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feat(prebuiltconfigs/alloydb-omni): Implement Alloydb omni dataplane tools#2340

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alloydb-omni-dataplane-tools
Jan 29, 2026
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feat(prebuiltconfigs/alloydb-omni): Implement Alloydb omni dataplane tools#2340
Yuan325 merged 11 commits intomainfrom
alloydb-omni-dataplane-tools

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@ankel ankel commented Jan 21, 2026

Description

Implement Dataplane tools for alloydb omni using Postgres source and postgres tools. I also add more omni-specific tool (columnar engine).

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Summary of Changes

Hello @ankel, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request significantly enhances the toolbox by integrating dataplane tools specifically tailored for AlloyDB Omni. It provides a robust set of PostgreSQL-centric functionalities for database administrators and developers to interact with, monitor, and manage AlloyDB Omni instances more effectively. The inclusion of comprehensive integration tests, utilizing containerization, ensures the reliability and correctness of these new tools.

Highlights

  • Introduction of AlloyDB Omni Dataplane Tools: A new configuration file (alloydb-omni.yaml) has been added, defining a comprehensive suite of tools for managing and monitoring AlloyDB Omni instances.
  • Extensive PostgreSQL Toolset: The new tools cover a wide range of PostgreSQL operations, including SQL execution, schema introspection (tables, views, schemas, indexes, sequences, triggers), performance monitoring (active queries, long-running transactions, replication stats, query plans), configuration management (autovacuum, columnar, memory settings), and health checks (bloated tables, invalid indexes, replication slots).
  • Integration Testing with Testcontainers: Dedicated integration tests (alloydb_omni_integration_test.go) have been introduced to validate the functionality of these new tools. These tests leverage testcontainers-go to provision and manage a containerized AlloyDB Omni instance for reliable and isolated testing.
  • Dependency Updates: The go.mod file has been updated to include github.com/testcontainers/testcontainers-go and its associated indirect dependencies, enabling the container-based testing infrastructure.

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Code Review

The pull request successfully implements dataplane tools for AlloyDB Omni. The new alloydb-omni.yaml configuration defines a comprehensive set of PostgreSQL-based tools, and the alloydb_omni_integration_test.go file provides robust testing using test containers. The added dependencies in go.mod are consistent with the new test infrastructure.

Comment thread tests/alloydbomni/alloydb_omni_integration_test.go Outdated
@ankel ankel changed the title Alloydb omni dataplane tools feat(alloydbomni): Implement Alloydb omni dataplane tools Jan 21, 2026
@ankel ankel marked this pull request as ready for review January 21, 2026 19:53
@ankel ankel requested review from a team January 21, 2026 19:53
ankel added 8 commits January 27, 2026 10:53
Since alloydb (and alloydb omni) is 100% postgres compatible, we can reuse Postgres source here.
Add a list_columnar_configurations and a list_columnar_recommended_columns tool.
In this integration test, we use test container to run a new container of alloydb omni, and connect to it using the toolbox
@ankel ankel force-pushed the alloydb-omni-dataplane-tools branch from 6623d9b to f0f195d Compare January 27, 2026 15:55
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Yuan325 commented Jan 28, 2026

/gemini review

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Code Review

This pull request introduces support for AlloyDB Omni by adding a new prebuilt configuration, an integration test suite, and the necessary CI configuration. The implementation correctly reuses existing PostgreSQL tools and tests, which is a good approach. I've identified a few areas for improvement, mainly related to correcting a tool description, improving error handling in tests, and reducing code duplication. Addressing these points will enhance the overall code quality and maintainability.

Comment thread internal/prebuiltconfigs/prebuiltconfigs_test.go
Comment thread internal/prebuiltconfigs/tools/alloydb-omni.yaml Outdated
Comment thread tests/alloydbomni/alloydb_omni_integration_test.go Outdated
Comment thread tests/alloydbomni/alloydb_omni_integration_test.go Outdated
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Hi, thank you for your contributions!

We're missing the following:

  1. unit test for prebuilt tools in cmd/root_test.go (ref: https://github.com/googleapis/genai-toolbox/blob/cf477b529a6158cbb19994350c5c2318ff2b81c9/cmd/root_test.go#L1355)

  2. documentation for prebuilt tools (https://googleapis.github.io/genai-toolbox/reference/prebuilt-tools/): Code for the docs is at docs/en/reference/prebuilt-tools.md

Thank you!

Comment thread tests/alloydbomni/alloydb_omni_integration_test.go Outdated
Comment thread tests/alloydbomni/alloydb_omni_integration_test.go Outdated
Comment thread tests/alloydbomni/alloydb_omni_integration_test.go Outdated
Comment thread tests/alloydbomni/alloydb_omni_integration_test.go Outdated
Comment thread tests/alloydbomni/alloydb_omni_integration_test.go Outdated
Comment thread tests/alloydbomni/alloydb_omni_integration_test.go Outdated
Comment thread tests/alloydbomni/alloydb_omni_integration_test.go
Comment thread tests/alloydbomni/alloydb_omni_integration_test.go
@Yuan325 Yuan325 changed the title feat(alloydbomni): Implement Alloydb omni dataplane tools feat(prebuiltconfigs/alloydbomni): Implement Alloydb omni dataplane tools Jan 28, 2026
@Yuan325 Yuan325 changed the title feat(prebuiltconfigs/alloydbomni): Implement Alloydb omni dataplane tools feat(prebuiltconfigs/alloydb-omni): Implement Alloydb omni dataplane tools Jan 28, 2026
@ankel ankel force-pushed the alloydb-omni-dataplane-tools branch from 986c499 to 85bddd6 Compare January 28, 2026 02:25
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@ankel ankel force-pushed the alloydb-omni-dataplane-tools branch from 85bddd6 to a150a2d Compare January 28, 2026 02:37
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ankel commented Jan 28, 2026

/gemini review

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Code Review

This pull request introduces support for AlloyDB Omni dataplane tools. It includes a new Cloud Build integration step, adds AlloyDB Omni configurations and environment variables to tests, and updates the documentation. The changes are well-structured and integrate smoothly with existing patterns. I've identified one area for improvement related to code duplication in the test setup.

Comment thread tests/alloydbomni/alloydb_omni_integration_test.go
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@Yuan325 Yuan325 enabled auto-merge (squash) January 29, 2026 22:01
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@Yuan325 Yuan325 merged commit e995349 into main Jan 29, 2026
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@Yuan325 Yuan325 deleted the alloydb-omni-dataplane-tools branch January 29, 2026 22:47
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🧨 Preview deployments removed.

github-actions Bot pushed a commit to renovate-bot/googleapis-_-genai-toolbox that referenced this pull request Jan 29, 2026
…taplane tools (googleapis#2340)

## Description

Implement Dataplane tools for alloydb omni using Postgres source and
postgres tools. I also add more omni-specific tool (columnar engine).

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> e995349
github-actions Bot pushed a commit to Jaleel-zhu/genai-toolbox that referenced this pull request Jan 29, 2026
…taplane tools (googleapis#2340)

## Description

Implement Dataplane tools for alloydb omni using Postgres source and
postgres tools. I also add more omni-specific tool (columnar engine).

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> e995349
kshalu-code pushed a commit to kshalu-code/genai-toolbox that referenced this pull request Feb 4, 2026
…tools (googleapis#2340)

Implement Dataplane tools for alloydb omni using Postgres source and
postgres tools. I also add more omni-specific tool (columnar engine).

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
nester-neo4j pushed a commit to nester-neo4j/genai-toolbox that referenced this pull request Feb 4, 2026
…tools (googleapis#2340)

## Description

Implement Dataplane tools for alloydb omni using Postgres source and
postgres tools. I also add more omni-specific tool (columnar engine).

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
nester-neo4j pushed a commit to nester-neo4j/genai-toolbox that referenced this pull request Feb 4, 2026
…tools (googleapis#2340)

## Description

Implement Dataplane tools for alloydb omni using Postgres source and
postgres tools. I also add more omni-specific tool (columnar engine).

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
nester-neo4j pushed a commit to nester-neo4j/genai-toolbox that referenced this pull request Feb 4, 2026
…tools (googleapis#2340)

Implement Dataplane tools for alloydb omni using Postgres source and
postgres tools. I also add more omni-specific tool (columnar engine).

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
Yuan325 added a commit that referenced this pull request Feb 13, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.27.0](v0.26.0...v0.27.0)
(2026-02-12)


### ⚠ BREAKING CHANGES

* Update configuration file v2
([#2369](https://github.com/googleapis/genai-toolbox/issues/2369))([293c1d6](https://github.com/googleapis/genai-toolbox/commit/293c1d6889c39807855ba5e01d4c13ba2a4c50ce))
* Update/add detailed telemetry for mcp endpoint compliant with OTEL
semantic convention
([#1987](#1987))
([478a0bd](478a0bd))

### Features

* **cli/invoke:** Add support for direct tool invocation from CLI
([#2353](#2353))
([6e49ba4](6e49ba4))
* **cli/skills:** Add support for generating agent skills from toolset
([#2392](#2392))
([80ef346](80ef346))
* **cloud-logging-admin:** Add source, tools, integration test and docs
([#2137](#2137))
([252fc30](252fc30))
* **cockroachdb:** Add CockroachDB integration with cockroach-go
([#2006](#2006))
([1fdd99a](1fdd99a))
* **prebuiltconfigs/alloydb-omni:** Implement Alloydb omni dataplane
tools ([#2340](#2340))
([e995349](e995349))
* **server:** Add Tool call error categories
([#2387](#2387))
([32cb4db](32cb4db))
* **tools/looker:** support `looker-validate-project` tool
([#2430](#2430))
([a15a128](a15a128))



### Bug Fixes

* **dataplex:** Capture GCP HTTP errors in MCP Toolbox
([#2347](#2347))
([1d7c498](1d7c498))
* **sources/cockroachdb:** Update kind to type
([#2465](#2465))
([2d341ac](2d341ac))
* Surface Dataplex API errors in MCP results
([#2347](https://github.com/googleapis/genai-toolbox/pull/2347))([1d7c498](https://github.com/googleapis/genai-toolbox/commit/1d7c4981164c34b4d7bc8edecfd449f57ad11e15))


---
This PR was generated with [Release
Please](https://github.com/googleapis/release-please). See
[documentation](https://github.com/googleapis/release-please#release-please).

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
github-actions Bot pushed a commit that referenced this pull request Feb 13, 2026
🤖 I have created a release *beep* *boop*
---

##
[0.27.0](v0.26.0...v0.27.0)
(2026-02-12)

### ⚠ BREAKING CHANGES

* Update configuration file v2
([#2369](https://github.com/googleapis/genai-toolbox/issues/2369))([293c1d6](https://github.com/googleapis/genai-toolbox/commit/293c1d6889c39807855ba5e01d4c13ba2a4c50ce))
* Update/add detailed telemetry for mcp endpoint compliant with OTEL
semantic convention
([#1987](#1987))
([478a0bd](478a0bd))

### Features

* **cli/invoke:** Add support for direct tool invocation from CLI
([#2353](#2353))
([6e49ba4](6e49ba4))
* **cli/skills:** Add support for generating agent skills from toolset
([#2392](#2392))
([80ef346](80ef346))
* **cloud-logging-admin:** Add source, tools, integration test and docs
([#2137](#2137))
([252fc30](252fc30))
* **cockroachdb:** Add CockroachDB integration with cockroach-go
([#2006](#2006))
([1fdd99a](1fdd99a))
* **prebuiltconfigs/alloydb-omni:** Implement Alloydb omni dataplane
tools ([#2340](#2340))
([e995349](e995349))
* **server:** Add Tool call error categories
([#2387](#2387))
([32cb4db](32cb4db))
* **tools/looker:** support `looker-validate-project` tool
([#2430](#2430))
([a15a128](a15a128))

### Bug Fixes

* **dataplex:** Capture GCP HTTP errors in MCP Toolbox
([#2347](#2347))
([1d7c498](1d7c498))
* **sources/cockroachdb:** Update kind to type
([#2465](#2465))
([2d341ac](2d341ac))
* Surface Dataplex API errors in MCP results
([#2347](https://github.com/googleapis/genai-toolbox/pull/2347))([1d7c498](https://github.com/googleapis/genai-toolbox/commit/1d7c4981164c34b4d7bc8edecfd449f57ad11e15))

---
This PR was generated with [Release
Please](https://github.com/googleapis/release-please). See
[documentation](https://github.com/googleapis/release-please#release-please).

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> c5524d3
github-actions Bot pushed a commit to renovate-bot/googleapis-_-genai-toolbox that referenced this pull request Feb 13, 2026
🤖 I have created a release *beep* *boop*
---

##
[0.27.0](googleapis/mcp-toolbox@v0.26.0...v0.27.0)
(2026-02-12)

### ⚠ BREAKING CHANGES

* Update configuration file v2
([googleapis#2369](https://github.com/googleapis/genai-toolbox/issues/2369))([293c1d6](https://github.com/googleapis/genai-toolbox/commit/293c1d6889c39807855ba5e01d4c13ba2a4c50ce))
* Update/add detailed telemetry for mcp endpoint compliant with OTEL
semantic convention
([googleapis#1987](googleapis#1987))
([478a0bd](googleapis@478a0bd))

### Features

* **cli/invoke:** Add support for direct tool invocation from CLI
([googleapis#2353](googleapis#2353))
([6e49ba4](googleapis@6e49ba4))
* **cli/skills:** Add support for generating agent skills from toolset
([googleapis#2392](googleapis#2392))
([80ef346](googleapis@80ef346))
* **cloud-logging-admin:** Add source, tools, integration test and docs
([googleapis#2137](googleapis#2137))
([252fc30](googleapis@252fc30))
* **cockroachdb:** Add CockroachDB integration with cockroach-go
([googleapis#2006](googleapis#2006))
([1fdd99a](googleapis@1fdd99a))
* **prebuiltconfigs/alloydb-omni:** Implement Alloydb omni dataplane
tools ([googleapis#2340](googleapis#2340))
([e995349](googleapis@e995349))
* **server:** Add Tool call error categories
([googleapis#2387](googleapis#2387))
([32cb4db](googleapis@32cb4db))
* **tools/looker:** support `looker-validate-project` tool
([googleapis#2430](googleapis#2430))
([a15a128](googleapis@a15a128))

### Bug Fixes

* **dataplex:** Capture GCP HTTP errors in MCP Toolbox
([googleapis#2347](googleapis#2347))
([1d7c498](googleapis@1d7c498))
* **sources/cockroachdb:** Update kind to type
([googleapis#2465](googleapis#2465))
([2d341ac](googleapis@2d341ac))
* Surface Dataplex API errors in MCP results
([googleapis#2347](https://github.com/googleapis/genai-toolbox/pull/2347))([1d7c498](https://github.com/googleapis/genai-toolbox/commit/1d7c4981164c34b4d7bc8edecfd449f57ad11e15))

---
This PR was generated with [Release
Please](https://github.com/googleapis/release-please). See
[documentation](https://github.com/googleapis/release-please#release-please).

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> c5524d3
github-actions Bot pushed a commit to bhardwajRahul/genai-toolbox that referenced this pull request Feb 14, 2026
🤖 I have created a release *beep* *boop*
---

##
[0.27.0](googleapis/mcp-toolbox@v0.26.0...v0.27.0)
(2026-02-12)

### ⚠ BREAKING CHANGES

* Update configuration file v2
([googleapis#2369](https://github.com/googleapis/genai-toolbox/issues/2369))([293c1d6](https://github.com/googleapis/genai-toolbox/commit/293c1d6889c39807855ba5e01d4c13ba2a4c50ce))
* Update/add detailed telemetry for mcp endpoint compliant with OTEL
semantic convention
([googleapis#1987](googleapis#1987))
([478a0bd](googleapis@478a0bd))

### Features

* **cli/invoke:** Add support for direct tool invocation from CLI
([googleapis#2353](googleapis#2353))
([6e49ba4](googleapis@6e49ba4))
* **cli/skills:** Add support for generating agent skills from toolset
([googleapis#2392](googleapis#2392))
([80ef346](googleapis@80ef346))
* **cloud-logging-admin:** Add source, tools, integration test and docs
([googleapis#2137](googleapis#2137))
([252fc30](googleapis@252fc30))
* **cockroachdb:** Add CockroachDB integration with cockroach-go
([googleapis#2006](googleapis#2006))
([1fdd99a](googleapis@1fdd99a))
* **prebuiltconfigs/alloydb-omni:** Implement Alloydb omni dataplane
tools ([googleapis#2340](googleapis#2340))
([e995349](googleapis@e995349))
* **server:** Add Tool call error categories
([googleapis#2387](googleapis#2387))
([32cb4db](googleapis@32cb4db))
* **tools/looker:** support `looker-validate-project` tool
([googleapis#2430](googleapis#2430))
([a15a128](googleapis@a15a128))

### Bug Fixes

* **dataplex:** Capture GCP HTTP errors in MCP Toolbox
([googleapis#2347](googleapis#2347))
([1d7c498](googleapis@1d7c498))
* **sources/cockroachdb:** Update kind to type
([googleapis#2465](googleapis#2465))
([2d341ac](googleapis@2d341ac))
* Surface Dataplex API errors in MCP results
([googleapis#2347](https://github.com/googleapis/genai-toolbox/pull/2347))([1d7c498](https://github.com/googleapis/genai-toolbox/commit/1d7c4981164c34b4d7bc8edecfd449f57ad11e15))

---
This PR was generated with [Release
Please](https://github.com/googleapis/release-please). See
[documentation](https://github.com/googleapis/release-please#release-please).

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> c5524d3
rahulpinto19 pushed a commit that referenced this pull request Feb 16, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.27.0](v0.26.0...v0.27.0)
(2026-02-12)


### ⚠ BREAKING CHANGES

* Update configuration file v2
([#2369](https://github.com/googleapis/genai-toolbox/issues/2369))([293c1d6](https://github.com/googleapis/genai-toolbox/commit/293c1d6889c39807855ba5e01d4c13ba2a4c50ce))
* Update/add detailed telemetry for mcp endpoint compliant with OTEL
semantic convention
([#1987](#1987))
([478a0bd](478a0bd))

### Features

* **cli/invoke:** Add support for direct tool invocation from CLI
([#2353](#2353))
([6e49ba4](6e49ba4))
* **cli/skills:** Add support for generating agent skills from toolset
([#2392](#2392))
([80ef346](80ef346))
* **cloud-logging-admin:** Add source, tools, integration test and docs
([#2137](#2137))
([252fc30](252fc30))
* **cockroachdb:** Add CockroachDB integration with cockroach-go
([#2006](#2006))
([1fdd99a](1fdd99a))
* **prebuiltconfigs/alloydb-omni:** Implement Alloydb omni dataplane
tools ([#2340](#2340))
([e995349](e995349))
* **server:** Add Tool call error categories
([#2387](#2387))
([32cb4db](32cb4db))
* **tools/looker:** support `looker-validate-project` tool
([#2430](#2430))
([a15a128](a15a128))



### Bug Fixes

* **dataplex:** Capture GCP HTTP errors in MCP Toolbox
([#2347](#2347))
([1d7c498](1d7c498))
* **sources/cockroachdb:** Update kind to type
([#2465](#2465))
([2d341ac](2d341ac))
* Surface Dataplex API errors in MCP results
([#2347](https://github.com/googleapis/genai-toolbox/pull/2347))([1d7c498](https://github.com/googleapis/genai-toolbox/commit/1d7c4981164c34b4d7bc8edecfd449f57ad11e15))


---
This PR was generated with [Release
Please](https://github.com/googleapis/release-please). See
[documentation](https://github.com/googleapis/release-please#release-please).

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
nester-neo4j pushed a commit to nester-neo4j/genai-toolbox that referenced this pull request Feb 17, 2026
…tools (googleapis#2340)

Implement Dataplane tools for alloydb omni using Postgres source and
postgres tools. I also add more omni-specific tool (columnar engine).

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
nester-neo4j pushed a commit to nester-neo4j/genai-toolbox that referenced this pull request Feb 17, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.27.0](googleapis/mcp-toolbox@v0.26.0...v0.27.0)
(2026-02-12)


### ⚠ BREAKING CHANGES

* Update configuration file v2
([googleapis#2369](https://github.com/googleapis/genai-toolbox/issues/2369))([293c1d6](https://github.com/googleapis/genai-toolbox/commit/293c1d6889c39807855ba5e01d4c13ba2a4c50ce))
* Update/add detailed telemetry for mcp endpoint compliant with OTEL
semantic convention
([googleapis#1987](googleapis#1987))
([478a0bd](googleapis@478a0bd))

### Features

* **cli/invoke:** Add support for direct tool invocation from CLI
([googleapis#2353](googleapis#2353))
([6e49ba4](googleapis@6e49ba4))
* **cli/skills:** Add support for generating agent skills from toolset
([googleapis#2392](googleapis#2392))
([80ef346](googleapis@80ef346))
* **cloud-logging-admin:** Add source, tools, integration test and docs
([googleapis#2137](googleapis#2137))
([252fc30](googleapis@252fc30))
* **cockroachdb:** Add CockroachDB integration with cockroach-go
([googleapis#2006](googleapis#2006))
([1fdd99a](googleapis@1fdd99a))
* **prebuiltconfigs/alloydb-omni:** Implement Alloydb omni dataplane
tools ([googleapis#2340](googleapis#2340))
([e995349](googleapis@e995349))
* **server:** Add Tool call error categories
([googleapis#2387](googleapis#2387))
([32cb4db](googleapis@32cb4db))
* **tools/looker:** support `looker-validate-project` tool
([googleapis#2430](googleapis#2430))
([a15a128](googleapis@a15a128))



### Bug Fixes

* **dataplex:** Capture GCP HTTP errors in MCP Toolbox
([googleapis#2347](googleapis#2347))
([1d7c498](googleapis@1d7c498))
* **sources/cockroachdb:** Update kind to type
([googleapis#2465](googleapis#2465))
([2d341ac](googleapis@2d341ac))
* Surface Dataplex API errors in MCP results
([googleapis#2347](https://github.com/googleapis/genai-toolbox/pull/2347))([1d7c498](https://github.com/googleapis/genai-toolbox/commit/1d7c4981164c34b4d7bc8edecfd449f57ad11e15))


---
This PR was generated with [Release
Please](https://github.com/googleapis/release-please). See
[documentation](https://github.com/googleapis/release-please#release-please).

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
dumians pushed a commit to dumians/genai-toolbox that referenced this pull request Feb 18, 2026
…tools (googleapis#2340)

Implement Dataplane tools for alloydb omni using Postgres source and
postgres tools. I also add more omni-specific tool (columnar engine).

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
dumians pushed a commit to dumians/genai-toolbox that referenced this pull request Feb 18, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.27.0](googleapis/mcp-toolbox@v0.26.0...v0.27.0)
(2026-02-12)


### ⚠ BREAKING CHANGES

* Update configuration file v2
([googleapis#2369](https://github.com/googleapis/genai-toolbox/issues/2369))([293c1d6](https://github.com/googleapis/genai-toolbox/commit/293c1d6889c39807855ba5e01d4c13ba2a4c50ce))
* Update/add detailed telemetry for mcp endpoint compliant with OTEL
semantic convention
([googleapis#1987](googleapis#1987))
([478a0bd](googleapis@478a0bd))

### Features

* **cli/invoke:** Add support for direct tool invocation from CLI
([googleapis#2353](googleapis#2353))
([6e49ba4](googleapis@6e49ba4))
* **cli/skills:** Add support for generating agent skills from toolset
([googleapis#2392](googleapis#2392))
([80ef346](googleapis@80ef346))
* **cloud-logging-admin:** Add source, tools, integration test and docs
([googleapis#2137](googleapis#2137))
([252fc30](googleapis@252fc30))
* **cockroachdb:** Add CockroachDB integration with cockroach-go
([googleapis#2006](googleapis#2006))
([1fdd99a](googleapis@1fdd99a))
* **prebuiltconfigs/alloydb-omni:** Implement Alloydb omni dataplane
tools ([googleapis#2340](googleapis#2340))
([e995349](googleapis@e995349))
* **server:** Add Tool call error categories
([googleapis#2387](googleapis#2387))
([32cb4db](googleapis@32cb4db))
* **tools/looker:** support `looker-validate-project` tool
([googleapis#2430](googleapis#2430))
([a15a128](googleapis@a15a128))



### Bug Fixes

* **dataplex:** Capture GCP HTTP errors in MCP Toolbox
([googleapis#2347](googleapis#2347))
([1d7c498](googleapis@1d7c498))
* **sources/cockroachdb:** Update kind to type
([googleapis#2465](googleapis#2465))
([2d341ac](googleapis@2d341ac))
* Surface Dataplex API errors in MCP results
([googleapis#2347](https://github.com/googleapis/genai-toolbox/pull/2347))([1d7c498](https://github.com/googleapis/genai-toolbox/commit/1d7c4981164c34b4d7bc8edecfd449f57ad11e15))


---
This PR was generated with [Release
Please](https://github.com/googleapis/release-please). See
[documentation](https://github.com/googleapis/release-please#release-please).

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
NightStack15 added a commit to NightStack15/googleapis-_-genai-toolbox that referenced this pull request Mar 20, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.27.0](googleapis/mcp-toolbox@v0.26.0...v0.27.0)
(2026-02-12)


### ⚠ BREAKING CHANGES

* Update configuration file v2
([#2369](https://github.com/googleapis/genai-toolbox/issues/2369))([293c1d6](https://github.com/googleapis/genai-toolbox/commit/293c1d6889c39807855ba5e01d4c13ba2a4c50ce))
* Update/add detailed telemetry for mcp endpoint compliant with OTEL
semantic convention
([#1987](googleapis/mcp-toolbox#1987))
([478a0bd](googleapis/mcp-toolbox@478a0bd))

### Features

* **cli/invoke:** Add support for direct tool invocation from CLI
([#2353](googleapis/mcp-toolbox#2353))
([6e49ba4](googleapis/mcp-toolbox@6e49ba4))
* **cli/skills:** Add support for generating agent skills from toolset
([#2392](googleapis/mcp-toolbox#2392))
([80ef346](googleapis/mcp-toolbox@80ef346))
* **cloud-logging-admin:** Add source, tools, integration test and docs
([#2137](googleapis/mcp-toolbox#2137))
([252fc30](googleapis/mcp-toolbox@252fc30))
* **cockroachdb:** Add CockroachDB integration with cockroach-go
([#2006](googleapis/mcp-toolbox#2006))
([1fdd99a](googleapis/mcp-toolbox@1fdd99a))
* **prebuiltconfigs/alloydb-omni:** Implement Alloydb omni dataplane
tools ([#2340](googleapis/mcp-toolbox#2340))
([e995349](googleapis/mcp-toolbox@e995349))
* **server:** Add Tool call error categories
([#2387](googleapis/mcp-toolbox#2387))
([32cb4db](googleapis/mcp-toolbox@32cb4db))
* **tools/looker:** support `looker-validate-project` tool
([#2430](googleapis/mcp-toolbox#2430))
([a15a128](googleapis/mcp-toolbox@a15a128))



### Bug Fixes

* **dataplex:** Capture GCP HTTP errors in MCP Toolbox
([#2347](googleapis/mcp-toolbox#2347))
([1d7c498](googleapis/mcp-toolbox@1d7c498))
* **sources/cockroachdb:** Update kind to type
([#2465](googleapis/mcp-toolbox#2465))
([2d341ac](googleapis/mcp-toolbox@2d341ac))
* Surface Dataplex API errors in MCP results
([#2347](https://github.com/googleapis/genai-toolbox/pull/2347))([1d7c498](https://github.com/googleapis/genai-toolbox/commit/1d7c4981164c34b4d7bc8edecfd449f57ad11e15))


---
This PR was generated with [Release
Please](https://github.com/googleapis/release-please). See
[documentation](https://github.com/googleapis/release-please#release-please).

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
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