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v1.3.0

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chore(main): release 1.3.0 (googleapis#3228)

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---


##
[1.3.0](googleapis/mcp-toolbox@v1.2.0...v1.3.0)
(2026-05-21)


### Features

* **auth:** Implement MCP auth tool-level scopes validation
([googleapis#3049](googleapis#3049))
([c528985](googleapis@c528985))
* **looker:** Propagate client IP from incoming MCP requests to
downstream SDK calls
([googleapis#3253](googleapis#3253))
([75da6c2](googleapis@75da6c2))
* Setup SQLCommenter and allow client metadata
([googleapis#3064](googleapis#3064))
([9f1f9b3](googleapis@9f1f9b3))
* **tool/cloudsqladmin:** Add `cloud-sql-admin-execute-sql-many` and
`cloud-sql-admin-sql-many`
([googleapis#3083](googleapis#3083))
([ef300a8](googleapis@ef300a8))


### Bug Fixes

* **auth/generic:** Fix generic auth expiration field and integration
with `authRequired`
([googleapis#3251](googleapis#3251))
([f4d16c0](googleapis@f4d16c0))
* Enforce toolset/promptset boundary on tools/call and prompts/get
([googleapis#3036](googleapis#3036))
([c739b80](googleapis@c739b80))
* **tools/http:** Prevent path traversal and base path scope escape
([googleapis#3218](googleapis#3218))
([80a6602](googleapis@80a6602))
* **tools/looker:** Return a 401 error to MCP client when Looker returns
a 401 ([googleapis#3233](googleapis#3233))
([4f409a3](googleapis@4f409a3))
* **tools/looker:** Strip wrapping quotes from filter values for
unquoted parameters
([googleapis#3273](googleapis#3273))
([1e3de96](googleapis@1e3de96))
* **tools:** Initialize query result slices to empty array
([googleapis#3250](googleapis#3250))
([60ddf48](googleapis@60ddf48))

---
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>

v1.2.0

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chore(main): release 1.2.0 (googleapis#3059)

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---


##
[1.2.0](googleapis/mcp-toolbox@v1.1.0...v1.2.0)
(2026-05-07)


### Features

* Add support for HTTPS/TLS listener
([googleapis#3126](googleapis#3126))
([8bc385d](googleapis@8bc385d))
* **source/bigquery:** Add maximumBytesBilled source config
([googleapis#2724](googleapis#2724))
([42f2d07](googleapis@42f2d07))
* **source/cloud-storage:** Add bucket and object management tools
([googleapis#3129](googleapis#3129))
([8de9bcf](googleapis@8de9bcf))
* **source/cloud-storage:** Add Cloud Storage source with list_objects
and read_object tools
([googleapis#3081](googleapis#3081))
([da27b37](googleapis@da27b37))
* **source/cloud-storage:** Add write/copy/move/delete object tools
([googleapis#3139](googleapis#3139))
([b225fc4](googleapis@b225fc4))
* **tools/knowledge-catalog:** Search Data Quality Scans
([googleapis#2444](googleapis#2444))
([1c63551](googleapis@1c63551))


### Bug Fixes

* Allow converting string literal block with list
([googleapis#3050](googleapis#3050))
([36ab2a9](googleapis@36ab2a9)),
closes [googleapis#3023](googleapis#3023)
* **mcp:** Implement router-level logger injection for MCP auth
([googleapis#3067](googleapis#3067))
([ccc7cf5](googleapis@ccc7cf5))
* Prevent test.db from being created during unit tests
([googleapis#3042](googleapis#3042))
([d10d2ca](googleapis@d10d2ca))
* Remove hardcoded * allowed origin for sse
([googleapis#3054](googleapis#3054))
([c4c7bd9](googleapis@c4c7bd9))
* **sources/postgres:** Apply URL encoding to query string params
([googleapis#3020](googleapis#3020))
([6b860f4](googleapis@6b860f4))
* **tool/looker-conversational-analytics:** OAuth token in GDA payload
fix ([googleapis#3058](googleapis#3058))
([6632d96](googleapis@6632d96))
* **tools/bigquery-execute-sql:** Avoid surfacing invalid queries as MCP
500s ([googleapis#3056](googleapis#3056))
([7ed92c8](googleapis@7ed92c8))
* **tools/looker:** Fix OAuth for Converational Analytics
([googleapis#3044](googleapis#3044))
([f9e3e55](googleapis@f9e3e55))

---
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>

v1.1.0

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chore(main): release 1.1.0 (googleapis#3024)

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---


##
[1.1.0](googleapis/mcp-toolbox@v1.0.0...v1.1.0)
(2026-04-13)


### Features

* **tools/cloudsqlpg:** Add vector assist tools for Cloud SQL Postgres
([googleapis#2909](googleapis#2909))
([7a6d849](googleapis@7a6d849))


### Bug Fixes

* **looker:** Convert configuration yaml to flat format
([googleapis#3022](googleapis#3022))
([45c05e3](googleapis@45c05e3))

### Docs Update

* **knowledge-catalog:** Rename dataplex to knowledge-catalog across
docs ([googleapis#3039](googleapis#3039))
([45c05e3](googleapis@24ce6ce))

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

---------

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v1.0.0

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chore(main): release 1.0.0 (googleapis#3010)

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---


##
[1.0.0](googleapis/mcp-toolbox@v0.32.0...v1.0.0)
(2026-04-10)


> [!IMPORTANT]
> This is the first stable release. Please review the
[UPGRADING.md](UPGRADING.md) guide for instructions on migrating from
previous beta versions.


### ⚠ BREAKING CHANGES

* **tools/elasticsearch:** add vector search support and remove query
passing through param
([googleapis#2891](googleapis#2891))
* **tools/looker:** refactor looker-git-branch tool into 5 separate
tools ([googleapis#2976](googleapis#2976))

### Features

* **auth:** Support opaque token validation for `generic` authService
([googleapis#2944](googleapis#2944))
([c924701](googleapis@c924701))
* **cloudsqlpg:** Run `SELECT 1` after successful connection attempt
([googleapis#2997](googleapis#2997))
([6ed9700](googleapis@6ed9700))
* **tools/bigquerysql:** Add semantic search support
([googleapis#2890](googleapis#2890))
([862c396](googleapis@862c396))
* **tools/elasticsearch-execute-esql:** Add Tool to execute arbitrary
ES/QL queries
([googleapis#3013](googleapis#3013))
([ae49fb7](googleapis@ae49fb7))
* **tools/elasticsearch:** Add vector search support and remove query
passing through param
([googleapis#2891](googleapis#2891))
([d44e879](googleapis@d44e879))
* **tools/looker:** Refactor looker-git-branch tool into 5 separate
tools ([googleapis#2976](googleapis#2976))
([b2472d4](googleapis@b2472d4))
* **tools/mysql:** Add list-table-stats-tool to list table statistics in
MySQL and Cloud SQL MySQL source.
([googleapis#2938](googleapis#2938))
([dc2c2b4](googleapis@dc2c2b4))

---
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>

v0.32.0

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chore(main): release 0.32.0 (googleapis#2876)

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---


##
[0.32.0](googleapis/mcp-toolbox@v0.31.0...v0.32.0)
(2026-04-08)


### ⚠ BREAKING CHANGES

* update repo name
([googleapis#2968](googleapis#2968))

### Features

* Add MCP tool annotations to all remaining tools
([googleapis#2221](googleapis#2221))
([ea09db9](googleapis@ea09db9))
* **bigquery:** Add conversational analytics tools for Data Agents
([googleapis#2517](googleapis#2517))
([2490a4b](googleapis@2490a4b))
* **embeddingModel:** Add Backend API selection fields
([googleapis#2592](googleapis#2592))
([912aa9e](googleapis@912aa9e))
* **skills:** Add Claude Code support to generated scripts
([googleapis#2966](googleapis#2966))
([a1609e1](googleapis@a1609e1))
* **skills:** Add codex user agent
([googleapis#2973](googleapis#2973))
([070e939](googleapis@070e939))
* **skills:** Tool invocation via npx
([googleapis#2916](googleapis#2916))
([377dc5b](googleapis@377dc5b))
* **sources/singlestore:** Add ConnectionParams to SingleStore Config
([googleapis#2555](googleapis#2555))
([73e2a8c](googleapis@73e2a8c))
* **tool/dataplex-lookup-context:** Relax project constraint and enforce
location
([googleapis#2952](googleapis#2952))
([7ebfdf1](googleapis@7ebfdf1))
* **tools/looker:** Looker agent management from MCP
([googleapis#2830](googleapis#2830))
([649d4ad](googleapis@649d4ad))
* **ui:** Update to use `/mcp` endpoint
([googleapis#2829](googleapis#2829))
([c3059c2](googleapis@c3059c2))


### Bug Fixes

* **bigquery:** Add impersonateServiceAccount to prebuilt config
([googleapis#2770](googleapis#2770))
([9c3a748](googleapis@9c3a748))
* **quickstart:** Robust tool lookup and modernize dependencies in
Python samples
([googleapis#2863](googleapis#2863))
([4c0845d](googleapis@4c0845d))
* **skills:** Fix skill generation template
([googleapis#2914](googleapis#2914))
([a01a15e](googleapis@a01a15e))
* **skills:** Prevent empty strings overriding optional env vars in node
scripts ([googleapis#2963](googleapis#2963))
([c52adeb](googleapis@c52adeb))
* **tests/bigquery:** Implement uuid-based isolation and reliable
resource cleanup
([googleapis#2547](googleapis#2547))
([479d842](googleapis@479d842))
* **tests/Bigtable:** Implement uuid-based isolation and reliable
resource cleanup
([googleapis#2880](googleapis#2880))
([a769f15](googleapis@a769f15))
* Update error for ConvertConfig function
([googleapis#2993](googleapis#2993))
([62bdabb](googleapis@62bdabb))


### Code Refactoring

* Update repo name
([googleapis#2968](googleapis#2968))
([3aae809](googleapis@3aae809))

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

---------

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Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>

v0.31.0

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chore(main): release 0.31.0 (googleapis#2814)

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---


##
[0.31.0](googleapis/mcp-toolbox@v0.30.0...v0.31.0)
(2026-03-26)


### ⚠ BREAKING CHANGES

* release upgraded docsite
([googleapis#2831](googleapis#2831))
* **http:** sanitize non-2xx error output
([googleapis#2654](googleapis#2654))
* add a new `enable-api` flag
([googleapis#2846](googleapis#2846))
* remove deprecations and update tools-file flag
([googleapis#2806](googleapis#2806))

### Features

* Add a new `enable-api` flag
([googleapis#2846](googleapis#2846))
([7a070da](googleapis@7a070da))
* **auth:** Add generic `authService` type for MCP
([googleapis#2619](googleapis#2619))
([f6678f8](googleapis@f6678f8))
* **auth:** Add Protected Resource Metadata endpoint
([googleapis#2698](googleapis#2698))
([b53dcf2](googleapis@b53dcf2))
* **auth:** Support manual PRM override
([googleapis#2717](googleapis#2717))
([283e4e3](googleapis@283e4e3))
* **dataplex:** Add support for lookup context tool.
([googleapis#2744](googleapis#2744))
([facb69d](googleapis@facb69d))
* Remove deprecations and update tools-file flag
([googleapis#2806](googleapis#2806))
([ab64c95](googleapis@ab64c95))


### Bug Fixes

* **ci:** Remove search index generation from preview deployment
workflow
([googleapis#2859](googleapis#2859))
([f8891b8](googleapis@f8891b8))
* **docs:** Skip empty folders in pagination & reduce PR comment noise
([googleapis#2853](googleapis#2853))
([9ebd93a](googleapis@9ebd93a))
* **http:** Sanitize non-2xx error output
([googleapis#2654](googleapis#2654))
([5bef954](googleapis@5bef954))
* **skills:** Fix integer parameter parsing through agent skills
([googleapis#2847](googleapis#2847))
([4564efe](googleapis@4564efe))


### Documentation

* Release upgraded docsite
([googleapis#2831](googleapis#2831))
([5b25ce0](googleapis@5b25ce0))


---
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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>

v0.30.0

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chore(main): release 0.30.0 (googleapis#2758)

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---


##
[0.30.0](googleapis/mcp-toolbox@v0.29.0...v0.30.0)
(2026-03-20)


### Features

* **cli:** Add migrate subcommand
([googleapis#2679](googleapis#2679))
([12171f7](googleapis@12171f7))
* **cli:** Add serve subcommand
([googleapis#2550](googleapis#2550))
([1e2c7c7](googleapis@1e2c7c7))
* **skill:** One skill per toolset
([googleapis#2733](googleapis#2733))
([5b85c65](googleapis@5b85c65))
* **source/oracledb:** Add Oracle DB for MCP tools and configurations,
updated tools and documentation
([googleapis#2625](googleapis#2625))
([e350fc7](googleapis@e350fc7))
* **tools/looker:** Support git_branch tools for looker.
([googleapis#2718](googleapis#2718))
([70ed8a0](googleapis@70ed8a0))
* **tools/dataplex-search-entries:** Add `scope` support to
search_entries tool
([googleapis#2740](googleapis#2740))
([10af468](googleapis@10af468))


### Bug Fixes

* **cloudloggingadmin:** Increase log injesting time and add auth test
([googleapis#2772](googleapis#2772))
([50b4457](googleapis@50b4457))
* **oracle:** Normalize encoded proxy usernames in go-ora DSN
([googleapis#2469](googleapis#2469))
([b1333cd](googleapis@b1333cd))
* **postgres:** Update execute-sql tool to avoid multi-statements
parameter
([googleapis#2707](googleapis#2707))
([58bc772](googleapis@58bc772))
* **skills:** Improve flag validation and silence unit test output
([googleapis#2759](googleapis#2759))
([f3da6aa](googleapis@f3da6aa))
* **test:** Address flaky healthcare integration test run
([googleapis#2742](googleapis#2742))
([9590821](googleapis@9590821))


### Reverts

* **ci:** Implement conditional sharding logic in integration tests
([googleapis#2763](googleapis#2763))
([1528d7c](googleapis@1528d7c))

---
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>
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v0.29.0

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chore(main): release 0.29.0 (googleapis#2608)

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---


##
[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>

v0.28.0

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chore(main): release 0.28.0 (googleapis#2472)

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---


##
[0.28.0](googleapis/mcp-toolbox@v0.27.0...v0.28.0)
(2026-03-02)


### Features

* Add polling system to dynamic reloading
([googleapis#2466](googleapis#2466))
([fcaac9b](googleapis@fcaac9b))
* Added basic template for sdks doc migrate
([googleapis#1961](googleapis#1961))
([87f2eaf](googleapis@87f2eaf))
* **dataproc:** Add dataproc source and list/get clusters/jobs tools
([googleapis#2407](googleapis#2407))
([cc05e57](googleapis@cc05e57))
* **sources/postgres:** Add configurable pgx query execution mode
([googleapis#2477](googleapis#2477))
([57b77bc](googleapis@57b77bc))
* **sources/redis:** Add TLS support for Redis connections
([googleapis#2432](googleapis#2432))
([d6af290](googleapis@d6af290))
* **tools/looker:** Enable Get All Lookml Tests, Run LookML Tests, and
Create View From Table tools for Looker
([googleapis#2522](googleapis#2522))
([e01139a](googleapis@e01139a))
* **tools/looker:** Tools to list/create/delete directories
([googleapis#2488](googleapis#2488))
([0036d8c](googleapis@0036d8c))
* **ui:** Make tool list panel resizable
([googleapis#2253](googleapis#2253))
([276cf60](googleapis@276cf60))


### Bug Fixes

* **ci:** Add path for forked PR unit test runs
([googleapis#2540](googleapis#2540))
([04dd2a7](googleapis@04dd2a7))
* Deflake alloydb omni
([googleapis#2431](googleapis#2431))
([62b8309](googleapis@62b8309))
* **docs/adk:** Resolve dependency duplication
([googleapis#2418](googleapis#2418))
([4d44abb](googleapis@4d44abb))
* **docs/langchain:** Fix core at 0.3.0 and align compatible
dependencies
([googleapis#2426](googleapis#2426))
([36edfd3](googleapis@36edfd3))
* Enforce required validation for explicit null parameter values
([googleapis#2519](googleapis#2519))
([d5e9512](googleapis@d5e9512))
* **oracle:** Enable DML operations and resolve incorrect array type
error ([googleapis#2323](googleapis#2323))
([72146a4](googleapis@72146a4))
* **server/mcp:** Guard nil dereference in sseManager.get
([googleapis#2557](googleapis#2557))
([e534196](googleapis@e534196)),
closes [googleapis#2548](googleapis#2548)
* **tests/postgres:** Implement uuid-based isolation and reliable
resource cleanup
([googleapis#2377](googleapis#2377))
([8a96fb1](googleapis@8a96fb1))
* **tests/postgres:** Restore list_schemas test and implement dynamic
owner ([googleapis#2521](googleapis#2521))
([7041e79](googleapis@7041e79))
* **tests:** Resolve LlamaIndex dependency conflict in JS quickstart
([googleapis#2597](googleapis#2597))
([ac11f5a](googleapis@ac11f5a))

---
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v0.27.0

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chore(main): release 0.27.0 (googleapis#2363)

🤖 I have created a release *beep* *boop*
---


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


### ⚠ BREAKING CHANGES

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

### Features

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



### Bug Fixes

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


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

---------

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