feat(tools/serverlessspark): Adding get_session_template tool to serverlessspark by vinodhinic · Pull Request #2308 · googleapis/mcp-toolbox

vinodhinic · 2026-01-14T09:09:14Z

Description

Adding get_session_template tool to Serverless spark

🛠️ Part of #2405

…s add other serverless-spark clients.

…figs.

gemini-code-assist · 2026-01-14T09:09:41Z

Summary of Changes

Hello @vinodhinic, 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 expands the Serverless Spark toolset by introducing a new get_session_template tool. This enhancement provides the capability to fetch and display details about Dataproc Serverless session templates. The changes involve setting up the necessary client-side infrastructure to communicate with the Dataproc Session Template API, defining the tool's configuration, and integrating it into the existing tool framework.

Highlights

New Tool: get_session_template: Introduced a new tool named get_session_template for Serverless Spark, allowing retrieval of session template details.
Dataproc Session Template Client Integration: Integrated the dataproc.SessionTemplateControllerClient into the Serverless Spark source, enabling interaction with Dataproc session templates.
Tool Configuration and Registration: The new tool is registered in the main application, configured via serverless-spark.yaml, and recognized in prebuilt tool configurations.
Session Template URL Utilities: Added utility functions to parse session template resource names and generate corresponding Google Cloud Console URLs.
Integration Test Setup Updates: Modified the Serverless Spark integration tests to accommodate the new SessionTemplateControllerClient and include the get-session-template tool in the test suite.

🧠 New Feature in Public Preview: You can now enable Memory to help Gemini Code Assist learn from your team's feedback. This makes future code reviews more consistent and personalized to your project's style. Click here to enable Memory in your admin console.

Using Gemini Code Assist

The full guide for Gemini Code Assist can be found on our documentation page, here are some quick tips.

Invoking Gemini

You can request assistance from Gemini at any point by creating a comment using either /gemini <command> or @gemini-code-assist <command>. Below is a summary of the supported commands on the current page.

Feature	Command	Description
Code Review	`/gemini review`	Performs a code review for the current pull request in its current state.
Pull Request Summary	`/gemini summary`	Provides a summary of the current pull request in its current state.
Comment	@gemini-code-assist	Responds in comments when explicitly tagged, both in pull request comments and review comments.
Help	`/gemini help`	Displays a list of available commands.

Customization

To customize Gemini Code Assist for GitHub experience, repository maintainers can create a configuration file and/or provide a custom code review style guide (such as PEP-8 for Python) by creating and adding files to a .gemini/ folder in the base of the repository. Detailed instructions can be found here.

Limitations & Feedback

Gemini Code Assist may make mistakes. Please leave feedback on any instances where its feedback is incorrect or counter productive. You can react with 👍 and 👎 on @gemini-code-assist comments. If you're interested in giving your feedback about your experience with Gemini Code Assist for Github and other Google products, sign up here.

You can also get AI-powered code generation, chat, as well as code reviews directly in the IDE at no cost with the Gemini Code Assist IDE Extension.

Review the Privacy Notices, Generative AI Prohibited Use Policy, Terms of Service, and learn how to configure Gemini Code Assist in GitHub here. Gemini can make mistakes, so double check it and use code with caution. ↩

gemini-code-assist

Code Review

This pull request adds a new get_session_template tool to the serverless spark toolset. The changes include creating the new tool, updating the serverlessspark source to support session templates by adding a SessionTemplateControllerClient, and adding corresponding URL helper functions and tests. The implementation is mostly sound, but I've identified a few issues: a potential resource leak in the Close method, a misleading variable name in a new function, and a critical configuration error in the integration tests that will likely cause them to fail. My detailed comments are below.

vinodhinic · 2026-01-14T09:29:17Z

@duwenxin99 Can you please help the integration tests using /gcbrun?

duwenxin99

Could you add docs for the new tool? Thanks!

duwenxin99 · 2026-03-10T21:05:24Z

/gcbrun

duwenxin99 · 2026-03-10T21:47:13Z

/gcbrun

github-actions · 2026-03-10T22:43:08Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-2308/

… to serverlessspark (googleapis#2308) ## Description Adding get_session_template tool to Serverless spark 🛠️ Part of googleapis#2405 --------- Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com> a136e16

…erlessspark (googleapis#2308) ## Description Adding get_session_template tool to Serverless spark 🛠️ Part of googleapis#2405 --------- Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>

🤖 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>

🤖 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

🤖 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

🤖 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>

…erlessspark (googleapis#2308) ## Description Adding get_session_template tool to Serverless spark 🛠️ Part of googleapis#2405 --------- Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>

🤖 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>

vinodhinic added 10 commits January 14, 2026 04:53

Renaming client variable from Client to BatchClient - this will let u…

096969b

…s add other serverless-spark clients.

Adding SessionTemplateClient to Serverless Spark source

36624f6

Fixing build issue

2e19946

Fixing build issue

4a43410

Adding new tool : serverlesssparkgetsessiontemplate

1d00dde

Renaming client to batch client in serverless spark tests

1b233a6

Moving the GetSessionTemplate invocation into source.

4e55ff3

Adding get_session_template tool for Serverless Spark to prebuilt con…

f8ed209

…figs.

Adding support for console URL for Session Templates in Serverless Spark

382273d

Adding minimal tests for GetSessionTemplate tool in serverlessspark.

ef721ad

vinodhinic requested a review from a team January 14, 2026 09:09

blunderbuss-gcf Bot assigned duwenxin99 Jan 14, 2026

Fixing license header.

22b1564

gemini-code-assist Bot reviewed Jan 14, 2026

View reviewed changes

Comment thread tests/serverlessspark/serverless_spark_integration_test.go

Comment thread internal/sources/serverlessspark/url.go Outdated

vinodhinic changed the title ~~Adding get_session_template tool to serverlessspark~~ feat: Adding get_session_template tool to serverlessspark Jan 14, 2026

Gemini suggestions - Fixing copy paste mistakes.

6393e62

vinodhinic closed this Jan 14, 2026

vinodhinic reopened this Jan 14, 2026

dborowitz requested a review from duwenxin99 January 14, 2026 18:14

dborowitz reviewed Jan 14, 2026

View reviewed changes

Comment thread internal/sources/serverlessspark/serverlessspark.go Outdated

duwenxin99 requested changes Jan 14, 2026

View reviewed changes

Comment thread tests/serverlessspark/serverless_spark_integration_test.go

duwenxin99 changed the title ~~feat: Adding get_session_template tool to serverlessspark~~ feat(serverlessspark): Adding get_session_template tool to serverlessspark Jan 14, 2026

duwenxin99 changed the title ~~feat(serverlessspark): Adding get_session_template tool to serverlessspark~~ feat(tools/serverlessspark): Adding get_session_template tool to serverlessspark Jan 14, 2026

Merge remote-tracking branch 'upstream/main'

9648122

vinodhinic requested a review from a team as a code owner March 6, 2026 06:14

vinodhinic added 3 commits March 6, 2026 06:19

Fixing bug after wrong merge conflict resolution.

2c80604

Fixing issues after merge conflict.

65a5fac

Updating as per the recent refactoring done at upstream for root.go

d9c5462

duwenxin99 added the tests: run Label to trigger Github Action tests. label Mar 10, 2026

dborowitz approved these changes Mar 10, 2026

View reviewed changes

duwenxin99 approved these changes Mar 10, 2026

View reviewed changes

Merge branch 'main' into main

d015dfc

duwenxin99 removed the tests: run Label to trigger Github Action tests. label Mar 10, 2026

duwenxin99 added the tests: run Label to trigger Github Action tests. label Mar 10, 2026

duwenxin99 enabled auto-merge (squash) March 10, 2026 21:06

Fixing documentation links after latest upstream pull.

e01714f

auto-merge was automatically disabled March 10, 2026 21:35
Head branch was pushed to by a user without write access

Merge branch 'main' into main

e645074

duwenxin99 added tests: run Label to trigger Github Action tests. and removed tests: run Label to trigger Github Action tests. labels Mar 10, 2026

Merge branch 'main' into main

489bcc3

duwenxin99 merged commit a136e16 into googleapis:main Mar 10, 2026
21 checks passed

release-please Bot mentioned this pull request Mar 10, 2026

chore(main): release 0.29.0 #2608

Merged

BrewTestBot mentioned this pull request Mar 13, 2026

mcp-toolbox 0.29.0 Homebrew/homebrew-core#272217

Merged

Provide feedback

Saved searches

Use saved searches to filter your results more quickly

feat(tools/serverlessspark): Adding get_session_template tool to serverlessspark #2308

feat(tools/serverlessspark): Adding get_session_template tool to serverlessspark #2308
duwenxin99 merged 30 commits into
googleapis:mainfrom
vinodhinic:main

vinodhinic commented Jan 14, 2026 •

edited

Loading

Uh oh!

gemini-code-assist Bot commented Jan 14, 2026

Uh oh!

gemini-code-assist Bot left a comment

Uh oh!

Uh oh!

Uh oh!

vinodhinic commented Jan 14, 2026

Uh oh!

Uh oh!

duwenxin99 left a comment

Uh oh!

Uh oh!

duwenxin99 commented Mar 10, 2026

Uh oh!

duwenxin99 commented Mar 10, 2026

Uh oh!

github-actions Bot commented Mar 10, 2026

Uh oh!

Uh oh!

Reviewers

Assignees

Labels

Projects

Milestone

Development

Uh oh!

3 participants

Conversation

vinodhinic commented Jan 14, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

Uh oh!

Description

Uh oh!

gemini-code-assist Bot commented Jan 14, 2026

Summary of Changes

Highlights

Footnotes

Uh oh!

gemini-code-assist Bot left a comment

Choose a reason for hiding this comment

Code Review

Uh oh!

Uh oh!

Uh oh!

vinodhinic commented Jan 14, 2026

Uh oh!

Uh oh!

duwenxin99 left a comment

Choose a reason for hiding this comment

Uh oh!

Uh oh!

duwenxin99 commented Mar 10, 2026

Uh oh!

duwenxin99 commented Mar 10, 2026

Uh oh!

github-actions Bot commented Mar 10, 2026

Uh oh!

Uh oh!

Reviewers

Assignees

Labels

Projects

Milestone

Development

Uh oh!

3 participants

vinodhinic commented Jan 14, 2026 •

edited

Loading