diff --git a/_toc.yml b/_toc.yml
index 1d7943a7f..815ed3094 100644
--- a/_toc.yml
+++ b/_toc.yml
@@ -103,6 +103,8 @@ parts:
           - file: docs/recipes/publishing_notebooks_into_the_DLC_main_cookbook
           # - file: docs/course
       - file: docs/dlc-utils/index
+        sections:
+          - file: docs/dlc-utils/XROMM/usage
 
   - caption: Project & Community
     chapters:
diff --git a/docs/dlc-utils/XROMM/usage.md b/docs/dlc-utils/XROMM/usage.md
new file mode 100644
index 000000000..f581ce61f
--- /dev/null
+++ b/docs/dlc-utils/XROMM/usage.md
@@ -0,0 +1,64 @@
+(file:xamalab-dlc-integration)=
+
+# XROMM + DeepLabCut local integration
+
+These notes describe how this repository is used in the local 3-repo XROMM workflow together with `../XROMM_DLCTools` and `../xmalab`.
+
+> Contributed by [@homfunc](https://github.com/homfunc)
+
+## 1) Expected local layout
+
+Recommended sibling checkout layout:
+
+- `XROMM_DLCTools/`
+- `DeepLabCut/`
+- `xmalab/`
+  `XROMM_DLCTools/pyproject.toml` maps its optional `dlc` dependency group to this repository through `tool.uv.sources`.
+
+## 2) DeepLabCut’s role in the workflow
+
+Within the integrated workflow, DeepLabCut provides:
+
+- project creation / dataset generation support
+- video analysis / prediction entrypoints
+- the local import target used by `XROMM_DLCTools`
+- synthetic smoke coverage through the baseline harness
+  The current local integration suite also uses this repo to verify that the newer workflow service in `XROMM_DLCTools` still interoperates with a sibling DeepLabCut checkout.
+
+## 3) Local setup for this repo
+
+Standard developer setup:
+
+```bash
+uv sync --group dev
+```
+
+When working from `../XROMM_DLCTools`, enable the sibling import path there with:
+
+```bash
+uv sync --group dlc
+```
+
+## 4) Integration validation from XROMM_DLCTools
+
+Run these commands from `../XROMM_DLCTools`:
+
+```bash
+uv run python scripts/baseline_harness.py --scenario deeplabcut_repo_smoke --output-dir baseline_artifacts/deeplabcut_smoke --deeplabcut-repo ../DeepLabCut
+```
+
+Full multi-repo suite:
+
+```bash
+uv run python scripts/baseline_harness.py --scenario all --output-dir baseline_artifacts/integration_all --deeplabcut-repo ../DeepLabCut --xmalab-repo ../xmalab
+```
+
+True end-to-end local workflow scenario:
+
+```bash
+uv run python scripts/baseline_harness.py --scenario phase3_local_workflow_e2e --output-dir baseline_artifacts/e2e_local_workflow --deeplabcut-repo ../DeepLabCut --xmalab-repo ../xmalab
+```
+
+## 5) Compatibility notes
+
+The local workflow integration path expects this repo to remain importable in “lite mode” when GUI dependencies are unavailable, and relies on the public `deeplabcut` import surface plus the synthetic project helpers under `examples/utils.py`.
diff --git a/docs/dlc-utils/index.md b/docs/dlc-utils/index.md
index a4747f786..626bb5d58 100644
--- a/docs/dlc-utils/index.md
+++ b/docs/dlc-utils/index.md
@@ -18,10 +18,18 @@ align: right
 ---
 ```
 
-This repository contains various scripts as well as links to other packages related to [DeepLabCut](https://github.com/DeepLabCut/DeepLabCut). Feel free to contribute your own analysis methods, and perhaps some short notebook of how to use it. Thanks!
+This repository contains various scripts as well as links to other packages related to [DeepLabCut](https://github.com/DeepLabCut/DeepLabCut). 
+Feel free to contribute your own analysis methods, and perhaps some short notebook of how to use it. Thanks!
+
+```{admonition} DLC-Utils
+---
+class: tip
+---
+[Link to repository](https://github.com/DeepLabCut/DLCutils)
+```
 
 ```{caution}
-Please direct inquiries to the **contributors/code maintainers of that code**. Note that the software(s) are provided "as is", without warranty of any kind, express.
+Please direct inquiries to the **contributors/code maintainers of that code**. Note that the software(s) are provided "as is", without warranty of any kind, express or implied.
 The DeepLabCut team is not responsible for the maintenance of these packages, and cannot guarantee that they will work with present & future versions of DeepLabCut.
 ```
 
@@ -34,6 +42,19 @@ These two scripts illustrate how to train, test, and analyze videos for multiple
 
 Contributed by [Alexander Mathis](https://github.com/AlexEMG)
 
+## Using DLC + XROMM_DLCTools + xmalab
+
+> Contributed by [@homfunc](https://github.com/homfunc)
+
+The DeepLabCut repository can also be used as a sibling checkout together with:
+
+- `../XROMM_DLCTools`
+- `../xmalab`
+
+In that local layout, `XROMM_DLCTools` uses the optional `dlc` dependency group to import this checkout directly, and its baseline harness runs both a DeepLabCut smoke scenario and a broader end-to-end local workflow integration scenario.
+
+See {ref}`file:xamalab-dlc-integration` for the local integration notes and exact commands.
+
 ## Using your DLC outputs, loading, simple ROI analysis, visualization examples
 
 ### Time spent of a body part in a particular region of interest (ROI)