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feat: add user agent to embeddings generation#2572

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Yuan325 merged 12 commits intomainfrom
embedding-ua
Mar 12, 2026
Merged

feat: add user agent to embeddings generation#2572
Yuan325 merged 12 commits intomainfrom
embedding-ua

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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
  • Make sure to open an issue as a
    bug/issue
    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>

@averikitsch averikitsch requested a review from a team as a code owner February 26, 2026 20:32
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Summary of Changes

Hello @averikitsch, 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 introduces a new feature to automatically include a user agent string in HTTP requests made by the Gemini embedding model. This enhancement improves the traceability and observability of API calls by providing client-side identification, which can be crucial for monitoring and debugging purposes.

Highlights

  • User Agent Integration: Implemented the retrieval of a user agent string from the context and configured it as an HTTP header for requests made by the Gemini embedding model client.
  • Enhanced Observability: This change allows for better identification and tracking of requests originating from the embedding model, aiding in debugging and analytics.
  • Test Coverage: Added new unit tests to ensure the correct behavior of the Initialize method, specifically verifying user agent handling and error scenarios.
Changelog
  • internal/embeddingmodels/gemini/gemini.go
    • Imported the net/http package.
    • Retrieved the user agent string from the context using util.UserAgentFromContext.
    • Configured the User-Agent HTTP header in the genai.HTTPOptions for the Gemini client.
  • internal/embeddingmodels/gemini/gemini_test.go
    • Added TestInitialize function to test the Initialize method.
    • Included a sub-test to verify that Initialize fails when no user agent is present in the context.
    • Included a sub-test to verify that Initialize succeeds when a user agent is present in the context.
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@averikitsch averikitsch marked this pull request as draft February 26, 2026 20:33
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Code Review

This pull request adds the user agent to the Gemini embedding model initialization. The changes look good and are accompanied by tests. I have a couple of suggestions to improve error handling and make the tests more robust.

averikitsch and others added 3 commits February 26, 2026 12:55
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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/gemini review

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Code Review

This pull request adds a User-Agent header to requests made by the Gemini embedding model client. The change correctly retrieves the user agent from the context and adds it to the HTTP options. My feedback focuses on improving the error handling by properly wrapping the error when the user agent cannot be retrieved from the context, which is a best practice for error management in Go.

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
@averikitsch averikitsch marked this pull request as ready for review March 3, 2026 22:55
@averikitsch averikitsch added the release candidate Use label to signal PR should be included in the next release. label Mar 9, 2026
@Yuan325 Yuan325 enabled auto-merge (squash) March 12, 2026 21:44
@Yuan325 Yuan325 merged commit 287251a into main Mar 12, 2026
19 checks passed
@Yuan325 Yuan325 deleted the embedding-ua branch March 12, 2026 21:53
dumians pushed a commit to dumians/genai-toolbox that referenced this pull request Mar 12, 2026
## 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: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
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
## 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: gemini-code-assist[bot] <176961590+gemini-code-assist[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
🤖 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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