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feat(source/alloydb)!: restructure prebuilt toolsets #2639

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feat/toolsets-alloydb
Mar 13, 2026
Merged

feat(source/alloydb)!: restructure prebuilt toolsets #2639
Yuan325 merged 12 commits intomainfrom
feat/toolsets-alloydb

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… tools tests

Description

Should include a concise description of the changes (bug or feature), it's
impact, along with a summary of the solution

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    before writing your code! That way we can discuss the change, evaluate
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  • Code coverage does not decrease (if any source code was changed)
  • Appropriate docs were updated (if necessary)
  • Make sure to add ! if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>

@averikitsch averikitsch requested review from a team as code owners March 4, 2026 23:50
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Summary of Changes

Hello, 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 AlloyDB integration by restructuring its prebuilt toolsets into more intuitive categories, making them easier to discover and use. It also expands the capabilities of AlloyDB PostgreSQL with new tools for monitoring and administrative tasks. Alongside these functional improvements, the PR introduces new integration tests to ensure the reliability of statement-based tools and adds a validation check to encourage well-organized toolsets.

Highlights

  • Refactored AlloyDB Toolsets: Prebuilt toolsets for both AlloyDB Omni and AlloyDB PostgreSQL have been reorganized into more logical categories: 'data', 'monitor', 'config', 'optimize', and a new 'admin' toolset for AlloyDB PostgreSQL.
  • Expanded AlloyDB PostgreSQL Tools: New tools for Cloud Monitoring (system and query metrics) and AlloyDB administrative operations (cluster/instance management, user creation) have been integrated into the AlloyDB PostgreSQL configuration.
  • Enhanced Toolset Validation: A new test has been introduced to warn if any toolset contains more than 10 tools, promoting better organization and usability.
  • New Integration Tests for Statement Tools: Dedicated integration tests were added for both AlloyDB Omni and AlloyDB PostgreSQL to specifically validate the functionality of statement-based tools.
  • Test Suite Improvements: The 'list_schemas' test case was re-enabled and a schema cleanup utility was removed, simplifying the 'list_stored_procedure' test setup.
Changelog
  • cmd/internal/tools_file_test.go
    • Restructured 'alloydb_omni_database_tools' into 'data', 'monitor', 'config', and 'optimize' toolsets.
    • Restructured 'alloydb_postgres_database_tools' into 'admin', 'data', 'monitor', 'optimize', and 'config' toolsets.
    • Added a new sub-test to check if toolsets exceed a recommended size of 10 tools.
  • internal/prebuiltconfigs/tools/alloydb-omni.yaml
    • Removed blank lines between tool definitions.
    • Restructured the 'alloydb_omni_database_tools' toolset into 'data', 'monitor', 'config', and 'optimize' toolsets with specific tools assigned to each.
  • internal/prebuiltconfigs/tools/alloydb-postgres.yaml
    • Added 'cloud-monitoring-source' and 'alloydb-admin-source' to sources.
    • Added new tools: 'get_system_metrics', 'list_clusters', 'create_cluster', 'create_user', 'wait_for_operation', 'get_query_metrics', 'get_instance', 'get_cluster', 'create_instance', 'list_instances'.
    • Removed blank lines between tool definitions.
    • Restructured the 'alloydb_postgres_database_tools' toolset into 'admin', 'data', 'monitor', 'optimize', and 'config' toolsets with specific tools assigned to each.
  • tests/alloydbomni/alloydb_omni_integration_test.go
    • Added a new test 'RunStatementToolsTest' to verify the functionality of several statement-based tools for AlloyDB Omni.
  • tests/alloydbpg/alloydb_pg_integration_test.go
    • Added a new test 'TestAlloyDBPgPrebuiltStatementTools' to verify the functionality of several statement-based tools for AlloyDB PostgreSQL.
  • tests/tool.go
    • Removed 'strconv' import.
    • Re-enabled and fixed the 'list_schemas' test case with owner name.
    • Removed 'cleanupOldSchemas' function.
    • Simplified schema naming in 'RunPostgresListStoredProcedureTest'.
    • Updated the 'RunPostgresListStoredProcedureTest' to check for 'CREATE PROCEDURE' instead of just 'PROCEDURE' in the definition.
    • Added 'RunStatementToolsTest' function to run tests for a map of statement tools.
Activity
  • The pull request was created by averikitsch.
  • The title indicates a feature to restructure prebuilt toolsets and add statement tools tests.
  • The description outlines a concise description of changes, impact, and solution, along with a PR checklist.
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Code Review

This pull request refactors the prebuilt toolsets for AlloyDB Omni and AlloyDB for PostgreSQL, breaking them down into smaller, more logical groups (data, monitor, config, etc.). It also adds new integration tests for statement-based tools. My review focuses on some inconsistencies and oversights introduced during this refactoring. I've identified a few tools that were unintentionally left out of the new toolsets, an inconsistency in tool grouping between the two AlloyDB configurations, and a minor redundancy in test logging. Addressing these points will improve the consistency and completeness of the changes.

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/gcbrun

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/gemini review

@averikitsch averikitsch added the release candidate Use label to signal PR should be included in the next release. label Mar 11, 2026
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Code Review

This pull request restructures the prebuilt toolsets for AlloyDB Omni and AlloyDB Postgres into smaller, more focused groups, and adds new admin and monitoring tools for AlloyDB Postgres. My review identified several critical typos in tool names within configuration files that would lead to runtime failures. I have also provided suggestions to improve test code and maintain consistent formatting in YAML files.

@averikitsch averikitsch changed the title feat(source/alloydb): restructure prebuilt toolsets and add statement… feat!(source/alloydb): restructure prebuilt toolsets Mar 11, 2026
@averikitsch averikitsch changed the title feat!(source/alloydb): restructure prebuilt toolsets feat(source/alloydb)!: restructure prebuilt toolsets Mar 11, 2026
@Yuan325 Yuan325 enabled auto-merge (squash) March 13, 2026 18:10
@Yuan325 Yuan325 merged commit 5f3f063 into main Mar 13, 2026
19 checks passed
@Yuan325 Yuan325 deleted the feat/toolsets-alloydb branch March 13, 2026 20:43
Yuan325 added a commit that referenced this pull request Mar 13, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.29.0](v0.28.0...v0.29.0)
(2026-03-13)


### ⚠ BREAKING CHANGES

* **source/alloydb:** restructure prebuilt toolsets
([#2639](#2639))
* **source/spanner:** restructure prebuilt toolsets
([#2641](#2641))
* **source/dataplex:** restructure prebuilt toolsets
([#2640](#2640))
* **source/oss-db:** restructure prebuilt toolsets
([#2638](#2638))
* **source/cloudsql:** restructure prebuilt toolsets
([#2635](#2635))
* **source/bigquery:** restructure prebuilt toolsets
([#2637](#2637))
* **source/firestore:** restructure prebuilt toolsets
([#2636](#2636))
* telemetry metrics updates as per semantic convention
([#2566](#2566))

### Features

* Add user agent to embeddings generation
([#2572](#2572))
([287251a](287251a))
* **skill:** Attach user agent metadata for generated skill
([#2697](#2697))
([9598a6a](9598a6a))
* **skills:** Add additional-notes flag to generate skills command
([#2696](#2696))
([73bf962](73bf962))
* **skill:** Update skill generation logic
([#2646](#2646))
([c233eee](c233eee))
* **source/alloydb:** Restructure prebuilt toolsets
([#2639](#2639))
([5f3f063](5f3f063))
* **source/bigquery:** Restructure prebuilt toolsets
([#2637](#2637))
([dc984ba](dc984ba))
* **sources/bigquery:** Support custom oauth header name
([#2564](#2564))
([d3baf77](d3baf77))
* **source/cloudsql:** Restructure prebuilt toolsets
([#2635](#2635))
([99613dc](99613dc))
* **source/dataplex:** Restructure prebuilt toolsets
([#2640](#2640))
([acb9a80](acb9a80))
* **source/firestore:** Restructure prebuilt toolsets
([#2636](#2636))
([22ab7b9](22ab7b9))
* **source/oss-db:** Restructure prebuilt toolsets
([#2638](#2638))
([5196c6a](5196c6a))
* **source/spanner:** Restructure prebuilt toolsets
([#2641](#2641))
([ea2b698](ea2b698))
* Telemetry metrics updates as per semantic convention
([#2566](#2566))
([131d764](131d764))
* **tools/mongodb:** Add tool annotations to MongoDB tools for improved
LLM understanding
([#2219](#2219))
([b7a5f80](b7a5f80))
* **tools/serverless-spark:** Add get_session_template tool
([#2308](#2308))
([a136e16](a136e16))
* **tools/serverless-spark:** Add list/get sessions tools
([#2576](#2576))
([a554298](a554298))


### Bug Fixes

* Improve list locks integration test for postgres
([#2279](#2279))
([d9ebe5d](d9ebe5d))
* **mcp:** Guard nil SSE session lookup and return 400 for missing
session
([#2681](#2681))
([f66189f](f66189f))
* **oracle:** Update oracle-execute-sql tool interface to match source
signature
([#2627](#2627))
([81699a3](81699a3))
* Return AllParams for GetParameter() for tools with
templateParameter([#2734](#2734))
([bfd7ba6](bfd7ba6))
* **server/mcp:** Scope defer span.End inside loop iteration
([#2558](#2558))
([c88a62d](c88a62d)),
closes [#2549](#2549)
* **skill:** Fix env variable propagation
([#2645](#2645))
([5271368](5271368))
* **sources/looker:** Looker and looker-dev prebuilt tools should share
one source definition.
([#2620](#2620))
([df7f2fd](df7f2fd))
* **telemetry:** Histogram buckets from OTel standard to MCP standards
([#2729](#2729))
([87cd4a0](87cd4a0))
* **ui:** Remove module from script
([#2703](#2703))
([6943ab6](6943ab6))
* Update toolset attributes naming
([#2554](#2554))
([3d6ae4e](3d6ae4e))

---
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 Mar 13, 2026
🤖 I have created a release *beep* *boop*
---

##
[0.29.0](v0.28.0...v0.29.0)
(2026-03-13)

### ⚠ BREAKING CHANGES

* **source/alloydb:** restructure prebuilt toolsets
([#2639](#2639))
* **source/spanner:** restructure prebuilt toolsets
([#2641](#2641))
* **source/dataplex:** restructure prebuilt toolsets
([#2640](#2640))
* **source/oss-db:** restructure prebuilt toolsets
([#2638](#2638))
* **source/cloudsql:** restructure prebuilt toolsets
([#2635](#2635))
* **source/bigquery:** restructure prebuilt toolsets
([#2637](#2637))
* **source/firestore:** restructure prebuilt toolsets
([#2636](#2636))
* telemetry metrics updates as per semantic convention
([#2566](#2566))

### Features

* Add user agent to embeddings generation
([#2572](#2572))
([287251a](287251a))
* **skill:** Attach user agent metadata for generated skill
([#2697](#2697))
([9598a6a](9598a6a))
* **skills:** Add additional-notes flag to generate skills command
([#2696](#2696))
([73bf962](73bf962))
* **skill:** Update skill generation logic
([#2646](#2646))
([c233eee](c233eee))
* **source/alloydb:** Restructure prebuilt toolsets
([#2639](#2639))
([5f3f063](5f3f063))
* **source/bigquery:** Restructure prebuilt toolsets
([#2637](#2637))
([dc984ba](dc984ba))
* **sources/bigquery:** Support custom oauth header name
([#2564](#2564))
([d3baf77](d3baf77))
* **source/cloudsql:** Restructure prebuilt toolsets
([#2635](#2635))
([99613dc](99613dc))
* **source/dataplex:** Restructure prebuilt toolsets
([#2640](#2640))
([acb9a80](acb9a80))
* **source/firestore:** Restructure prebuilt toolsets
([#2636](#2636))
([22ab7b9](22ab7b9))
* **source/oss-db:** Restructure prebuilt toolsets
([#2638](#2638))
([5196c6a](5196c6a))
* **source/spanner:** Restructure prebuilt toolsets
([#2641](#2641))
([ea2b698](ea2b698))
* Telemetry metrics updates as per semantic convention
([#2566](#2566))
([131d764](131d764))
* **tools/mongodb:** Add tool annotations to MongoDB tools for improved
LLM understanding
([#2219](#2219))
([b7a5f80](b7a5f80))
* **tools/serverless-spark:** Add get_session_template tool
([#2308](#2308))
([a136e16](a136e16))
* **tools/serverless-spark:** Add list/get sessions tools
([#2576](#2576))
([a554298](a554298))

### Bug Fixes

* Improve list locks integration test for postgres
([#2279](#2279))
([d9ebe5d](d9ebe5d))
* **mcp:** Guard nil SSE session lookup and return 400 for missing
session
([#2681](#2681))
([f66189f](f66189f))
* **oracle:** Update oracle-execute-sql tool interface to match source
signature
([#2627](#2627))
([81699a3](81699a3))
* Return AllParams for GetParameter() for tools with
templateParameter([#2734](#2734))
([bfd7ba6](bfd7ba6))
* **server/mcp:** Scope defer span.End inside loop iteration
([#2558](#2558))
([c88a62d](c88a62d)),
closes [#2549](#2549)
* **skill:** Fix env variable propagation
([#2645](#2645))
([5271368](5271368))
* **sources/looker:** Looker and looker-dev prebuilt tools should share
one source definition.
([#2620](#2620))
([df7f2fd](df7f2fd))
* **telemetry:** Histogram buckets from OTel standard to MCP standards
([#2729](#2729))
([87cd4a0](87cd4a0))
* **ui:** Remove module from script
([#2703](#2703))
([6943ab6](6943ab6))
* Update toolset attributes naming
([#2554](#2554))
([3d6ae4e](3d6ae4e))

---
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> 39832a0
github-actions bot pushed a commit to renovate-bot/googleapis-_-genai-toolbox that referenced this pull request Mar 13, 2026
🤖 I have created a release *beep* *boop*
---

##
[0.29.0](googleapis/mcp-toolbox@v0.28.0...v0.29.0)
(2026-03-13)

### ⚠ BREAKING CHANGES

* **source/alloydb:** restructure prebuilt toolsets
([googleapis#2639](googleapis#2639))
* **source/spanner:** restructure prebuilt toolsets
([googleapis#2641](googleapis#2641))
* **source/dataplex:** restructure prebuilt toolsets
([googleapis#2640](googleapis#2640))
* **source/oss-db:** restructure prebuilt toolsets
([googleapis#2638](googleapis#2638))
* **source/cloudsql:** restructure prebuilt toolsets
([googleapis#2635](googleapis#2635))
* **source/bigquery:** restructure prebuilt toolsets
([googleapis#2637](googleapis#2637))
* **source/firestore:** restructure prebuilt toolsets
([googleapis#2636](googleapis#2636))
* telemetry metrics updates as per semantic convention
([googleapis#2566](googleapis#2566))

### Features

* Add user agent to embeddings generation
([googleapis#2572](googleapis#2572))
([287251a](googleapis@287251a))
* **skill:** Attach user agent metadata for generated skill
([googleapis#2697](googleapis#2697))
([9598a6a](googleapis@9598a6a))
* **skills:** Add additional-notes flag to generate skills command
([googleapis#2696](googleapis#2696))
([73bf962](googleapis@73bf962))
* **skill:** Update skill generation logic
([googleapis#2646](googleapis#2646))
([c233eee](googleapis@c233eee))
* **source/alloydb:** Restructure prebuilt toolsets
([googleapis#2639](googleapis#2639))
([5f3f063](googleapis@5f3f063))
* **source/bigquery:** Restructure prebuilt toolsets
([googleapis#2637](googleapis#2637))
([dc984ba](googleapis@dc984ba))
* **sources/bigquery:** Support custom oauth header name
([googleapis#2564](googleapis#2564))
([d3baf77](googleapis@d3baf77))
* **source/cloudsql:** Restructure prebuilt toolsets
([googleapis#2635](googleapis#2635))
([99613dc](googleapis@99613dc))
* **source/dataplex:** Restructure prebuilt toolsets
([googleapis#2640](googleapis#2640))
([acb9a80](googleapis@acb9a80))
* **source/firestore:** Restructure prebuilt toolsets
([googleapis#2636](googleapis#2636))
([22ab7b9](googleapis@22ab7b9))
* **source/oss-db:** Restructure prebuilt toolsets
([googleapis#2638](googleapis#2638))
([5196c6a](googleapis@5196c6a))
* **source/spanner:** Restructure prebuilt toolsets
([googleapis#2641](googleapis#2641))
([ea2b698](googleapis@ea2b698))
* Telemetry metrics updates as per semantic convention
([googleapis#2566](googleapis#2566))
([131d764](googleapis@131d764))
* **tools/mongodb:** Add tool annotations to MongoDB tools for improved
LLM understanding
([googleapis#2219](googleapis#2219))
([b7a5f80](googleapis@b7a5f80))
* **tools/serverless-spark:** Add get_session_template tool
([googleapis#2308](googleapis#2308))
([a136e16](googleapis@a136e16))
* **tools/serverless-spark:** Add list/get sessions tools
([googleapis#2576](googleapis#2576))
([a554298](googleapis@a554298))

### Bug Fixes

* Improve list locks integration test for postgres
([googleapis#2279](googleapis#2279))
([d9ebe5d](googleapis@d9ebe5d))
* **mcp:** Guard nil SSE session lookup and return 400 for missing
session
([googleapis#2681](googleapis#2681))
([f66189f](googleapis@f66189f))
* **oracle:** Update oracle-execute-sql tool interface to match source
signature
([googleapis#2627](googleapis#2627))
([81699a3](googleapis@81699a3))
* Return AllParams for GetParameter() for tools with
templateParameter([googleapis#2734](googleapis#2734))
([bfd7ba6](googleapis@bfd7ba6))
* **server/mcp:** Scope defer span.End inside loop iteration
([googleapis#2558](googleapis#2558))
([c88a62d](googleapis@c88a62d)),
closes [googleapis#2549](googleapis#2549)
* **skill:** Fix env variable propagation
([googleapis#2645](googleapis#2645))
([5271368](googleapis@5271368))
* **sources/looker:** Looker and looker-dev prebuilt tools should share
one source definition.
([googleapis#2620](googleapis#2620))
([df7f2fd](googleapis@df7f2fd))
* **telemetry:** Histogram buckets from OTel standard to MCP standards
([googleapis#2729](googleapis#2729))
([87cd4a0](googleapis@87cd4a0))
* **ui:** Remove module from script
([googleapis#2703](googleapis#2703))
([6943ab6](googleapis@6943ab6))
* Update toolset attributes naming
([googleapis#2554](googleapis#2554))
([3d6ae4e](googleapis@3d6ae4e))

---
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> 39832a0
github-actions bot pushed a commit to Jaleel-zhu/genai-toolbox that referenced this pull request Mar 13, 2026
🤖 I have created a release *beep* *boop*
---

##
[0.29.0](googleapis/mcp-toolbox@v0.28.0...v0.29.0)
(2026-03-13)

### ⚠ BREAKING CHANGES

* **source/alloydb:** restructure prebuilt toolsets
([googleapis#2639](googleapis#2639))
* **source/spanner:** restructure prebuilt toolsets
([googleapis#2641](googleapis#2641))
* **source/dataplex:** restructure prebuilt toolsets
([googleapis#2640](googleapis#2640))
* **source/oss-db:** restructure prebuilt toolsets
([googleapis#2638](googleapis#2638))
* **source/cloudsql:** restructure prebuilt toolsets
([googleapis#2635](googleapis#2635))
* **source/bigquery:** restructure prebuilt toolsets
([googleapis#2637](googleapis#2637))
* **source/firestore:** restructure prebuilt toolsets
([googleapis#2636](googleapis#2636))
* telemetry metrics updates as per semantic convention
([googleapis#2566](googleapis#2566))

### Features

* Add user agent to embeddings generation
([googleapis#2572](googleapis#2572))
([287251a](googleapis@287251a))
* **skill:** Attach user agent metadata for generated skill
([googleapis#2697](googleapis#2697))
([9598a6a](googleapis@9598a6a))
* **skills:** Add additional-notes flag to generate skills command
([googleapis#2696](googleapis#2696))
([73bf962](googleapis@73bf962))
* **skill:** Update skill generation logic
([googleapis#2646](googleapis#2646))
([c233eee](googleapis@c233eee))
* **source/alloydb:** Restructure prebuilt toolsets
([googleapis#2639](googleapis#2639))
([5f3f063](googleapis@5f3f063))
* **source/bigquery:** Restructure prebuilt toolsets
([googleapis#2637](googleapis#2637))
([dc984ba](googleapis@dc984ba))
* **sources/bigquery:** Support custom oauth header name
([googleapis#2564](googleapis#2564))
([d3baf77](googleapis@d3baf77))
* **source/cloudsql:** Restructure prebuilt toolsets
([googleapis#2635](googleapis#2635))
([99613dc](googleapis@99613dc))
* **source/dataplex:** Restructure prebuilt toolsets
([googleapis#2640](googleapis#2640))
([acb9a80](googleapis@acb9a80))
* **source/firestore:** Restructure prebuilt toolsets
([googleapis#2636](googleapis#2636))
([22ab7b9](googleapis@22ab7b9))
* **source/oss-db:** Restructure prebuilt toolsets
([googleapis#2638](googleapis#2638))
([5196c6a](googleapis@5196c6a))
* **source/spanner:** Restructure prebuilt toolsets
([googleapis#2641](googleapis#2641))
([ea2b698](googleapis@ea2b698))
* Telemetry metrics updates as per semantic convention
([googleapis#2566](googleapis#2566))
([131d764](googleapis@131d764))
* **tools/mongodb:** Add tool annotations to MongoDB tools for improved
LLM understanding
([googleapis#2219](googleapis#2219))
([b7a5f80](googleapis@b7a5f80))
* **tools/serverless-spark:** Add get_session_template tool
([googleapis#2308](googleapis#2308))
([a136e16](googleapis@a136e16))
* **tools/serverless-spark:** Add list/get sessions tools
([googleapis#2576](googleapis#2576))
([a554298](googleapis@a554298))

### Bug Fixes

* Improve list locks integration test for postgres
([googleapis#2279](googleapis#2279))
([d9ebe5d](googleapis@d9ebe5d))
* **mcp:** Guard nil SSE session lookup and return 400 for missing
session
([googleapis#2681](googleapis#2681))
([f66189f](googleapis@f66189f))
* **oracle:** Update oracle-execute-sql tool interface to match source
signature
([googleapis#2627](googleapis#2627))
([81699a3](googleapis@81699a3))
* Return AllParams for GetParameter() for tools with
templateParameter([googleapis#2734](googleapis#2734))
([bfd7ba6](googleapis@bfd7ba6))
* **server/mcp:** Scope defer span.End inside loop iteration
([googleapis#2558](googleapis#2558))
([c88a62d](googleapis@c88a62d)),
closes [googleapis#2549](googleapis#2549)
* **skill:** Fix env variable propagation
([googleapis#2645](googleapis#2645))
([5271368](googleapis@5271368))
* **sources/looker:** Looker and looker-dev prebuilt tools should share
one source definition.
([googleapis#2620](googleapis#2620))
([df7f2fd](googleapis@df7f2fd))
* **telemetry:** Histogram buckets from OTel standard to MCP standards
([googleapis#2729](googleapis#2729))
([87cd4a0](googleapis@87cd4a0))
* **ui:** Remove module from script
([googleapis#2703](googleapis#2703))
([6943ab6](googleapis@6943ab6))
* Update toolset attributes naming
([googleapis#2554](googleapis#2554))
([3d6ae4e](googleapis@3d6ae4e))

---
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> 39832a0
NightStack15 added a commit to NightStack15/googleapis-_-genai-toolbox that referenced this pull request Mar 20, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.29.0](googleapis/mcp-toolbox@v0.28.0...v0.29.0)
(2026-03-13)


### ⚠ BREAKING CHANGES

* **source/alloydb:** restructure prebuilt toolsets
([#2639](googleapis/mcp-toolbox#2639))
* **source/spanner:** restructure prebuilt toolsets
([#2641](googleapis/mcp-toolbox#2641))
* **source/dataplex:** restructure prebuilt toolsets
([#2640](googleapis/mcp-toolbox#2640))
* **source/oss-db:** restructure prebuilt toolsets
([#2638](googleapis/mcp-toolbox#2638))
* **source/cloudsql:** restructure prebuilt toolsets
([#2635](googleapis/mcp-toolbox#2635))
* **source/bigquery:** restructure prebuilt toolsets
([#2637](googleapis/mcp-toolbox#2637))
* **source/firestore:** restructure prebuilt toolsets
([#2636](googleapis/mcp-toolbox#2636))
* telemetry metrics updates as per semantic convention
([#2566](googleapis/mcp-toolbox#2566))

### Features

* Add user agent to embeddings generation
([#2572](googleapis/mcp-toolbox#2572))
([287251a](googleapis/mcp-toolbox@287251a))
* **skill:** Attach user agent metadata for generated skill
([#2697](googleapis/mcp-toolbox#2697))
([9598a6a](googleapis/mcp-toolbox@9598a6a))
* **skills:** Add additional-notes flag to generate skills command
([#2696](googleapis/mcp-toolbox#2696))
([73bf962](googleapis/mcp-toolbox@73bf962))
* **skill:** Update skill generation logic
([#2646](googleapis/mcp-toolbox#2646))
([c233eee](googleapis/mcp-toolbox@c233eee))
* **source/alloydb:** Restructure prebuilt toolsets
([#2639](googleapis/mcp-toolbox#2639))
([5f3f063](googleapis/mcp-toolbox@5f3f063))
* **source/bigquery:** Restructure prebuilt toolsets
([#2637](googleapis/mcp-toolbox#2637))
([dc984ba](googleapis/mcp-toolbox@dc984ba))
* **sources/bigquery:** Support custom oauth header name
([#2564](googleapis/mcp-toolbox#2564))
([d3baf77](googleapis/mcp-toolbox@d3baf77))
* **source/cloudsql:** Restructure prebuilt toolsets
([#2635](googleapis/mcp-toolbox#2635))
([99613dc](googleapis/mcp-toolbox@99613dc))
* **source/dataplex:** Restructure prebuilt toolsets
([#2640](googleapis/mcp-toolbox#2640))
([acb9a80](googleapis/mcp-toolbox@acb9a80))
* **source/firestore:** Restructure prebuilt toolsets
([#2636](googleapis/mcp-toolbox#2636))
([22ab7b9](googleapis/mcp-toolbox@22ab7b9))
* **source/oss-db:** Restructure prebuilt toolsets
([#2638](googleapis/mcp-toolbox#2638))
([5196c6a](googleapis/mcp-toolbox@5196c6a))
* **source/spanner:** Restructure prebuilt toolsets
([#2641](googleapis/mcp-toolbox#2641))
([ea2b698](googleapis/mcp-toolbox@ea2b698))
* Telemetry metrics updates as per semantic convention
([#2566](googleapis/mcp-toolbox#2566))
([131d764](googleapis/mcp-toolbox@131d764))
* **tools/mongodb:** Add tool annotations to MongoDB tools for improved
LLM understanding
([#2219](googleapis/mcp-toolbox#2219))
([b7a5f80](googleapis/mcp-toolbox@b7a5f80))
* **tools/serverless-spark:** Add get_session_template tool
([#2308](googleapis/mcp-toolbox#2308))
([a136e16](googleapis/mcp-toolbox@a136e16))
* **tools/serverless-spark:** Add list/get sessions tools
([#2576](googleapis/mcp-toolbox#2576))
([a554298](googleapis/mcp-toolbox@a554298))


### Bug Fixes

* Improve list locks integration test for postgres
([#2279](googleapis/mcp-toolbox#2279))
([d9ebe5d](googleapis/mcp-toolbox@d9ebe5d))
* **mcp:** Guard nil SSE session lookup and return 400 for missing
session
([#2681](googleapis/mcp-toolbox#2681))
([f66189f](googleapis/mcp-toolbox@f66189f))
* **oracle:** Update oracle-execute-sql tool interface to match source
signature
([#2627](googleapis/mcp-toolbox#2627))
([81699a3](googleapis/mcp-toolbox@81699a3))
* Return AllParams for GetParameter() for tools with
templateParameter([#2734](googleapis/mcp-toolbox#2734))
([bfd7ba6](googleapis/mcp-toolbox@bfd7ba6))
* **server/mcp:** Scope defer span.End inside loop iteration
([#2558](googleapis/mcp-toolbox#2558))
([c88a62d](googleapis/mcp-toolbox@c88a62d)),
closes [#2549](googleapis/mcp-toolbox#2549)
* **skill:** Fix env variable propagation
([#2645](googleapis/mcp-toolbox#2645))
([5271368](googleapis/mcp-toolbox@5271368))
* **sources/looker:** Looker and looker-dev prebuilt tools should share
one source definition.
([#2620](googleapis/mcp-toolbox#2620))
([df7f2fd](googleapis/mcp-toolbox@df7f2fd))
* **telemetry:** Histogram buckets from OTel standard to MCP standards
([#2729](googleapis/mcp-toolbox#2729))
([87cd4a0](googleapis/mcp-toolbox@87cd4a0))
* **ui:** Remove module from script
([#2703](googleapis/mcp-toolbox#2703))
([6943ab6](googleapis/mcp-toolbox@6943ab6))
* Update toolset attributes naming
([#2554](googleapis/mcp-toolbox#2554))
([3d6ae4e](googleapis/mcp-toolbox@3d6ae4e))

---
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>
NirajNandre pushed a commit to NirajNandre/genai-toolbox-fork that referenced this pull request Mar 24, 2026
… tools tests

## Description

> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [ ] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [ ] Ensure the tests and linter pass
- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)
- [ ] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
NirajNandre pushed a commit to NirajNandre/genai-toolbox-fork that referenced this pull request Mar 24, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.29.0](googleapis/mcp-toolbox@v0.28.0...v0.29.0)
(2026-03-13)


### ⚠ BREAKING CHANGES

* **source/alloydb:** restructure prebuilt toolsets
([googleapis#2639](googleapis#2639))
* **source/spanner:** restructure prebuilt toolsets
([googleapis#2641](googleapis#2641))
* **source/dataplex:** restructure prebuilt toolsets
([googleapis#2640](googleapis#2640))
* **source/oss-db:** restructure prebuilt toolsets
([googleapis#2638](googleapis#2638))
* **source/cloudsql:** restructure prebuilt toolsets
([googleapis#2635](googleapis#2635))
* **source/bigquery:** restructure prebuilt toolsets
([googleapis#2637](googleapis#2637))
* **source/firestore:** restructure prebuilt toolsets
([googleapis#2636](googleapis#2636))
* telemetry metrics updates as per semantic convention
([googleapis#2566](googleapis#2566))

### Features

* Add user agent to embeddings generation
([googleapis#2572](googleapis#2572))
([287251a](googleapis@287251a))
* **skill:** Attach user agent metadata for generated skill
([googleapis#2697](googleapis#2697))
([9598a6a](googleapis@9598a6a))
* **skills:** Add additional-notes flag to generate skills command
([googleapis#2696](googleapis#2696))
([73bf962](googleapis@73bf962))
* **skill:** Update skill generation logic
([googleapis#2646](googleapis#2646))
([c233eee](googleapis@c233eee))
* **source/alloydb:** Restructure prebuilt toolsets
([googleapis#2639](googleapis#2639))
([5f3f063](googleapis@5f3f063))
* **source/bigquery:** Restructure prebuilt toolsets
([googleapis#2637](googleapis#2637))
([dc984ba](googleapis@dc984ba))
* **sources/bigquery:** Support custom oauth header name
([googleapis#2564](googleapis#2564))
([d3baf77](googleapis@d3baf77))
* **source/cloudsql:** Restructure prebuilt toolsets
([googleapis#2635](googleapis#2635))
([99613dc](googleapis@99613dc))
* **source/dataplex:** Restructure prebuilt toolsets
([googleapis#2640](googleapis#2640))
([acb9a80](googleapis@acb9a80))
* **source/firestore:** Restructure prebuilt toolsets
([googleapis#2636](googleapis#2636))
([22ab7b9](googleapis@22ab7b9))
* **source/oss-db:** Restructure prebuilt toolsets
([googleapis#2638](googleapis#2638))
([5196c6a](googleapis@5196c6a))
* **source/spanner:** Restructure prebuilt toolsets
([googleapis#2641](googleapis#2641))
([ea2b698](googleapis@ea2b698))
* Telemetry metrics updates as per semantic convention
([googleapis#2566](googleapis#2566))
([131d764](googleapis@131d764))
* **tools/mongodb:** Add tool annotations to MongoDB tools for improved
LLM understanding
([googleapis#2219](googleapis#2219))
([b7a5f80](googleapis@b7a5f80))
* **tools/serverless-spark:** Add get_session_template tool
([googleapis#2308](googleapis#2308))
([a136e16](googleapis@a136e16))
* **tools/serverless-spark:** Add list/get sessions tools
([googleapis#2576](googleapis#2576))
([a554298](googleapis@a554298))


### Bug Fixes

* Improve list locks integration test for postgres
([googleapis#2279](googleapis#2279))
([d9ebe5d](googleapis@d9ebe5d))
* **mcp:** Guard nil SSE session lookup and return 400 for missing
session
([googleapis#2681](googleapis#2681))
([f66189f](googleapis@f66189f))
* **oracle:** Update oracle-execute-sql tool interface to match source
signature
([googleapis#2627](googleapis#2627))
([81699a3](googleapis@81699a3))
* Return AllParams for GetParameter() for tools with
templateParameter([googleapis#2734](googleapis#2734))
([bfd7ba6](googleapis@bfd7ba6))
* **server/mcp:** Scope defer span.End inside loop iteration
([googleapis#2558](googleapis#2558))
([c88a62d](googleapis@c88a62d)),
closes [googleapis#2549](googleapis#2549)
* **skill:** Fix env variable propagation
([googleapis#2645](googleapis#2645))
([5271368](googleapis@5271368))
* **sources/looker:** Looker and looker-dev prebuilt tools should share
one source definition.
([googleapis#2620](googleapis#2620))
([df7f2fd](googleapis@df7f2fd))
* **telemetry:** Histogram buckets from OTel standard to MCP standards
([googleapis#2729](googleapis#2729))
([87cd4a0](googleapis@87cd4a0))
* **ui:** Remove module from script
([googleapis#2703](googleapis#2703))
([6943ab6](googleapis@6943ab6))
* Update toolset attributes naming
([googleapis#2554](googleapis#2554))
([3d6ae4e](googleapis@3d6ae4e))

---
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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