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CHANGELOG.md

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# Changelog
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## [1.0.0](https://github.com/googleapis/genai-toolbox/compare/v0.28.0...v1.0.0) (2026-03-13)
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### ⚠ BREAKING CHANGES
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* **source/dataplex:** restructure prebuilt toolsets ([#2640](https://github.com/googleapis/genai-toolbox/issues/2640))
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* **source/oss-db:** restructure prebuilt toolsets ([#2638](https://github.com/googleapis/genai-toolbox/issues/2638))
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* **source/cloudsql:** restructure prebuilt toolsets ([#2635](https://github.com/googleapis/genai-toolbox/issues/2635))
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* **source/bigquery:** restructure prebuilt toolsets ([#2637](https://github.com/googleapis/genai-toolbox/issues/2637))
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* **source/firestore:** restructure prebuilt toolsets ([#2636](https://github.com/googleapis/genai-toolbox/issues/2636))
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* telemetry metrics updates as per semantic convention ([#2566](https://github.com/googleapis/genai-toolbox/issues/2566))
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### Features
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* Add tool annotations to MongoDB tools for improved LLM understanding ([#2219](https://github.com/googleapis/genai-toolbox/issues/2219)) ([b7a5f80](https://github.com/googleapis/genai-toolbox/commit/b7a5f80b42b3c1564870e2868aeab87d82a85d39))
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* Add user agent to embeddings generation ([#2572](https://github.com/googleapis/genai-toolbox/issues/2572)) ([287251a](https://github.com/googleapis/genai-toolbox/commit/287251a0cfed4d24617e5d0d957026a94f65d820))
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* **bigquery:** Support custom oauth header name ([#2564](https://github.com/googleapis/genai-toolbox/issues/2564)) ([d3baf77](https://github.com/googleapis/genai-toolbox/commit/d3baf77d61ab30d97edc93587e6f0365b8523fee))
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* **serverless-spark:** Add list/get sessions commands ([#2576](https://github.com/googleapis/genai-toolbox/issues/2576)) ([a554298](https://github.com/googleapis/genai-toolbox/commit/a554298535444671228fc08f6e3139d199a8b6b4))
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* **skill:** Attach user agent metadata for generated skill ([#2697](https://github.com/googleapis/genai-toolbox/issues/2697)) ([9598a6a](https://github.com/googleapis/genai-toolbox/commit/9598a6a32597b9c9abdb0f20c06d86a01b0d011f))
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* **skills:** Add additional-notes flag to generate skills command ([#2696](https://github.com/googleapis/genai-toolbox/issues/2696)) ([73bf962](https://github.com/googleapis/genai-toolbox/commit/73bf962459b76872f748248bb5e289be232a30b6))
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* **skill:** Update skill generation logic ([#2646](https://github.com/googleapis/genai-toolbox/issues/2646)) ([c233eee](https://github.com/googleapis/genai-toolbox/commit/c233eee98cd9621526cb286245f3874f5bd6e7da))
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* **source/bigquery:** Restructure prebuilt toolsets ([#2637](https://github.com/googleapis/genai-toolbox/issues/2637)) ([dc984ba](https://github.com/googleapis/genai-toolbox/commit/dc984badd79f54ff423713a763648c6a6880a640))
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* **source/cloudsql:** Restructure prebuilt toolsets ([#2635](https://github.com/googleapis/genai-toolbox/issues/2635)) ([99613dc](https://github.com/googleapis/genai-toolbox/commit/99613dcc7a06bd3a2324d20e1ef41404cf6fd9d5))
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* **source/dataplex:** Restructure prebuilt toolsets ([#2640](https://github.com/googleapis/genai-toolbox/issues/2640)) ([acb9a80](https://github.com/googleapis/genai-toolbox/commit/acb9a80cf2438e04c76cf10267b1c9ca9227da0b))
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* **source/firestore:** Restructure prebuilt toolsets ([#2636](https://github.com/googleapis/genai-toolbox/issues/2636)) ([22ab7b9](https://github.com/googleapis/genai-toolbox/commit/22ab7b9365eab21bfa04da64574fadbd0746f669))
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* **source/oss-db:** Restructure prebuilt toolsets ([#2638](https://github.com/googleapis/genai-toolbox/issues/2638)) ([5196c6a](https://github.com/googleapis/genai-toolbox/commit/5196c6a78eb256ec83d847385c69bfebece48c87))
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* Telemetry metrics updates as per semantic convention ([#2566](https://github.com/googleapis/genai-toolbox/issues/2566)) ([131d764](https://github.com/googleapis/genai-toolbox/commit/131d764f895c14908e29914b3c0c273d91a2654f))
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* **tools/serverlessspark:** Adding get_session_template tool to serverlessspark ([#2308](https://github.com/googleapis/genai-toolbox/issues/2308)) ([a136e16](https://github.com/googleapis/genai-toolbox/commit/a136e169b3551a14b081624d7f50e1c32f0fb857))
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### Bug Fixes
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* Improve list locks integration test for postgres ([#2279](https://github.com/googleapis/genai-toolbox/issues/2279)) ([d9ebe5d](https://github.com/googleapis/genai-toolbox/commit/d9ebe5d4bf1b7ca04cae47386b36c38ca5b77b8a))
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* **mcp:** Guard nil SSE session lookup and return 400 for missing session ([#2681](https://github.com/googleapis/genai-toolbox/issues/2681)) ([f66189f](https://github.com/googleapis/genai-toolbox/commit/f66189fe43cb711da3a041fa31edbacd7bbc7153))
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* **oracle:** Update oracle-execute-sql tool interface to match source signature ([#2627](https://github.com/googleapis/genai-toolbox/issues/2627)) ([81699a3](https://github.com/googleapis/genai-toolbox/commit/81699a375b7e5af37945f4124aa4c5f2a1a9f7a6))
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* **server/mcp:** Scope defer span.End inside loop iteration ([#2558](https://github.com/googleapis/genai-toolbox/issues/2558)) ([c88a62d](https://github.com/googleapis/genai-toolbox/commit/c88a62dcf4c16118ae706cc43d18cad827e7496d)), closes [#2549](https://github.com/googleapis/genai-toolbox/issues/2549)
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* **skill:** Fix env variable propagation ([#2645](https://github.com/googleapis/genai-toolbox/issues/2645)) ([5271368](https://github.com/googleapis/genai-toolbox/commit/52713687208994c423da64333cb0a04fb483f794))
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* **sources/looker:** Looker and looker-dev prebuilt tools should share one source definition. ([#2620](https://github.com/googleapis/genai-toolbox/issues/2620)) ([df7f2fd](https://github.com/googleapis/genai-toolbox/commit/df7f2fd7d5b75211dbbbd471c84f0ec5097ca7ad))
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* **telemetry:** Histogram buckets from OTel standard to MCP standards ([#2729](https://github.com/googleapis/genai-toolbox/issues/2729)) ([87cd4a0](https://github.com/googleapis/genai-toolbox/commit/87cd4a0bf48605225ef25ca554cc787def976d11))
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* **ui:** Remove module from script ([#2703](https://github.com/googleapis/genai-toolbox/issues/2703)) ([6943ab6](https://github.com/googleapis/genai-toolbox/commit/6943ab6839d21da7b6a4241700c7891c6f4a9b2c))
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* Update toolset attributes naming and closing of stdio/sse spans ([#2554](https://github.com/googleapis/genai-toolbox/issues/2554)) ([3d6ae4e](https://github.com/googleapis/genai-toolbox/commit/3d6ae4eeaf5acfbde83374a244573edd8fc9012b))
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## [0.28.0](https://github.com/googleapis/genai-toolbox/compare/v0.27.0...v0.28.0) (2026-03-02)
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README.md

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>
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> ```sh
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> ```
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```
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cmd/version.txt

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docs/en/getting-started/colab_quickstart.ipynb

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docs/en/getting-started/introduction/_index.md

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{{% /tab %}}

docs/en/getting-started/mcp_quickstart/_index.md

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docs/en/getting-started/quickstart/shared/configure_toolbox.md

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docs/en/how-to/connect-ide/looker_mcp.md

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docs/en/how-to/connect-ide/mssql_mcp.md

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docs/en/how-to/connect-ide/mysql_mcp.md

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