](https://pypi.org/project/pyarrow) | 26.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.14.0 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 2.55.0 | AI Agent Framework, the Pydantic way, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.50.0 | Core functionality for Pydantic validation and serialization
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 2.55.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pygithub](https://pypi.org/project/pygithub) | 2.9.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.15.1 | JSON Web Token implementation in Python
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.19.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyqt5](https://pypi.org/project/pyqt5) | 5.15.11 | Python bindings for the Qt cross platform application toolkit
+[pyqt5-qt5](https://pypi.org/project/pyqt5-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQt5.
+[pyqt5-sip](https://pypi.org/project/pyqt5-sip) | 12.20.0 | The sip module support for PyQt5
+[pyqtwebengine](https://pypi.org/project/pyqtwebengine) | 5.15.7 | Python bindings for the Qt WebEngine framework
+[pyqtwebengine-qt5](https://pypi.org/project/pyqtwebengine-qt5) | 5.15.2 | The subset of a Qt installation needed by PyQtWebEngine.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.2.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.10.0 | PyWavelets, wavelet transform module
+[pywin32](https://pypi.org/project/pywin32) | 312 | Python for Windows Extensions
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pyzmq](https://pypi.org/project/pyzmq) | 27.2.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtawesome](https://pypi.org/project/qtawesome) | 1.4.2 | FontAwesome icons in PyQt and PySide applications
+[qtconsole](https://pypi.org/project/qtconsole) | 5.7.2 | Jupyter Qt console
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.6 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.9.10 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.1 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.1 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.3.1 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.2.0 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.11.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.6 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.2.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.15.0 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.59.1 | A faster way to build and share data apps
+[superqt](https://pypi.org/project/superqt) | 0.8.2 | Missing widgets and components for PyQt/PySide
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.14.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.2.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 6.0.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.8.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.14.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.9 | The comprehensive WSGI web application library.
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.16 | Jupyter interactive widgets for Jupyter Notebook
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wrapt](https://pypi.org/project/wrapt) | 2.4.0 | Module for decorators, wrappers and monkey patching.
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 4.0.1 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yarl](https://pypi.org/project/yarl) | 1.25.1 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.8.19 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslimf-64bit-3.14.8.0b4.md b/changelogs/WinPythonslimf-64bit-3.14.8.0b4.md
new file mode 100644
index 00000000..6b88a2bb
--- /dev/null
+++ b/changelogs/WinPythonslimf-64bit-3.14.8.0b4.md
@@ -0,0 +1,499 @@
+## WinPython 3.14.8.0slimf
+
+The following packages are included in WinPython-64bit v3.14.8.0slimf b4.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.14.8 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[adbc-driver-manager](https://pypi.org/project/adbc-driver-manager) | 1.12.0 | A generic entrypoint for ADBC drivers.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.3 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 1.11.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.15.1 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 26.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[asyncssh](https://pypi.org/project/asyncssh) | 2.24.0 | AsyncSSH: Asynchronous SSHv2 client and server library
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[autopep8](https://pypi.org/project/autopep8) | 2.0.4 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[azure-identity](https://pypi.org/project/azure-identity) | 1.25.3 | Microsoft Azure Identity Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[bcrypt](https://pypi.org/project/bcrypt) | 5.0.0 | Modern password hashing for your software and your servers
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[bokeh](https://pypi.org/project/bokeh) | 3.9.1 | Interactive plots and applications in the browser from Python
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.7.22 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.4.7 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.3.3 | Python library for calculating contours of 2D quadrilateral grids
+[cookiecutter](https://pypi.org/project/cookiecutter) | 2.7.1 | A command-line utility that creates projects from project templates, e.g.
+[cryptography](https://pypi.org/project/cryptography) | 50.0.0 | cryptography is a package which provides cryptographic recipes and primitives to Python developers.
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.3.0 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.1.0 | Cython implementation of Toolz: High performance functional utilities
+[dask](https://pypi.org/project/dask) | 2026.7.1 | Parallel PyData with Task Scheduling
+[datasette](https://pypi.org/project/datasette) | 0.65.5 | An open source multi-tool for exploring and publishing data
+[datasette-graphql](https://pypi.org/project/datasette-graphql) | 2.2 | Datasette plugin providing an automatic GraphQL API for your SQLite databases
+[datashader](https://pypi.org/project/datashader) | 0.19.1 | Data visualization toolchain based on aggregating into a grid
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.22.2 | Fastest Python implementation of JSON schema
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.1.1 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.63.0 | Tools to manipulate font files
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.1.9 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.5.0 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.56.3 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 2.18.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[h5py](https://pypi.org/project/h5py) | 3.16.0 | Read and write HDF5 files from Python
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hf-xet](https://pypi.org/project/hf-xet) | 1.6.0 | Fast transfer of large files with the Hugging Face Hub.
+[holoviews](https://pypi.org/project/holoviews) | 1.23.1 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httptools](https://pypi.org/project/httptools) | 0.9.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[huggingface-hub](https://pypi.org/project/huggingface-hub) | 1.27.0 | Client library to download and publish models, datasets and other repos on the huggingface.co hub
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hvplot](https://pypi.org/project/hvplot) | 0.12.2 | A high-level plotting API for the PyData ecosystem built on HoloViews.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipykernel](https://pypi.org/project/ipykernel) | 6.31.0 | IPython Kernel for Jupyter
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.15.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.14.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.1.6 | A lightweight and powerful JSONPath implementation for Python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter](https://pypi.org/project/jupyter) | 1.1.1 | Jupyter metapackage. Install all the Jupyter components in one go.
+[jupyter-bokeh](https://pypi.org/project/jupyter-bokeh) | 4.1.0 | A Jupyter extension for rendering Bokeh content.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-client](https://pypi.org/project/jupyter-client) | 8.8.0 | Jupyter protocol implementation and client libraries
+[jupyter-console](https://pypi.org/project/jupyter-console) | 6.6.3 | Jupyter terminal console
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-events](https://pypi.org/project/jupyter-events) | 0.12.1 | Jupyter Event System library
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyter-lsp](https://pypi.org/project/jupyter-lsp) | 2.3.1 | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
+[jupyter-server](https://pypi.org/project/jupyter-server) | 2.21.1 | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.
+[jupyter-server-terminals](https://pypi.org/project/jupyter-server-terminals) | 0.5.4 | A Jupyter Server Extension Providing Terminals.
+[jupyterlab](https://pypi.org/project/jupyterlab) | 4.6.4 | JupyterLab computational environment
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-server](https://pypi.org/project/jupyterlab-server) | 2.28.0 | A set of server components for JupyterLab and JupyterLab like applications.
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.17 | Jupyter interactive widgets for JupyterLab
+[keras](https://pypi.org/project/keras) | 3.15.1 | Multi-backend Keras
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.0 | A fast implementation of the Cassowary constraint solver
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.1.0 | Links recognition library with FULL unicode support.
+[llvmlite](https://pypi.org/project/llvmlite) | 0.49.0 | lightweight wrapper around basic LLVM functionality
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.40.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.0 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.3 | Convert HTML to markdown.
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.3 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.1 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistralai](https://pypi.org/project/mistralai) | 2.8.0 | Python Client SDK for the Mistral AI API.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.5.4 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[msal](https://pypi.org/project/msal) | 1.37.0 | The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of us
+[msal-extensions](https://pypi.org/project/msal-extensions) | 1.3.1 | Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS an
+[multidict](https://pypi.org/project/multidict) | 6.9.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.26.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbclient](https://pypi.org/project/nbclient) | 0.11.0 | A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor.
+[nbconvert](https://pypi.org/project/nbconvert) | 7.17.1 | Convert Jupyter Notebooks (.ipynb files) to other formats.
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nh3](https://pypi.org/project/nh3) | 0.3.7 | Python binding to Ammonia HTML sanitizer Rust crate
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[notebook](https://pypi.org/project/notebook) | 7.6.3 | Jupyter Notebook - A web-based notebook environment for interactive computing
+[notebook-shim](https://pypi.org/project/notebook-shim) | 0.2.4 | A shim layer for notebook traits and config
+[numba](https://pypi.org/project/numba) | 0.67.0 | compiling Python code using LLVM
+[numpy](https://pypi.org/project/numpy) | 2.5.3 | Fundamental package for array computing in Python
+[numpydoc](https://pypi.org/project/numpydoc) | 1.10.0 | Sphinx extension to support docstrings in Numpy format
+[openai](https://pypi.org/project/openai) | 3.1.0 | The official Python library for the openai API
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.39.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.60b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.19.0 | Optimized PyTree Utilities.
+[optuna](https://pypi.org/project/optuna) | 4.9.0 | A hyperparameter optimization framework
+[ormsgpack](https://pypi.org/project/ormsgpack) | 1.12.2 | Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy
+[osqp](https://pypi.org/project/osqp) | 1.1.3 | OSQP: The Operator Splitting QP Solver
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.5 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[panel](https://pypi.org/project/panel) | 1.9.4 | The powerful data exploration & web app framework for Python.
+[panel-material-ui](https://pypi.org/project/panel-material-ui) | 0.14.2 | An extension to bring MaterialUI components to Panel.
+[papermill](https://pypi.org/project/papermill) | 2.7.0 | Parameterize and run Jupyter and nteract Notebooks
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.53 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.2 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psutil](https://pypi.org/project/psutil) | 7.2.2 | Cross-platform lib for process and system monitoring.
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[pyarrow](https://pypi.org/project/pyarrow) | 25.0.1 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.12.1 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.14.0 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 1.106.0 | Agent Framework / shim to use Pydantic with LLMs, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.50.0 | Core functionality for Pydantic validation and serialization
+[pydantic-evals](https://pypi.org/project/pydantic-evals) | 1.106.0 | Framework for evaluating stochastic code execution, especially code making use of LLMs
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 1.106.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.2.0 | passive checker of Python programs
+[pygithub](https://pypi.org/project/pygithub) | 2.9.1 | Use the full Github API v3
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.15.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyls-spyder](https://pypi.org/project/pyls-spyder) | 0.4.0 | Spyder extensions for the python-lsp-server
+[pympler](https://pypi.org/project/pympler) | 1.0.1 | A development tool to measure, monitor and analyze the memory behavior of Python objects.
+[pynacl](https://pypi.org/project/pynacl) | 1.6.2 | Python binding to the Networking and Cryptography (NaCl) library
+[pynndescent](https://pypi.org/project/pynndescent) | 0.6.0 | Nearest Neighbor Descent
+[pyodbc](https://pypi.org/project/pyodbc) | 5.3.0 | DB API module for ODBC
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.19.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pyspnego](https://pypi.org/project/pyspnego) | 0.12.0 | Windows Negotiate Authentication Client and Server
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.2.0 | JSON Log Formatter for the Python Logging Package
+[python-lsp-black](https://pypi.org/project/python-lsp-black) | 2.0.0 | Black plugin for the Python LSP Server
+[python-lsp-jsonrpc](https://pypi.org/project/python-lsp-jsonrpc) | 1.1.2 | JSON RPC 2.0 server library
+[python-lsp-ruff](https://pypi.org/project/python-lsp-ruff) | 2.3.0 | Ruff linting plugin for pylsp
+[python-lsp-server](https://pypi.org/project/python-lsp-server) | 1.15.0 | Python Language Server for the Language Server Protocol
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.9.0 | PyWavelets, wavelet transform module
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pywinpty](https://pypi.org/project/pywinpty) | 3.0.5 | Pseudo terminal support for Windows from Python.
+[pyyaml](https://pypi.org/project/pyyaml) | 6.0.3 | YAML parser and emitter for Python
+[pyzmq](https://pypi.org/project/pyzmq) | 27.2.0 | Python bindings for 0MQ
+[qdarkstyle](https://pypi.org/project/qdarkstyle) | 3.2.3 | The most complete dark/light style sheet for C++/Python and Qt applications
+[qdldl](https://pypi.org/project/qdldl) | 0.1.9.post1 | QDLDL, a free LDL factorization routine.
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[qstylizer](https://pypi.org/project/qstylizer) | 0.2.4 | Stylesheet Generator for PyQt{4-5}/PySide{1-2}
+[qtpy](https://pypi.org/project/qtpy) | 2.4.3 | Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6).
+[quantecon](https://pypi.org/project/quantecon) | 0.11.4 | Import the main names to top level.
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.5 | rapid fuzzy string matching
+[readme-renderer](https://pypi.org/project/readme-renderer) | 45.0 | readme_renderer is a library for rendering readme descriptions for Warehouse
+[redis](https://pypi.org/project/redis) | 8.1.0 | Python client for Redis database and key-value store
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.7.19 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.1 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-ntlm](https://pypi.org/project/requests-ntlm) | 1.3.0 | This package allows for HTTP NTLM authentication using the requests library.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-image](https://pypi.org/project/scikit-image) | 0.26.0 | Image processing in Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.0 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.2.11 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.1.2 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.11.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sphinx](https://pypi.org/project/sphinx) | 9.1.0 | Python documentation generator
+[sphinx-rtd-theme](https://pypi.org/project/sphinx-rtd-theme) | 3.1.0 | Read the Docs theme for Sphinx
+[sphinxcontrib-applehelp](https://pypi.org/project/sphinxcontrib-applehelp) | 2.0.0 | sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books
+[sphinxcontrib-devhelp](https://pypi.org/project/sphinxcontrib-devhelp) | 2.0.0 | sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents
+[sphinxcontrib-htmlhelp](https://pypi.org/project/sphinxcontrib-htmlhelp) | 2.1.0 | sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files
+[sphinxcontrib-jquery](https://pypi.org/project/sphinxcontrib-jquery) | 4.1 | Extension to include jQuery on newer Sphinx releases
+[sphinxcontrib-jsmath](https://pypi.org/project/sphinxcontrib-jsmath) | 1.0.1 | A sphinx extension which renders display math in HTML via JavaScript
+[sphinxcontrib-qthelp](https://pypi.org/project/sphinxcontrib-qthelp) | 2.0.0 | sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents
+[sphinxcontrib-serializinghtml](https://pypi.org/project/sphinxcontrib-serializinghtml) | 2.0.0 | sphinxcontrib-serializinghtml is a sphinx extension which outputs "serialized" HTML files (json and pickle)
+[spyder-kernels](https://pypi.org/project/spyder-kernels) | 3.1.6 | Jupyter kernels for Spyder's console
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.2.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[sspilib](https://pypi.org/project/sspilib) | 0.5.0 | SSPI API bindings for Python
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[streamlit](https://pypi.org/project/streamlit) | 1.63.0 | A faster way to build and share data apps
+[streamlit-bokeh](https://pypi.org/project/streamlit-bokeh) | 3.9.1 | Streamlit component that allows you to render Bokeh charts
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[terminado](https://pypi.org/project/terminado) | 0.18.1 | Tornado websocket backend for the Xterm.js Javascript terminal emulator library.
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.14.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.2.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.5.10 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[twine](https://pypi.org/project/twine) | 7.0.0 | Collection of utilities for publishing packages on PyPI
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 5.13.0 | Ultra fast JSON encoder and decoder for Python
+[umap-learn](https://pypi.org/project/umap-learn) | 0.5.12 | Uniform Manifold Approximation and Projection
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.8.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uuid-utils](https://pypi.org/project/uuid-utils) | 0.17.0 | Fast, drop-in replacement for Python's uuid module, powered by Rust.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 16.1.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.9 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.16 | Jupyter interactive widgets for Jupyter Notebook
+[wordcloud](https://pypi.org/project/wordcloud) | 1.9.6 | A little word cloud generator
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 3.7.0 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.24.5 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.8.19 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/WinPythonslimf-64bit-3.15.0.5b4.md b/changelogs/WinPythonslimf-64bit-3.15.0.5b4.md
new file mode 100644
index 00000000..a6a0a253
--- /dev/null
+++ b/changelogs/WinPythonslimf-64bit-3.15.0.5b4.md
@@ -0,0 +1,430 @@
+## WinPython 3.15.0.5slimf
+
+The following packages are included in WinPython-64bit v3.15.0.5slimf b4.
+
+
+### Tools
+
+Name | Version | Description
+-----|---------|------------
+[Pandoc](https://pandoc.org) | 3.1.9 | an universal document converter
+[Python](http://www.python.org/) | 3.15.0 | Python programming language with standard library
+
+
+### Python packages
+
+Name | Version | Description
+-----|---------|------------
+[absl-py](https://pypi.org/project/absl-py) | 2.5.0 | Abseil Python Common Libraries, see https://github.com/abseil/abseil-py.
+[aiofile](https://pypi.org/project/aiofile) | 3.12.3 | Asynchronous file operations.
+[aiofiles](https://pypi.org/project/aiofiles) | 25.1.0 | File support for asyncio.
+[aiohappyeyeballs](https://pypi.org/project/aiohappyeyeballs) | 2.7.1 | Happy Eyeballs for asyncio
+[aiohttp](https://pypi.org/project/aiohttp) | 3.14.4 | Async http client/server framework (asyncio)
+[aiosignal](https://pypi.org/project/aiosignal) | 1.4.0 | aiosignal: a list of registered asynchronous callbacks
+[aiosqlite](https://pypi.org/project/aiosqlite) | 0.22.1 | asyncio bridge to the standard sqlite3 module
+[alabaster](https://pypi.org/project/alabaster) | 1.0.0 | A light, configurable Sphinx theme
+[alembic](https://pypi.org/project/alembic) | 1.18.5 | A database migration tool for SQLAlchemy.
+[altair](https://pypi.org/project/altair) | 6.2.2 | Vega-Altair: A declarative statistical visualization library for Python.
+[annotated-doc](https://pypi.org/project/annotated-doc) | 0.0.5 | Document parameters, class attributes, return types, and variables inline, with Annotated.
+[annotated-types](https://pypi.org/project/annotated-types) | 0.8.0 | Reusable constraint types to use with typing.Annotated
+[anthropic](https://pypi.org/project/anthropic) | 1.11.0 | The official Python library for the anthropic API
+[anyio](https://pypi.org/project/anyio) | 4.15.1 | High-level concurrency and networking framework on top of asyncio or Trio
+[anywidget](https://pypi.org/project/anywidget) | 0.11.0 | custom jupyter widgets made easy
+[appdirs](https://pypi.org/project/appdirs) | 1.4.4 | A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
+[argcomplete](https://pypi.org/project/argcomplete) | 3.7.2 | Bash tab completion for argparse
+[argon2-cffi](https://pypi.org/project/argon2-cffi) | 25.1.0 | Argon2 for Python
+[argon2-cffi-bindings](https://pypi.org/project/argon2-cffi-bindings) | 26.1.0 | Low-level CFFI bindings for Argon2
+[array-api-compat](https://pypi.org/project/array-api-compat) | 1.15.0 | A wrapper around NumPy and other array libraries to make them compatible with the Array API standard
+[arrow](https://pypi.org/project/arrow) | 1.4.0 | Better dates & times for Python
+[asgi-csrf](https://pypi.org/project/asgi-csrf) | 0.11 | ASGI middleware for protecting against CSRF attacks
+[asgiref](https://pypi.org/project/asgiref) | 3.12.1 | ASGI specs, helper code, and adapters
+[asn1crypto](https://pypi.org/project/asn1crypto) | 1.5.1 | Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12,
+[ast-serialize](https://pypi.org/project/ast-serialize) | 0.8.0 | Python bindings for mypy AST serialization
+[asteval](https://pypi.org/project/asteval) | 1.0.9 | Safe, minimalistic evaluator of python expression using ast module
+[astroid](https://pypi.org/project/astroid) | 4.0.4 | An abstract syntax tree for Python with inference support.
+[asttokens](https://pypi.org/project/asttokens) | 3.0.2 | Annotate AST trees with source code positions
+[async-lru](https://pypi.org/project/async-lru) | 2.3.0 | Simple LRU cache for asyncio
+[attrs](https://pypi.org/project/attrs) | 26.1.0 | Classes Without Boilerplate
+[autopep8](https://pypi.org/project/autopep8) | 2.3.2 | A tool that automatically formats Python code to conform to the PEP 8 style guide
+[azure-core](https://pypi.org/project/azure-core) | 1.41.0 | Microsoft Azure Core Library for Python
+[azure-cosmos](https://pypi.org/project/azure-cosmos) | 4.16.1 | Microsoft Azure Cosmos Client Library for Python
+[babel](https://pypi.org/project/babel) | 2.18.0 | Internationalization utilities
+[baresql](https://pypi.org/project/baresql) | 1.0.0 | playing SQL directly on Python datas
+[beartype](https://pypi.org/project/beartype) | 0.22.9 | Unbearably fast near-real-time pure-Python runtime-static type-checker.
+[beautifulsoup4](https://pypi.org/project/beautifulsoup4) | 4.15.0 | Screen-scraping library
+[binaryornot](https://pypi.org/project/binaryornot) | 0.6.0 | Ultra-lightweight pure Python package to check if a file is binary or text.
+[black](https://pypi.org/project/black) | 26.5.1 | The uncompromising code formatter.
+[bleach](https://pypi.org/project/bleach) | 6.4.0 | An easy safelist-based HTML-sanitizing tool.
+[blinker](https://pypi.org/project/blinker) | 1.9.0 | Fast, simple object-to-object and broadcast signaling
+[branca](https://pypi.org/project/branca) | 0.8.2 | Generate complex HTML+JS pages with Python
+[build](https://pypi.org/project/build) | 1.5.0 | A simple, correct Python build frontend
+[cachetools](https://pypi.org/project/cachetools) | 7.1.4 | Extensible memoizing collections and decorators
+[caio](https://pypi.org/project/caio) | 0.12.2 | Asynchronous file IO for Linux MacOS or Windows.
+[cattrs](https://pypi.org/project/cattrs) | 26.1.0 | Composable complex class support for attrs and dataclasses.
+[certifi](https://pypi.org/project/certifi) | 2026.7.22 | Python package for providing Mozilla's CA Bundle.
+[cffi](https://pypi.org/project/cffi) | 2.1.1 | Foreign Function Interface for Python calling C code.
+[chardet](https://pypi.org/project/chardet) | 7.6.0 | Universal character encoding detector
+[charset-normalizer](https://pypi.org/project/charset-normalizer) | 3.5.1 | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet.
+[click](https://pypi.org/project/click) | 8.4.2 | Composable command line interface toolkit
+[click-default-group](https://pypi.org/project/click-default-group) | 1.2.4 | click_default_group
+[cloudpickle](https://pypi.org/project/cloudpickle) | 3.1.2 | Pickler class to extend the standard pickle.Pickler functionality
+[colorama](https://pypi.org/project/colorama) | 0.4.6 | Cross-platform colored terminal text.
+[colorcet](https://pypi.org/project/colorcet) | 3.2.1 | Collection of perceptually uniform colormaps
+[colorlog](https://pypi.org/project/colorlog) | 6.12.0 | Add colours to the output of Python's logging module.
+[comm](https://pypi.org/project/comm) | 0.2.3 | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc.
+[contourpy](https://pypi.org/project/contourpy) | 1.4.0 | Python library for calculating contours of 2D quadrilateral grids
+[cycler](https://pypi.org/project/cycler) | 0.12.1 | Composable style cycles
+[cython](https://pypi.org/project/cython) | 3.3.0 | The Cython compiler for writing C extensions in the Python language.
+[cytoolz](https://pypi.org/project/cytoolz) | 1.2.0 | Cython implementation of Toolz: High performance functional utilities
+[debugpy](https://pypi.org/project/debugpy) | 1.8.21 | An implementation of the Debug Adapter Protocol for Python
+[decorator](https://pypi.org/project/decorator) | 5.3.1 | Decorators for Humans
+[defusedxml](https://pypi.org/project/defusedxml) | 0.7.1 | XML bomb protection for Python stdlib modules
+[diff-match-patch](https://pypi.org/project/diff-match-patch) | 20241021 | Repackaging of Google's Diff Match and Patch libraries.
+[dill](https://pypi.org/project/dill) | 0.4.1 | serialize all of Python
+[distro](https://pypi.org/project/distro) | 1.9.0 | Distro - an OS platform information API
+[dnspython](https://pypi.org/project/dnspython) | 2.8.0 | DNS toolkit
+[docstring-parser](https://pypi.org/project/docstring-parser) | 0.18.0 | Parse Python docstrings in reST, Google and Numpydoc format
+[docstring-to-markdown](https://pypi.org/project/docstring-to-markdown) | 0.17 | On the fly conversion of Python docstrings to markdown
+[docutils](https://pypi.org/project/docutils) | 0.22.4 | Docutils -- Python Documentation Utilities
+[email-validator](https://pypi.org/project/email-validator) | 2.3.0 | A robust email address syntax and deliverability validation library.
+[entrypoints](https://pypi.org/project/entrypoints) | 0.4 | Discover and load entry points from installed packages.
+[et-xmlfile](https://pypi.org/project/et-xmlfile) | 2.0.0 | An implementation of lxml.xmlfile for the standard library
+[eval-type-backport](https://pypi.org/project/eval-type-backport) | 0.3.1 | Like `typing._eval_type`, but lets older Python versions use newer typing features.
+[exceptiongroup](https://pypi.org/project/exceptiongroup) | 1.3.1 | Backport of PEP 654 (exception groups)
+[executing](https://pypi.org/project/executing) | 2.2.1 | Get the currently executing AST node of a frame, and other information
+[faker](https://pypi.org/project/faker) | 40.28.1 | Faker is a Python package that generates fake data for you.
+[fasta2a](https://pypi.org/project/fasta2a) | 0.6.1 | Convert an AI Agent into a A2A server! ✨
+[fastapi](https://pypi.org/project/fastapi) | 0.141.1 | FastAPI framework, high performance, easy to learn, fast to code, ready for production
+[fastjsonschema](https://pypi.org/project/fastjsonschema) | 2.22.2 | Fastest Python implementation of JSON schema
+[fastmcp-slim](https://pypi.org/project/fastmcp-slim) | 3.4.7 | The dependency-slim FastMCP package.
+[filelock](https://pypi.org/project/filelock) | 3.32.2 | A platform independent file lock.
+[flake8](https://pypi.org/project/flake8) | 7.3.0 | the modular source code checker: pep8 pyflakes and co
+[flask](https://pypi.org/project/flask) | 3.1.3 | A simple framework for building complex web applications.
+[flatbuffers](https://pypi.org/project/flatbuffers) | 25.12.19 | The FlatBuffers serialization format for Python
+[flexcache](https://pypi.org/project/flexcache) | 0.3 | Saves and loads to the cache a transformed versions of a source object.
+[flexparser](https://pypi.org/project/flexparser) | 0.4 | Parsing made fun ... using typing.
+[flit](https://pypi.org/project/flit) | 3.12.0 | A simple packaging tool for simple packages.
+[flit-core](https://pypi.org/project/flit-core) | 4.0.2 | Distribution-building parts of Flit. See flit package for more information
+[folium](https://pypi.org/project/folium) | 0.20.0 | Make beautiful maps with Leaflet.js & Python
+[fonttools](https://pypi.org/project/fonttools) | 4.65.0 | Tools to manipulate font files
+[formulaic](https://pypi.org/project/formulaic) | 1.2.2 | An implementation of Wilkinson formulas.
+[foundry-local-sdk](https://pypi.org/project/foundry-local-sdk) | 0.5.1 | Foundry Local Manager Python SDK: Control-plane SDK for Foundry Local.
+[fqdn](https://pypi.org/project/fqdn) | 1.5.1 | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers
+[frozenlist](https://pypi.org/project/frozenlist) | 1.8.0 | A list-like structure which implements collections.abc.MutableSequence
+[fsspec](https://pypi.org/project/fsspec) | 2026.7.0 | File-system specification
+[fuzzywuzzy](https://pypi.org/project/fuzzywuzzy) | 0.18.0 | Fuzzy string matching in python
+[genai-prices](https://pypi.org/project/genai-prices) | 0.1.9 | Calculate prices for calling LLM inference APIs.
+[geographiclib](https://pypi.org/project/geographiclib) | 2.1 | The geodesic routines from GeographicLib
+[geopy](https://pypi.org/project/geopy) | 2.5.0 | Python Geocoding Toolbox
+[gitdb](https://pypi.org/project/gitdb) | 4.0.12 | Git Object Database
+[gitpython](https://pypi.org/project/gitpython) | 3.1.62 | GitPython is a Python library used to interact with Git repositories
+[google-auth](https://pypi.org/project/google-auth) | 2.47.0 | Google Authentication Library
+[google-genai](https://pypi.org/project/google-genai) | 1.66.0 | GenAI Python SDK
+[graphene](https://pypi.org/project/graphene) | 3.4.3 | GraphQL Framework for Python
+[graphql-core](https://pypi.org/project/graphql-core) | 3.2.11 | GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL.
+[graphql-relay](https://pypi.org/project/graphql-relay) | 3.2.0 | Relay library for graphql-core
+[greenlet](https://pypi.org/project/greenlet) | 3.5.5 | Lightweight in-process concurrent programming
+[griffe](https://pypi.org/project/griffe) | 1.15.0 | Signatures for entire Python programs.
+[griffelib](https://pypi.org/project/griffelib) | 2.1.0 | Signatures for entire Python programs.
+[groq](https://pypi.org/project/groq) | 1.6.0 | The official Python library for the groq API
+[h11](https://pypi.org/project/h11) | 0.16.0 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1
+[h2](https://pypi.org/project/h2) | 4.4.1 | Pure-Python HTTP/2 protocol implementation
+[hatchling](https://pypi.org/project/hatchling) | 1.32.0 | Modern, extensible Python build backend
+[hpack](https://pypi.org/project/hpack) | 4.2.0 | Pure-Python HPACK header encoding
+[html5lib](https://pypi.org/project/html5lib) | 1.1 | HTML parser based on the WHATWG HTML specification
+[httpcore](https://pypi.org/project/httpcore) | 1.0.9 | A minimal low-level HTTP client.
+[httpcore2](https://pypi.org/project/httpcore2) | 2.13.0 | A minimal low-level HTTP client.
+[httpie](https://pypi.org/project/httpie) | 3.2.4 | HTTPie: modern, user-friendly command-line HTTP client for the API era.
+[httptools](https://pypi.org/project/httptools) | 0.9.0 | A collection of framework independent HTTP protocol utils.
+[httpx](https://pypi.org/project/httpx) | 0.28.1 | The next generation HTTP client.
+[httpx-sse](https://pypi.org/project/httpx-sse) | 0.4.3 | Consume Server-Sent Event (SSE) messages with HTTPX.
+[httpx2](https://pypi.org/project/httpx2) | 2.13.0 | The next generation HTTP client.
+[hupper](https://pypi.org/project/hupper) | 1.12.1 | Integrated process monitor for developing and reloading daemons.
+[hypercorn](https://pypi.org/project/hypercorn) | 0.18.0 | A ASGI Server based on Hyper libraries and inspired by Gunicorn
+[hyperframe](https://pypi.org/project/hyperframe) | 6.1.0 | Pure-Python HTTP/2 framing
+[hypothesis](https://pypi.org/project/hypothesis) | 6.155.2 | The property-based testing library for Python
+[id](https://pypi.org/project/id) | 1.6.1 | A tool for generating OIDC identities
+[idna](https://pypi.org/project/idna) | 3.18 | Internationalized Domain Names in Applications (IDNA)
+[imageio](https://pypi.org/project/imageio) | 2.37.4 | Read and write images and video across all major formats. Supports scientific and volumetric data.
+[imagesize](https://pypi.org/project/imagesize) | 1.4.1 | Getting image size from png/jpeg/jpeg2000/gif file
+[imbalanced-learn](https://pypi.org/project/imbalanced-learn) | 0.14.2 | Toolbox for imbalanced dataset in machine learning
+[importlib-metadata](https://pypi.org/project/importlib-metadata) | 8.7.1 | Read metadata from Python packages
+[inflection](https://pypi.org/project/inflection) | 0.5.1 | A port of Ruby on Rails inflector to Python
+[iniconfig](https://pypi.org/project/iniconfig) | 2.3.0 | brain-dead simple config-ini parsing
+[interface-meta](https://pypi.org/project/interface-meta) | 2.0.1 | `interface_meta` provides a convenient way to expose an extensible API with enforced method signatures and consistent documentation.
+[intervaltree](https://pypi.org/project/intervaltree) | 3.2.1 | Editable interval tree data structure for Python 2 and 3
+[ipycanvas](https://pypi.org/project/ipycanvas) | 0.14.3 | Interactive widgets library exposing the browser's Canvas API
+[ipyleaflet](https://pypi.org/project/ipyleaflet) | 0.20.0 | A Jupyter widget for dynamic Leaflet maps
+[ipympl](https://pypi.org/project/ipympl) | 0.10.0 | Matplotlib Jupyter Extension
+[ipython](https://pypi.org/project/ipython) | 9.12.0 | IPython: Productive Interactive Computing
+[ipython-genutils](https://pypi.org/project/ipython-genutils) | 0.2.0 | Vestigial utilities from IPython
+[ipython-pygments-lexers](https://pypi.org/project/ipython-pygments-lexers) | 1.1.1 | Defines a variety of Pygments lexers for highlighting IPython code.
+[ipython-sql](https://pypi.org/project/ipython-sql) | 0.5.0 | RDBMS access via IPython
+[ipywidgets](https://pypi.org/project/ipywidgets) | 8.1.8 | Jupyter interactive widgets
+[isoduration](https://pypi.org/project/isoduration) | 20.11.0 | Operations with ISO 8601 durations
+[isort](https://pypi.org/project/isort) | 8.0.1 | A Python utility / library to sort Python imports.
+[itsdangerous](https://pypi.org/project/itsdangerous) | 2.2.0 | Safely pass data to untrusted environments and back.
+[janus](https://pypi.org/project/janus) | 2.0.0 | Mixed sync-async queue to interoperate between asyncio tasks and classic threads
+[jaraco-classes](https://pypi.org/project/jaraco-classes) | 3.4.0 | Utility functions for Python class constructs
+[jaraco-context](https://pypi.org/project/jaraco-context) | 6.1.2 | Useful decorators and context managers
+[jaraco-functools](https://pypi.org/project/jaraco-functools) | 4.6.0 | Functools like those found in stdlib
+[jedi](https://pypi.org/project/jedi) | 0.20.0 | An autocompletion tool for Python that can be used for text editors.
+[jellyfish](https://pypi.org/project/jellyfish) | 0.8.7 | a library for doing approximate and phonetic matching of strings.
+[jinja2](https://pypi.org/project/jinja2) | 3.1.6 | A very fast and expressive template engine.
+[jiter](https://pypi.org/project/jiter) | 0.17.0 | Fast iterable JSON parser.
+[joblib](https://pypi.org/project/joblib) | 1.5.3 | Lightweight pipelining with Python functions
+[json5](https://pypi.org/project/json5) | 0.15.0 | A Python implementation of the JSON5 data format.
+[jsonpatch](https://pypi.org/project/jsonpatch) | 1.33 | Apply JSON-Patches (RFC 6902)
+[jsonpath-python](https://pypi.org/project/jsonpath-python) | 1.1.6 | A lightweight and powerful JSONPath implementation for Python
+[jsonpointer](https://pypi.org/project/jsonpointer) | 3.1.1 | Identify specific nodes in a JSON document (RFC 6901)
+[jsonschema](https://pypi.org/project/jsonschema) | 4.26.0 | An implementation of JSON Schema validation for Python
+[jsonschema-specifications](https://pypi.org/project/jsonschema-specifications) | 2025.9.1 | The JSON Schema meta-schemas and vocabularies, exposed as a Registry
+[julia](https://pypi.org/project/julia) | 0.6.2 | Julia/Python bridge with IPython support.
+[jupyter-builder](https://pypi.org/project/jupyter-builder) | 1.2.2 | JupyterLab build tools
+[jupyter-core](https://pypi.org/project/jupyter-core) | 5.9.1 | Jupyter core package. A base package on which Jupyter projects rely.
+[jupyter-leaflet](https://pypi.org/project/jupyter-leaflet) | 0.20.0 | ipyleaflet extensions for JupyterLab and Jupyter Notebook
+[jupyterlab-pygments](https://pypi.org/project/jupyterlab-pygments) | 0.3.0 | Pygments theme using JupyterLab CSS variables
+[jupyterlab-widgets](https://pypi.org/project/jupyterlab-widgets) | 3.0.17 | Jupyter interactive widgets for JupyterLab
+[keyring](https://pypi.org/project/keyring) | 25.7.0 | Store and access your passwords safely.
+[kiwisolver](https://pypi.org/project/kiwisolver) | 1.5.1 | A fast implementation of the Cassowary constraint solver
+[lark](https://pypi.org/project/lark) | 1.3.1 | a modern parsing library
+[lazy-loader](https://pypi.org/project/lazy-loader) | 0.5 | Makes it easy to load subpackages and functions on demand.
+[librt](https://pypi.org/project/librt) | 0.15.0 | Mypyc runtime library
+[linkify-it-py](https://pypi.org/project/linkify-it-py) | 2.1.0 | Links recognition library with FULL unicode support.
+[lmfit](https://pypi.org/project/lmfit) | 1.3.4 | Least-Squares Minimization with Bounds and Constraints
+[locket](https://pypi.org/project/locket) | 1.0.0 | File-based locks for Python on Linux and Windows
+[logfire-api](https://pypi.org/project/logfire-api) | 4.40.0 | Shim for the Logfire SDK which does nothing unless Logfire is installed
+[lsprotocol](https://pypi.org/project/lsprotocol) | 2025.0.0 | Python types for Language Server Protocol.
+[lxml](https://pypi.org/project/lxml) | 6.1.3 | Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API.
+[mako](https://pypi.org/project/mako) | 1.3.12 | A super-fast templating language that borrows the best ideas from the existing templating languages.
+[markdown](https://pypi.org/project/markdown) | 3.10.2 | Python implementation of John Gruber's Markdown.
+[markdown-it-py](https://pypi.org/project/markdown-it-py) | 4.2.0 | Python port of markdown-it. Markdown parsing, done right!
+[markdownify](https://pypi.org/project/markdownify) | 1.2.3 | Convert HTML to markdown.
+[markupsafe](https://pypi.org/project/markupsafe) | 3.0.4 | Safely add untrusted strings to HTML/XML markup.
+[matplotlib](https://pypi.org/project/matplotlib) | 3.11.2 | Python plotting package
+[matplotlib-inline](https://pypi.org/project/matplotlib-inline) | 0.2.2 | Inline Matplotlib backend for Jupyter
+[maturin](https://pypi.org/project/maturin) | 1.14.1 | Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
+[mccabe](https://pypi.org/project/mccabe) | 0.7.0 | McCabe checker, plugin for flake8
+[mdit-py-plugins](https://pypi.org/project/mdit-py-plugins) | 0.6.1 | Collection of plugins for markdown-it-py
+[mdurl](https://pypi.org/project/mdurl) | 0.1.2 | Markdown URL utilities
+[mercantile](https://pypi.org/project/mercantile) | 1.2.1 | Web mercator XYZ tile utilities
+[mergedeep](https://pypi.org/project/mergedeep) | 1.3.4 | A deep merge function for 🐍.
+[missingno](https://pypi.org/project/missingno) | 0.5.2 | Missing data visualization module for Python.
+[mistune](https://pypi.org/project/mistune) | 3.3.4 | A sane and fast Markdown parser with useful plugins and renderers
+[mizani](https://pypi.org/project/mizani) | 0.14.4 | Scales for Python
+[ml-dtypes](https://pypi.org/project/ml-dtypes) | 0.6.0 | ml_dtypes is a stand-alone implementation of several NumPy dtype extensions used in machine learning.
+[mlxtend](https://pypi.org/project/mlxtend) | 0.25.0 | Machine Learning Library Extensions
+[more-itertools](https://pypi.org/project/more-itertools) | 11.1.0 | More routines for operating on iterables, beyond itertools
+[mpld3](https://pypi.org/project/mpld3) | 0.5.12 | D3 Viewer for Matplotlib
+[mpmath](https://pypi.org/project/mpmath) | 1.3.0 | Python library for arbitrary-precision floating-point arithmetic
+[multidict](https://pypi.org/project/multidict) | 6.9.1 | multidict implementation
+[multipledispatch](https://pypi.org/project/multipledispatch) | 1.0.0 | Multiple dispatch
+[mypy](https://pypi.org/project/mypy) | 2.3.0 | Optional static typing for Python
+[mypy-extensions](https://pypi.org/project/mypy-extensions) | 1.1.0 | Type system extensions for programs checked with the mypy type checker.
+[mysql-connector-python](https://pypi.org/project/mysql-connector-python) | 26.7.0 | A self-contained Python driver for communicating with MySQL servers, using an API that is compliant with the Python Database API Specification v
+[namex](https://pypi.org/project/namex) | 0.1.0 | A simple utility to separate the implementation of your Python package and its public API surface.
+[narwhals](https://pypi.org/project/narwhals) | 2.26.0 | Extremely lightweight compatibility layer between dataframe libraries
+[nbformat](https://pypi.org/project/nbformat) | 5.10.4 | The Jupyter Notebook format
+[nest-asyncio](https://pypi.org/project/nest-asyncio) | 1.6.0 | Patch asyncio to allow nested event loops
+[networkx](https://pypi.org/project/networkx) | 3.6.1 | Python package for creating and manipulating graphs and networks
+[nltk](https://pypi.org/project/nltk) | 3.10.3 | Natural Language Toolkit
+[numpy](https://pypi.org/project/numpy) | 2.5.3 | Fundamental package for array computing in Python
+[openpyxl](https://pypi.org/project/openpyxl) | 3.1.5 | A Python library to read/write Excel 2010 xlsx/xlsm files
+[opentelemetry-api](https://pypi.org/project/opentelemetry-api) | 1.41.1 | OpenTelemetry Python API
+[opentelemetry-semantic-conventions](https://pypi.org/project/opentelemetry-semantic-conventions) | 0.62b1 | OpenTelemetry Semantic Conventions
+[optree](https://pypi.org/project/optree) | 0.20.0 | Optimized PyTree Utilities.
+[outcome](https://pypi.org/project/outcome) | 1.3.0.post0 | Capture the outcome of Python function calls.
+[packaging](https://pypi.org/project/packaging) | 26.2 | Core utilities for Python packages
+[pandas](https://pypi.org/project/pandas) | 3.0.6 | Powerful data structures for data analysis, time series, and statistics
+[pandocfilters](https://pypi.org/project/pandocfilters) | 1.5.1 | Utilities for writing pandoc filters in python
+[param](https://pypi.org/project/param) | 2.4.1 | Declarative parameters for robust Python classes and a rich API for reactive programming
+[parso](https://pypi.org/project/parso) | 0.8.7 | A Python Parser
+[partd](https://pypi.org/project/partd) | 1.4.2 | Appendable key-value storage
+[pathspec](https://pypi.org/project/pathspec) | 1.1.1 | Utility library for gitignore style pattern matching of file paths.
+[patsy](https://pypi.org/project/patsy) | 1.0.2 | A Python package for describing statistical models and for building design matrices.
+[pep8](https://pypi.org/project/pep8) | 1.7.1 | Python style guide checker
+[pexpect](https://pypi.org/project/pexpect) | 4.9.0 | Pexpect allows easy control of interactive console applications.
+[pg8000](https://pypi.org/project/pg8000) | 1.31.5 | PostgreSQL interface library
+[pickleshare](https://pypi.org/project/pickleshare) | 0.7.5 | Tiny 'shelve'-like database with concurrency support
+[pillow](https://pypi.org/project/pillow) | 12.3.0 | Python Imaging Library (fork)
+[pip](https://pypi.org/project/pip) | 26.2.1 | The PyPA recommended tool for installing Python packages.
+[pipdeptree](https://pypi.org/project/pipdeptree) | 3.1.0 | Command line utility to show dependency tree of packages.
+[platformdirs](https://pypi.org/project/platformdirs) | 4.11.3 | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`.
+[plotly](https://pypi.org/project/plotly) | 6.9.0 | An open-source interactive data visualization library for Python
+[plotnine](https://pypi.org/project/plotnine) | 0.15.8 | A Grammar of Graphics for Python
+[pluggy](https://pypi.org/project/pluggy) | 1.6.0 | plugin and hook calling mechanisms for python
+[prettytable](https://pypi.org/project/prettytable) | 3.18.0 | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format
+[prince](https://pypi.org/project/prince) | 0.19.0 | Factor analysis in Python: PCA, CA, MCA, MFA, FAMD, GPA, PGA
+[priority](https://pypi.org/project/priority) | 2.0.0 | A pure-Python implementation of the HTTP/2 priority tree
+[prometheus-client](https://pypi.org/project/prometheus-client) | 0.26.0 | Python client for the Prometheus monitoring system.
+[prompt-toolkit](https://pypi.org/project/prompt-toolkit) | 3.0.53 | Library for building powerful interactive command lines in Python
+[propcache](https://pypi.org/project/propcache) | 0.5.4 | Accelerated property cache
+[protobuf](https://pypi.org/project/protobuf) | 7.35.1 | 
+[psygnal](https://pypi.org/project/psygnal) | 0.16.1 | Fast python callback/event system modeled after Qt Signals
+[ptpython](https://pypi.org/project/ptpython) | 3.0.32 | Python REPL build on top of prompt_toolkit
+[ptyprocess](https://pypi.org/project/ptyprocess) | 0.7.0 | Run a subprocess in a pseudo terminal
+[pure-eval](https://pypi.org/project/pure-eval) | 0.2.3 | Safely evaluate AST nodes without side effects
+[py-key-value-aio](https://pypi.org/project/py-key-value-aio) | 0.4.5 | Async Key-Value Store - A pluggable interface for KV Stores
+[pyarrow](https://pypi.org/project/pyarrow) | 26.0.0 | Python library for Apache Arrow
+[pyasn1](https://pypi.org/project/pyasn1) | 0.6.4 | Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+[pyasn1-modules](https://pypi.org/project/pyasn1-modules) | 0.4.2 | A collection of ASN.1-based protocols modules
+[pybind11](https://pypi.org/project/pybind11) | 3.1.0 | Seamless operability between C++11 and Python
+[pycodestyle](https://pypi.org/project/pycodestyle) | 2.14.0 | Python style guide checker
+[pycparser](https://pypi.org/project/pycparser) | 3.0 | C parser in Python
+[pyct](https://pypi.org/project/pyct) | 0.6.0 | Python package common tasks for users (e.g. copy examples, fetch data, ...)
+[pydantic](https://pypi.org/project/pydantic) | 2.14.0 | Data validation using Python type hints
+[pydantic-ai-slim](https://pypi.org/project/pydantic-ai-slim) | 2.55.0 | AI Agent Framework, the Pydantic way, slim package
+[pydantic-core](https://pypi.org/project/pydantic-core) | 2.50.0 | Core functionality for Pydantic validation and serialization
+[pydantic-graph](https://pypi.org/project/pydantic-graph) | 2.55.0 | Graph and state machine library
+[pydantic-settings](https://pypi.org/project/pydantic-settings) | 2.15.0 | Settings management using Pydantic
+[pydeck](https://pypi.org/project/pydeck) | 0.9.3 | Widget for deck.gl maps
+[pydocstyle](https://pypi.org/project/pydocstyle) | 6.3.0 | Python docstring style checker
+[pydot](https://pypi.org/project/pydot) | 4.0.1 | Python interface to Graphviz's Dot
+[pyflakes](https://pypi.org/project/pyflakes) | 3.4.0 | passive checker of Python programs
+[pygments](https://pypi.org/project/pygments) | 2.20.0 | Pygments is a syntax highlighting package written in Python.
+[pyjwt](https://pypi.org/project/pyjwt) | 2.15.1 | JSON Web Token implementation in Python
+[pylint](https://pypi.org/project/pylint) | 4.0.6 | python code static checker
+[pylint-venv](https://pypi.org/project/pylint-venv) | 3.0.4 | pylint-venv provides a Pylint init-hook to use the same Pylint installation with different virtual environments.
+[pyomo](https://pypi.org/project/pyomo) | 6.10.1 | The Pyomo optimization modeling framework
+[pypandoc](https://pypi.org/project/pypandoc) | 1.15 | Thin wrapper for pandoc.
+[pyparsing](https://pypi.org/project/pyparsing) | 3.3.2 | pyparsing - Classes and methods to define and execute parsing grammars
+[pypdf](https://pypi.org/project/pypdf) | 6.19.0 | A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files
+[pyperclip](https://pypi.org/project/pyperclip) | 1.11.0 | A cross-platform clipboard module for Python. (Only handles plain text for now.)
+[pyproject-hooks](https://pypi.org/project/pyproject-hooks) | 1.2.0 | Wrappers to call pyproject.toml-based build backend hooks.
+[pyserial](https://pypi.org/project/pyserial) | 3.5 | Python Serial Port Extension
+[pysocks](https://pypi.org/project/pysocks) | 1.7.1 | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information.
+[pytest](https://pypi.org/project/pytest) | 9.0.3 | pytest: simple powerful testing with Python
+[python-barcode](https://pypi.org/project/python-barcode) | 0.16.1 | Create standard barcodes with Python. No external modules needed. (optional Pillow support included).
+[python-dateutil](https://pypi.org/project/python-dateutil) | 2.9.0.post0 | Extensions to the standard Python datetime module
+[python-dotenv](https://pypi.org/project/python-dotenv) | 1.2.2 | Read key-value pairs from a .env file and set them as environment variables
+[python-json-logger](https://pypi.org/project/python-json-logger) | 4.2.0 | JSON Log Formatter for the Python Logging Package
+[python-multipart](https://pypi.org/project/python-multipart) | 0.0.32 | A streaming multipart parser for Python
+[python-slugify](https://pypi.org/project/python-slugify) | 8.0.4 | A Python slugify application that also handles Unicode
+[pytokens](https://pypi.org/project/pytokens) | 0.4.1 | A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons.
+[pytoolconfig](https://pypi.org/project/pytoolconfig) | 1.3.1 | Python tool configuration
+[pyuca](https://pypi.org/project/pyuca) | 1.2 | a Python implementation of the Unicode Collation Algorithm
+[pyusb](https://pypi.org/project/pyusb) | 1.3.1 | Easy USB access for Python
+[pyvisa](https://pypi.org/project/pyvisa) | 1.16.2 | Python VISA bindings for GPIB, RS232, TCPIP and USB instruments
+[pyviz-comms](https://pypi.org/project/pyviz-comms) | 3.0.6 | A JupyterLab extension for rendering HoloViz content.
+[pywavelets](https://pypi.org/project/pywavelets) | 1.10.0 | PyWavelets, wavelet transform module
+[pywin32-ctypes](https://pypi.org/project/pywin32-ctypes) | 0.2.3 | A (partial) reimplementation of pywin32 using ctypes/cffi
+[pyzmq](https://pypi.org/project/pyzmq) | 27.2.0 | Python bindings for 0MQ
+[qrcode](https://pypi.org/project/qrcode) | 8.2 | QR Code image generator
+[quart](https://pypi.org/project/quart) | 0.20.0 | A Python ASGI web framework with the same API as Flask
+[rapidfuzz](https://pypi.org/project/rapidfuzz) | 3.14.6 | rapid fuzzy string matching
+[referencing](https://pypi.org/project/referencing) | 0.37.0 | JSON Referencing + Python
+[regex](https://pypi.org/project/regex) | 2026.9.10 | Alternative regular expression module, to replace re.
+[reportlab](https://pypi.org/project/reportlab) | 5.0.1 | The Reportlab Toolkit
+[requests](https://pypi.org/project/requests) | 2.34.2 | Python HTTP for Humans.
+[requests-toolbelt](https://pypi.org/project/requests-toolbelt) | 1.0.0 | A utility belt for advanced users of python-requests
+[rfc3339-validator](https://pypi.org/project/rfc3339-validator) | 0.1.4 | A pure python RFC3339 validator
+[rfc3986](https://pypi.org/project/rfc3986) | 2.0.0 | Validating URI References per RFC 3986
+[rfc3986-validator](https://pypi.org/project/rfc3986-validator) | 0.1.1 | Pure python rfc3986 validator
+[rfc3987-syntax](https://pypi.org/project/rfc3987-syntax) | 1.1.0 | Helper functions to syntactically validate strings according to RFC 3987.
+[rich](https://pypi.org/project/rich) | 15.0.0 | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal
+[roman-numerals](https://pypi.org/project/roman-numerals) | 4.1.0 | Manipulate well-formed Roman numerals
+[rope](https://pypi.org/project/rope) | 1.14.0 | a python refactoring library...
+[rpds-py](https://pypi.org/project/rpds-py) | 2026.6.3 | Python bindings to Rust's persistent data structures (rpds)
+[rsa](https://pypi.org/project/rsa) | 4.9.1 | Pure-Python RSA implementation
+[rtree](https://pypi.org/project/rtree) | 1.4.1 | R-Tree spatial index for Python GIS
+[ruff](https://pypi.org/project/ruff) | 0.16.1 | An extremely fast Python linter and code formatter, written in Rust.
+[rx](https://pypi.org/project/rx) | 3.2.0 | Reactive Extensions (Rx) for Python
+[scikit-learn](https://pypi.org/project/scikit-learn) | 1.9.1 | A set of python modules for machine learning and data mining
+[scipy](https://pypi.org/project/scipy) | 1.18.1 | Fundamental algorithms for scientific computing in Python
+[scramp](https://pypi.org/project/scramp) | 1.4.17 | An implementation of the SCRAM protocol.
+[scs](https://pypi.org/project/scs) | 3.3.1 | Splitting conic solver
+[seaborn](https://pypi.org/project/seaborn) | 0.13.2 | Statistical data visualization
+[send2trash](https://pypi.org/project/send2trash) | 2.1.0 | Send file to trash natively under Mac OS X, Windows and Linux
+[setuptools](https://pypi.org/project/setuptools) | 83.0.0 | Most extensible Python build backend with support for C/C++ extension modules
+[shapely](https://pypi.org/project/shapely) | 2.2.0 | Manipulation and analysis of geometric objects
+[shellingham](https://pypi.org/project/shellingham) | 1.5.4 | Tool to Detect Surrounding Shell
+[simplejson](https://pypi.org/project/simplejson) | 4.1.2 | Simple, fast, extensible JSON encoder/decoder for Python
+[simpy](https://pypi.org/project/simpy) | 4.1.2 | Event discrete, process based simulation for Python.
+[six](https://pypi.org/project/six) | 1.17.0 | Python 2 and 3 compatibility utilities
+[sklearn-compat](https://pypi.org/project/sklearn-compat) | 0.1.6 | Ease support for compatible scikit-learn estimators across versions
+[skrub](https://pypi.org/project/skrub) | 0.11.0 | Machine learning with dataframes
+[smmap](https://pypi.org/project/smmap) | 5.0.3 | A pure Python implementation of a sliding window memory map manager
+[sniffio](https://pypi.org/project/sniffio) | 1.3.1 | Sniff out which async library your code is running under
+[snowballstemmer](https://pypi.org/project/snowballstemmer) | 3.1.1 | This package provides 36 stemmers for 34 languages generated from Snowball algorithms.
+[sortedcontainers](https://pypi.org/project/sortedcontainers) | 2.4.0 | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set
+[sounddevice](https://pypi.org/project/sounddevice) | 0.5.5 | Play and Record Sound with Python
+[soundfile](https://pypi.org/project/soundfile) | 0.14.0 | An audio library based on libsndfile, CFFI and NumPy
+[soupsieve](https://pypi.org/project/soupsieve) | 2.9.2 | A modern CSS selector implementation for Beautiful Soup.
+[sqlalchemy](https://pypi.org/project/sqlalchemy) | 2.0.51 | Database Abstraction Library
+[sqlite-bro](https://pypi.org/project/sqlite-bro) | 1.3.2 | a graphic SQLite and DuckDB Client in 1 Python file
+[sqlite-fts4](https://pypi.org/project/sqlite-fts4) | 1.0.3 | Python functions for working with SQLite FTS4 search
+[sqlite-utils](https://pypi.org/project/sqlite-utils) | 4.2.1 | CLI tool and Python library for manipulating SQLite databases
+[sqlparse](https://pypi.org/project/sqlparse) | 0.6.0 | A non-validating SQL parser.
+[squarify](https://pypi.org/project/squarify) | 0.4.4 | Pure Python implementation of the squarify treemap layout algorithm
+[sse-starlette](https://pypi.org/project/sse-starlette) | 3.4.8 | SSE plugin for Starlette
+[stack-data](https://pypi.org/project/stack-data) | 0.6.3 | Extract data from python stack frames and tracebacks for informative displays
+[starlette](https://pypi.org/project/starlette) | 1.6.0 | The little ASGI library that shines.
+[statsmodels](https://pypi.org/project/statsmodels) | 0.15.0 | Statistical computations and models for Python
+[streamlit](https://pypi.org/project/streamlit) | 1.59.1 | A faster way to build and share data apps
+[sympy](https://pypi.org/project/sympy) | 1.14.0 | Computer algebra system (CAS) in Python
+[tabulate](https://pypi.org/project/tabulate) | 0.10.0 | Pretty-print tabular data
+[tenacity](https://pypi.org/project/tenacity) | 9.1.4 | Retry code until it succeeds
+[termcolor](https://pypi.org/project/termcolor) | 3.3.0 | ANSI color formatting for output in terminal
+[text-unidecode](https://pypi.org/project/text-unidecode) | 1.3 | The most basic Text::Unidecode port
+[textdistance](https://pypi.org/project/textdistance) | 4.6.3 | Compute distance between the two texts.
+[thefuzz](https://pypi.org/project/thefuzz) | 0.22.1 | Fuzzy string matching in python
+[threadpoolctl](https://pypi.org/project/threadpoolctl) | 3.6.0 | threadpoolctl
+[three-merge](https://pypi.org/project/three-merge) | 0.1.1 | Simple library for merging two strings with respect to a base one
+[tifffile](https://pypi.org/project/tifffile) | 2026.4.11 | Read and write TIFF files
+[tiktoken](https://pypi.org/project/tiktoken) | 0.14.0 | tiktoken is a fast BPE tokeniser for use with OpenAI's models
+[tinycss2](https://pypi.org/project/tinycss2) | 1.5.1 | A tiny CSS parser
+[toml](https://pypi.org/project/toml) | 0.10.2 | Python Library for Tom's Obvious, Minimal Language
+[tomli-w](https://pypi.org/project/tomli-w) | 1.2.0 | A lil' TOML writer
+[tomlkit](https://pypi.org/project/tomlkit) | 0.15.1 | Style preserving TOML library
+[toolz](https://pypi.org/project/toolz) | 1.2.0 | List processing tools and functional utilities
+[tornado](https://pypi.org/project/tornado) | 6.6b1 | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
+[tqdm](https://pypi.org/project/tqdm) | 4.70.0 | Fast, Extensible Progress Meter
+[traitlets](https://pypi.org/project/traitlets) | 5.16.1 | Traitlets Python configuration system
+[traittypes](https://pypi.org/project/traittypes) | 0.2.3 | Scipy trait types
+[trio](https://pypi.org/project/trio) | 0.34.0 | A friendly Python library for async concurrency and I/O
+[trove-classifiers](https://pypi.org/project/trove-classifiers) | 2026.6.1.19 | Canonical source for classifiers on PyPI (pypi.org).
+[truststore](https://pypi.org/project/truststore) | 0.10.4 | Verify certificates using native system trust stores
+[typer](https://pypi.org/project/typer) | 0.25.1 | Typer, build great CLIs. Easy to code. Based on Python type hints.
+[types-requests](https://pypi.org/project/types-requests) | 2.33.0.20260712 | Typing stubs for requests
+[typing-extensions](https://pypi.org/project/typing-extensions) | 4.16.0 | Backported and Experimental Type Hints for Python 3.9+
+[typing-inspection](https://pypi.org/project/typing-inspection) | 0.4.4 | Runtime typing introspection tools
+[tzdata](https://pypi.org/project/tzdata) | 2026.3 | Provider of IANA time zone data
+[tzlocal](https://pypi.org/project/tzlocal) | 5.4.4 | tzinfo object for the local timezone
+[uc-micro-py](https://pypi.org/project/uc-micro-py) | 2.0.0 | Micro subset of unicode data files for linkify-it-py projects.
+[ujson](https://pypi.org/project/ujson) | 6.0.0 | Ultra fast JSON encoder and decoder for Python
+[uncertainties](https://pypi.org/project/uncertainties) | 3.2.3 | calculations with values with uncertainties, error propagation
+[uri-template](https://pypi.org/project/uri-template) | 1.3.0 | RFC 6570 URI Template Processor
+[urllib3](https://pypi.org/project/urllib3) | 2.8.0 | HTTP library with thread-safe connection pooling, file post, and more.
+[uvicorn](https://pypi.org/project/uvicorn) | 0.51.0 | The lightning-fast ASGI server.
+[vega-datasets](https://pypi.org/project/vega-datasets) | 0.9.0 | A Python package for offline access to Vega datasets
+[waitress](https://pypi.org/project/waitress) | 3.0.2 | Waitress WSGI server
+[watchdog](https://pypi.org/project/watchdog) | 6.0.0 | Filesystem events monitoring
+[wcwidth](https://pypi.org/project/wcwidth) | 0.7.0 | Measures the displayed width of unicode strings in a terminal
+[webcolors](https://pypi.org/project/webcolors) | 25.10.0 | A library for working with the color formats defined by HTML and CSS.
+[webencodings](https://pypi.org/project/webencodings) | 0.5.1 | Character encoding aliases for legacy web content
+[websocket-client](https://pypi.org/project/websocket-client) | 1.9.0 | WebSocket client for Python with low level API options
+[websockets](https://pypi.org/project/websockets) | 15.0.1 | An implementation of the WebSocket Protocol (RFC 6455 & 7692)
+[werkzeug](https://pypi.org/project/werkzeug) | 3.1.9 | The comprehensive WSGI web application library.
+[whatthepatch](https://pypi.org/project/whatthepatch) | 1.0.7 | A patch parsing and application library.
+[wheel](https://pypi.org/project/wheel) | 0.48.0 | Command line tool for manipulating wheel files
+[widgetsnbextension](https://pypi.org/project/widgetsnbextension) | 4.0.16 | Jupyter interactive widgets for Jupyter Notebook
+[wppm](https://pypi.org/project/wppm) | 17.13.20260913 | pip companion: extras-aware dependency trees, offline wheelhouses, portable Pythons
+[wrapt](https://pypi.org/project/wrapt) | 2.4.0 | Module for decorators, wrappers and monkey patching.
+[wsproto](https://pypi.org/project/wsproto) | 1.3.2 | Pure-Python WebSocket protocol implementation
+[xarray](https://pypi.org/project/xarray) | 2026.7.0 | N-D labeled arrays and datasets in Python
+[xlsxwriter](https://pypi.org/project/xlsxwriter) | 3.2.9 | A Python module for creating Excel XLSX files.
+[xxhash](https://pypi.org/project/xxhash) | 4.0.1 | Python binding for xxHash
+[xyzservices](https://pypi.org/project/xyzservices) | 2026.3.0 | Source of XYZ tiles providers
+[yapf](https://pypi.org/project/yapf) | 0.43.0 | A formatter for Python code
+[yarl](https://pypi.org/project/yarl) | 1.25.1 | Yet another URL library
+[yt-dlp](https://pypi.org/project/yt-dlp) | 2026.8.19 | A feature-rich command-line audio/video downloader
+[zipp](https://pypi.org/project/zipp) | 4.1.0 | Backport of pathlib-compatible object wrapper for zip files
+
+
+### WheelHouse packages
+
+Name | Version | Description
+-----|---------|------------
+
+
+
diff --git a/changelogs/pylock.64-3_13_16_0dotb4.toml b/changelogs/pylock.64-3_13_16_0dotb4.toml
new file mode 100644
index 00000000..dd1b58a5
--- /dev/null
+++ b/changelogs/pylock.64-3_13_16_0dotb4.toml
@@ -0,0 +1,90 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
+name = "build"
+version = "1.5.0"
+
+[[packages.wheels]]
+name = "build-1.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/0d/fe/6bea5c9162869c5beba5d9c8abbed835ec85bf1ec1fba05a3822325c45f3/build-1.5.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f"
+
+[[packages]]
+name = "colorama"
+version = "0.4.6"
+
+[[packages.wheels]]
+name = "colorama-0.4.6-py2.py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
+
+[[packages]]
+name = "packaging"
+version = "26.2"
+
+[[packages.wheels]]
+name = "packaging-26.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e"
+
+[[packages]]
+name = "pyproject-hooks"
+version = "1.2.0"
+
+[[packages.wheels]]
+name = "pyproject_hooks-1.2.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913"
+
+[[packages]]
+name = "setuptools"
+version = "83.0.0"
+
+[[packages.wheels]]
+name = "setuptools-83.0.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/5d/40/e1e72872c6354b306daef1703549e8e83b4d43cfea356311bf722a043752/setuptools-83.0.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3"
+
+[[packages]]
+name = "sqlite-bro"
+version = "1.3.2"
+
+[[packages.wheels]]
+name = "sqlite_bro-1.3.2-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/17/ce/51e2a8e3e11cfd7f8dffcdbbf080721322a1ad62533b58ebc26162a16038/sqlite_bro-1.3.2-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034"
+
+[[packages]]
+name = "wheel"
+version = "0.48.0"
+
+[[packages.wheels]]
+name = "wheel-0.48.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/2e/29/69cfbb602cd91690c55d38ba9fe53e6a7e76a6fa647bf38f19c138d25449/wheel-0.48.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab"
+
+[[packages]]
+name = "wppm"
+version = "17.13.20260913"
+
+[[packages.wheels]]
+name = "wppm-17.13.20260913-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/05/57/8af04f9c6b162656be21e34464ac7a58ccf88c4ac71fef2d7518c80c19fa/wppm-17.13.20260913-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca"
diff --git a/changelogs/pylock.64-3_13_16_0slimb4.toml b/changelogs/pylock.64-3_13_16_0slimb4.toml
new file mode 100644
index 00000000..aedca274
--- /dev/null
+++ b/changelogs/pylock.64-3_13_16_0slimb4.toml
@@ -0,0 +1,5777 @@
+lock-version = "1.0"
+created-by = "pip"
+
+[[packages]]
+name = "absl-py"
+version = "2.5.0"
+
+[[packages.wheels]]
+name = "absl_py-2.5.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/58/0a/a10b45aab35b175aded078a462dc8d0c698f5b13946e7cb0869097b78bb6/absl_py-2.5.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba"
+
+[[packages]]
+name = "adbc-driver-manager"
+version = "1.12.0"
+
+[[packages.wheels]]
+name = "adbc_driver_manager-1.12.0-cp313-cp313-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/16/e2/62bacd6844859036d79ea229401b5200056fb5050c82dc3a2e28b08ff49b/adbc_driver_manager-1.12.0-cp313-cp313-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "034da82c1a6e195d67ca1f0c97a1a517046037ec3029ab9a0ea8f7ccb14056e4"
+
+[[packages]]
+name = "aiofile"
+version = "3.12.3"
+
+[[packages.wheels]]
+name = "aiofile-3.12.3-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/4e/79/6e45e778c4c3cab39e0937b007b720c15f76c50c6453d153282d0fcc3588/aiofile-3.12.3-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "5c1bcc9e929c50834608e8cc1a4cc1d7503eb60c15a535b779fd39e2f372c017"
+
+[[packages]]
+name = "aiofiles"
+version = "25.1.0"
+
+[[packages.wheels]]
+name = "aiofiles-25.1.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/bc/8a/340a1555ae33d7354dbca4faa54948d76d89a27ceef032c8c3bc661d003e/aiofiles-25.1.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695"
+
+[[packages]]
+name = "aiohappyeyeballs"
+version = "2.7.1"
+
+[[packages.wheels]]
+name = "aiohappyeyeballs-2.7.1-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/71/43/1947f06babed6b3f1d7f38b0c767f52df66bfb2bc10b468c4a7de9eceff2/aiohappyeyeballs-2.7.1-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472"
+
+[[packages]]
+name = "aiohttp"
+version = "3.14.3"
+
+[[packages.wheels]]
+name = "aiohttp-3.14.3-cp313-cp313-win_amd64.whl"
+url = "https://files.pythonhosted.org/packages/9d/69/3d876ac02659f271cf7f6769f14a8e3de5b6e888ed8b5a7e998086a4cec8/aiohttp-3.14.3-cp313-cp313-win_amd64.whl"
+
+[packages.wheels.hashes]
+sha256 = "dff9461ec275f22135650d5ba4b4931a11f3958df7dfbb8db630000d4dee0883"
+
+[[packages]]
+name = "aiosignal"
+version = "1.4.0"
+
+[[packages.wheels]]
+name = "aiosignal-1.4.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e"
+
+[[packages]]
+name = "aiosqlite"
+version = "0.22.1"
+
+[[packages.wheels]]
+name = "aiosqlite-0.22.1-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/00/b7/e3bf5133d697a08128598c8d0abc5e16377b51465a33756de24fa7dee953/aiosqlite-0.22.1-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb"
+
+[[packages]]
+name = "alabaster"
+version = "1.0.0"
+
+[[packages.wheels]]
+name = "alabaster-1.0.0-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b"
+
+[[packages]]
+name = "alembic"
+version = "1.18.5"
+
+[[packages.wheels]]
+name = "alembic-1.18.5-py3-none-any.whl"
+url = "https://files.pythonhosted.org/packages/96/78/5fe6dc3a3a5b2f5a2a4faef8bfe336d5fa049a38884ab3172e0098160c01/alembic-1.18.5-py3-none-any.whl"
+
+[packages.wheels.hashes]
+sha256 = "06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc"
+
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diff --git a/changelogs/requir.64-3_13_16_0slimb4.txt b/changelogs/requir.64-3_13_16_0slimb4.txt
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+    --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
+ast-serialize==0.8.0 \
+    --hash=sha256:861794565b06337005c1447ef23103a3d5a627d08bdc827870d00d0b28ef5f51
+asteval==1.0.9 \
+    --hash=sha256:60513ea5d608d27bdb0cf3785dc993a6c3adeaee45f1bded0953a09e904e461f
+astroid==4.0.4 \
+    --hash=sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753
+asttokens==3.0.2 \
+    --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
+async-lru==2.3.0 \
+    --hash=sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315
+asyncssh==2.24.0 \
+    --hash=sha256:9abd46300adcb6d4b73269b34c53cd0d17a138b9a22b5b38008ce7d5808734b7
+attrs==26.1.0 \
+    --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309
+authlib==1.7.2 \
+    --hash=sha256:3e1faedc9d87e7d56a164eca3ccb6ace0d61b94abe83e92242f8dc8bba9b4a9f
+autopep8==2.0.4 \
+    --hash=sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d
+azure-cosmos==4.16.1 \
+    --hash=sha256:43717215ec1433c1ea0f0e3d465f9182fb5afff3ae2331e595367122297872f1
+azure-identity==1.25.3 \
+    --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
+babel==2.18.0 \
+    --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
+baresql==1.0.0 \
+    --hash=sha256:a24d17f46beb47c221f328f7e06710e3896c6203a8e1909788d7128f27b86f01
+bcrypt==5.0.0 \
+    --hash=sha256:64ee8434b0da054d830fa8e89e1c8bf30061d539044a39524ff7dec90481e5c2
+beartype==0.22.9 \
+    --hash=sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2
+beautifulsoup4==4.15.0 \
+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
+binaryornot==0.6.0 \
+    --hash=sha256:900adfd5e1b821255ba7e63139b0396b14c88b9286e74e03b6f51e0200331337
+black==26.5.1 \
+    --hash=sha256:e1a26503279b6b310669fb0b219c39e4820b77e8189fe80f522bb511f247db0a
+bleach==6.4.0 \
+    --hash=sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081
+blinker==1.9.0 \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+bokeh==3.9.1 \
+    --hash=sha256:8bf2aae574509055fbd6b68f023046bebc91b0bbd631d204d0d60863b4237dbd
+branca==0.8.2 \
+    --hash=sha256:2ebaef3983e3312733c1ae2b793b0a8ba3e1c4edeb7598e10328505280cf2f7c
+brotli==1.2.0 \
+    --hash=sha256:b63daa43d82f0cdabf98dee215b375b4058cce72871fd07934f179885aad16e8
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+cachetools==7.1.4 \
+    --hash=sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54
+caio==0.12.2 \
+    --hash=sha256:5233e797c9fe2b541914b1bc2e2df82677e2206b537e44e252188f3c2cbb0ea9
+cattrs==26.1.0 \
+    --hash=sha256:d1e0804c42639494d469d08d4f26d6b9de9b8ab26b446db7b5f8c2e97f7c3096
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775
+cffi==2.1.1 \
+    --hash=sha256:1aa5645c30469b09530c4ebca77ebf8f17618293c58f8549cb1a543a50236e7d
+chardet==7.6.0 \
+    --hash=sha256:b3b4c96c4df93899b3c8b9e8159e06b1f55c66d7ca384d91481108e251a06eb0
+charset-normalizer==3.4.7 \
+    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110
+clarabel==0.11.1 \
+    --hash=sha256:557d5148a4377ae1980b65d00605ae870a8f34f95f0f6a41e04aa6d3edf67148
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+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
+click-default-group==1.2.4 \
+    --hash=sha256:9b60486923720e7fc61731bdb32b617039aba820e22e1c88766b1125592eaa5f
+cloudpickle==3.1.2 \
+    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
+cohere==7.0.8 \
+    --hash=sha256:a4fe9b9e148cb277ee152009d3566434b055db9d41fc7433abda78add22632ab
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+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
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+    --hash=sha256:30d392604e9110045a2c2aeefc27d7a017abbab63f3a8aee594eac0801df784e
+comm==0.2.3 \
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+    --hash=sha256:1cadd8b8969f060ba45ed7c1b714fe69185812ab43bd6b86a9123fe8f99c3263
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+    --hash=sha256:cee50defc1eaa7ad0071ee9b9893b746c1b3201b66bf4d3686d0f127c8ed6cf9
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+    --hash=sha256:2f7ab5f27caa8c158b6dd8724a75f4a4b1666e1eac7394b4115d920c093e542e
+cvxpy==1.9.2 \
+    --hash=sha256:956b292452a5eed7cacffed25d7d1848618e97ca6ea4a83302591a46149f8f2f
+cycler==0.12.1 \
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+cython==3.2.9 \
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+    --hash=sha256:9e2d3fe3b45c3eb7233746f7aca37789be3dceec3e07dcc406d3e045ea0f7bdc
+dask==2026.7.1 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
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+    --hash=sha256:93cea333fb8b2bc0d181b0de5e16df50dd344ce64828226bda07728818936782
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+    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af
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+    --hash=sha256:fd7d5094aa83943bf5f9e1a13701866b7c452eac19765380dead666e36d3711c
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+et-xmlfile==2.0.0 \
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+fastjsonschema==2.22.2 \
+    --hash=sha256:0fb3915616adac85ccfdd737d26be1089845d2019819505b42d39888458f74d4
+fastmcp-slim==3.4.7 \
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+filelock==3.32.2 \
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+flask==3.1.3 \
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+flatbuffers==25.12.19 \
+    --hash=sha256:7634f50c427838bb021c2d66a3d1168e9d199b0607e6329399f04846d42e20b4
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+fonttools==4.63.0 \
+    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b
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+    --hash=sha256:f3639a3666bc3a94410004a91671338910ac2e1b8094b1587cc4db0f4a7df07e
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+genai-prices==0.1.9 \
+    --hash=sha256:3da8faa0a126e4df7be36696b90abe2be1fea8826bfcf45d39d91bc397fa9d1d
+geographiclib==2.1 \
+    --hash=sha256:e2a873b9b9e7fc38721ad73d5f4e6c9ed140d428a339970f505c07056997d40b
+geopy==2.5.0 \
+    --hash=sha256:8ad8cc226b505ca4d272ae9a2eeba08b8a2c565fc9a04eaefc33ad49c32b51aa
+google-auth==2.56.3 \
+    --hash=sha256:8ec438808f813ad034535000261eed1067475d229d05bbf4216e78c3f2362e53
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+    --hash=sha256:4c5e60ccaed3ed35ac2ee81e87c5bebf7280cd49b81526d872a526e97ce25f46
+graphene==3.4.3 \
+    --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
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+graphql-relay==3.2.0 \
+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
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+    --hash=sha256:cc7b3d2d2865ad0b909fcc38086e3f554b5ea7acbaa7bbb7ecaa3f5dfb7d9f00
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+    --hash=sha256:fa16db582455db324adcff1b5908519474736872e28cd5c8fa2b8bef6860e12a
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+    --hash=sha256:049e6152a071f3201d283c0a06cddcf09cb531db716ff8a62cf29fca8a3c90b7
+h11==0.16.0 \
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+h2==4.4.1 \
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+h5py==3.16.0 \
+    --hash=sha256:18f2bbcd545e6991412253b98727374c356d67caa920e68dc79eab36bf5fedad
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+hf-xet==1.6.0 \
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+    --hash=sha256:f9b81c47231aa1e3a71a1e4b3cc85b42e3b14f85e3a36922f3323c4da23605ef
+importlib-metadata==8.7.1 \
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+setuptools==83.0.0 \
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+sphinxcontrib-serializinghtml==2.0.0 \
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+yarl==1.24.5 \
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+zipp==4.1.0 \
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diff --git a/changelogs/requir.64-3_14_8_0dotb4.txt b/changelogs/requir.64-3_14_8_0dotb4.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/changelogs/requir.64-3_14_8_0dotb4.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/changelogs/requir.64-3_14_8_0dotfb4.txt b/changelogs/requir.64-3_14_8_0dotfb4.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/changelogs/requir.64-3_14_8_0dotfb4.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
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+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
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+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
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diff --git a/changelogs/requir.64-3_14_8_0slimb4.txt b/changelogs/requir.64-3_14_8_0slimb4.txt
new file mode 100644
index 00000000..b19465b0
--- /dev/null
+++ b/changelogs/requir.64-3_14_8_0slimb4.txt
@@ -0,0 +1,1102 @@
+absl-py==2.5.0 \
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+adbc-driver-manager==1.12.0 \
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+agent-client-protocol==0.11.0 \
+    --hash=sha256:2d8570cd4911f8af9fbab4808f7b05f09204a756f346c7409ecdcae3f37cdb2f
+aiofile==3.12.3 \
+    --hash=sha256:5c1bcc9e929c50834608e8cc1a4cc1d7503eb60c15a535b779fd39e2f372c017
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiohttp==3.14.3 \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
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+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
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+altair==6.2.2 \
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+anyio==4.15.1 \
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+argcomplete==3.7.2 \
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+    --hash=sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+argon2-cffi-bindings==26.1.0 \
+    --hash=sha256:2c36ff87b5dfaa477d0bd51e9d7f6abdae7c8955d2983c97419085d842154b3e
+array-api-compat==1.15.0 \
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+asn1crypto==1.5.1 \
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+autopep8==2.0.4 \
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+baresql==1.0.0 \
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+certifi==2026.7.22 \
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+    --hash=sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e
+watchdog==6.0.0 \
+    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+watchfiles==1.3.0 \
+    --hash=sha256:1acabde19b67e673274e89a04d613b7fb1f122e2c4b8ec9a581e59c149264b61
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2
+webcolors==25.10.0 \
+    --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+websocket-client==1.9.0 \
+    --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+websockets==16.0 \
+    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d
+werkzeug==3.1.9 \
+    --hash=sha256:6392e50c78460ba618e5b21f08a71f59c99ce99cdc6cf6e3dd7e6ccca8754fab
+whatthepatch==1.0.7 \
+    --hash=sha256:1b6f655fd31091c001c209529dfaabbabdbad438f5de14e3951266ea0fc6e7ed
+wheel==0.48.0 \
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+widgetsnbextension==4.0.16 \
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+wordcloud==1.9.6 \
+    --hash=sha256:8549f85a93626f5d03c06e63106ce228910008becd1e1f3b49693d13e33a5873
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
+wsproto==1.3.2 \
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+xarray==2026.7.0 \
+    --hash=sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824
+xlsxwriter==3.2.9 \
+    --hash=sha256:9a5db42bc5dff014806c58a20b9eae7322a134abb6fce3c92c181bfb275ec5b3
+xxhash==3.7.0 \
+    --hash=sha256:2a61e2a3fb23c892496d587b470dee7fa1b58b248a187719c65ea8e94ec13257
+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yapf==0.43.0 \
+    --hash=sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca
+yarl==1.24.5 \
+    --hash=sha256:5ba4f78df2bcc19f764a4b26a8a4f5049c110090ad5825993aacb052bf8003ad
+yt-dlp==2026.8.19 \
+    --hash=sha256:1d57897e94c6665a0a6f9bc54b34e584284e32c034ffab3a7df25d8f7b24eedf
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
+zstandard==0.25.0 \
+    --hash=sha256:c19bcdd826e95671065f8692b5a4aa95c52dc7a02a4c5a0cac46deb879a017a2
diff --git a/changelogs/requir.64-3_14_8_0slimfb4.txt b/changelogs/requir.64-3_14_8_0slimfb4.txt
new file mode 100644
index 00000000..7624b40f
--- /dev/null
+++ b/changelogs/requir.64-3_14_8_0slimfb4.txt
@@ -0,0 +1,944 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+adbc-driver-manager==1.12.0 \
+    --hash=sha256:cfa08f8c7c63e3fa92eb4e26ef4d8a9520cf92a39281cd011821f6f16a963080
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiohttp==3.14.3 \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b
+aiosignal==1.4.0 \
+    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
+aiosqlite==0.22.1 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
+alembic==1.18.5 \
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+altair==6.2.2 \
+    --hash=sha256:94014f8ad8617c3cb163d1137359cd6db5ba134b9b46d93cfd8b609fd245a583
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101
+annotated-types==0.8.0 \
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+anthropic==1.11.0 \
+    --hash=sha256:52f97b2c485cca7ac66058374f5073a3febb7e6849b16989c145d602a3efee21
+anyio==4.15.1 \
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+anywidget==0.11.0 \
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+appdirs==1.4.4 \
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+argcomplete==3.7.2 \
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+argon2-cffi-bindings==26.1.0 \
+    --hash=sha256:2b741888c93147444fdfc851abd81cc207f37f7f7da42062a00deb3888e57da8
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+arrow==1.4.0 \
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+asgi-csrf==0.11 \
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+asn1crypto==1.5.1 \
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+astroid==4.0.4 \
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+azure-core==1.41.0 \
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+azure-cosmos==4.16.1 \
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+build==1.5.0 \
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+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775
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+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
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+    --hash=sha256:a4e3fd2e8169461a28a13777a166d3da94274454f0714a7d3023fee124474ac8
+scs==3.2.11 \
+    --hash=sha256:7fe26e8a0efc96232f4c5b7649817e48dae04a61be911417e925071091b8cbf6
+seaborn==0.13.2 \
+    --hash=sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987
+send2trash==2.1.0 \
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+setuptools==83.0.0 \
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+sphinx-rtd-theme==3.1.0 \
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+sphinxcontrib-devhelp==2.0.0 \
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+sphinxcontrib-htmlhelp==2.1.0 \
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+sphinxcontrib-jquery==4.1 \
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+sphinxcontrib-jsmath==1.0.1 \
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+sphinxcontrib-qthelp==2.0.0 \
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+sphinxcontrib-serializinghtml==2.0.0 \
+    --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331
+spyder-kernels==3.1.6 \
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+sqlite-fts4==1.0.3 \
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+xxhash==3.7.0 \
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+yapf==0.43.0 \
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+yarl==1.24.5 \
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+yt-dlp==2026.8.19 \
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+zipp==4.1.0 \
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diff --git a/changelogs/requir.64-3_15_0_5dotb4.txt b/changelogs/requir.64-3_15_0_5dotb4.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5dotb4.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/changelogs/requir.64-3_15_0_5dotfb4.txt b/changelogs/requir.64-3_15_0_5dotfb4.txt
new file mode 100644
index 00000000..72c43e0a
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5dotfb4.txt
@@ -0,0 +1,16 @@
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f
+colorama==0.4.6 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e
+pyproject-hooks==1.2.0 \
+    --hash=sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+setuptools==83.0.0 \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
+sqlite-bro==1.3.2 \
+    --hash=sha256:0ecda886fbd9c9536cbc7192662be0a0b7d963e9df506dcc788cf1e37e572034
+wheel==0.48.0 \
+    --hash=sha256:3217dcc807155e45db462d7ef2431f5ddda0d7273b700d05a67b271ceb1287ab
+wppm==17.13.20260913 \
+    --hash=sha256:86efc07a0c3c0ba9ca90d2f4b9dc6ffef0a258662b52f731b38655d871df76ca
diff --git a/changelogs/requir.64-3_15_0_5slimb4.txt b/changelogs/requir.64-3_15_0_5slimb4.txt
new file mode 100644
index 00000000..97f57981
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5slimb4.txt
@@ -0,0 +1,912 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+aiofile==3.12.3 \
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+aiofiles==25.1.0 \
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+aiohappyeyeballs==2.7.1 \
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+aiohttp==3.14.4 \
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+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+alabaster==1.0.0 \
+    --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
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+anyio==4.15.1 \
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+anywidget==0.11.0 \
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+argon2-cffi-bindings==26.1.0 \
+    --hash=sha256:2c36ff87b5dfaa477d0bd51e9d7f6abdae7c8955d2983c97419085d842154b3e
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+asgi-csrf==0.11 \
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+asn1crypto==1.5.1 \
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+asyncssh==2.24.0 \
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+attrs==26.1.0 \
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+azure-core==1.41.0 \
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+certifi==2026.7.22 \
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+    --hash=sha256:93cea333fb8b2bc0d181b0de5e16df50dd344ce64828226bda07728818936782
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+google-auth==2.56.3 \
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+    --hash=sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56
+thefuzz==0.22.1 \
+    --hash=sha256:59729b33556850b90e1093c4cf9e618af6f2e4c985df193fdf3c5b5cf02ca481
+threadpoolctl==3.6.0 \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb
+three-merge==0.1.1 \
+    --hash=sha256:dd219f4696aa0bbec6099ac3528b4de0450ff9bde862dd8f6d6f52e745f83464
+tifffile==2026.4.11 \
+    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tiktoken==0.14.0 \
+    --hash=sha256:1b6e4adcfd285c44502aed51df98aaaca4f0fea028165dbf8a9e857b9f98d8ea
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661
+toml==0.10.2 \
+    --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304
+toolz==1.2.0 \
+    --hash=sha256:890f820b1cb8152785aaf9386d8707770110809035800985ca65cb24ce1120ef
+tornado==6.5.10 \
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+tqdm==4.70.0 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
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+traittypes==0.2.3 \
+    --hash=sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e
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+tzdata==2026.3 \
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+uc-micro-py==2.0.0 \
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+ujson==6.0.0 \
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+urllib3==2.8.0 \
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+watchdog==6.0.0 \
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+wrapt==2.4.0 \
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+xarray==2026.7.0 \
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+xxhash==4.0.1 \
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+xyzservices==2026.3.0 \
+    --hash=sha256:503183d4b322bfebc3c50cdd21192aa3e81e36c5efbf9133d54ae82143e0576b
+yarl==1.25.1 \
+    --hash=sha256:a2059a2d891bd156bc5184e7ab7a56e78a84dfcfdeac8c501b552533ad1c36ee
+yt-dlp==2026.8.19 \
+    --hash=sha256:1d57897e94c6665a0a6f9bc54b34e584284e32c034ffab3a7df25d8f7b24eedf
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
diff --git a/changelogs/requir.64-3_15_0_5slimfb4.txt b/changelogs/requir.64-3_15_0_5slimfb4.txt
new file mode 100644
index 00000000..879cebfd
--- /dev/null
+++ b/changelogs/requir.64-3_15_0_5slimfb4.txt
@@ -0,0 +1,806 @@
+absl-py==2.5.0 \
+    --hash=sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba
+aiofile==3.12.3 \
+    --hash=sha256:5c1bcc9e929c50834608e8cc1a4cc1d7503eb60c15a535b779fd39e2f372c017
+aiofiles==25.1.0 \
+    --hash=sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
+aiohttp==3.14.4 \
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+aiosignal==1.4.0 \
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+aiosqlite==0.22.1 \
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+alabaster==1.0.0 \
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+alembic==1.18.5 \
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+altair==6.2.2 \
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+annotated-doc==0.0.5 \
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+anthropic==1.11.0 \
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+anyio==4.15.1 \
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+anywidget==0.11.0 \
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+appdirs==1.4.4 \
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+argcomplete==3.7.2 \
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+argon2-cffi-bindings==26.1.0 \
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+certifi==2026.7.22 \
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+    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55
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