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Merge branch 'main' into fix-stdio-defer-span-leak
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‎.ci/integration.cloudbuild.yaml‎

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- "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
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- "HEALTHCARE_REGION=$_REGION"
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- "HEALTHCARE_DATASET=$_HEALTHCARE_DATASET"
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- "HEALTHCARE_PREPOPULATED_DICOM_STORE=$_HEALTHCARE_PREPOPULATED_DICOM_STORE"
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secretEnv: ["CLIENT_ID"]
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volumes:
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- name: "go"
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_ALLOYDB_AI_NL_INSTANCE: "alloydb-ai-nl-testing-instance"
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_BIGTABLE_INSTANCE: "bigtable-testing-instance"
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_HEALTHCARE_DATASET: "test-dataset"
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_HEALTHCARE_PREPOPULATED_DICOM_STORE: "prepopulated-test-dicom-store"
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_POSTGRES_HOST: 127.0.0.1
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_POSTGRES_PORT: "5432"
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_SPANNER_INSTANCE: "spanner-testing"

‎CHANGELOG.md‎

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# Changelog
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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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### Features
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* Add polling system to dynamic reloading ([#2466](https://github.com/googleapis/genai-toolbox/issues/2466)) ([fcaac9b](https://github.com/googleapis/genai-toolbox/commit/fcaac9bb957226ee3db1baea24330f337ba88ab7))
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* Added basic template for sdks doc migrate ([#1961](https://github.com/googleapis/genai-toolbox/issues/1961)) ([87f2eaf](https://github.com/googleapis/genai-toolbox/commit/87f2eaf79cdecca7b939151e1543eccf2f812a69))
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* **dataproc:** Add dataproc source and list/get clusters/jobs tools ([#2407](https://github.com/googleapis/genai-toolbox/issues/2407)) ([cc05e57](https://github.com/googleapis/genai-toolbox/commit/cc05e5745d1c25a6088702b827cd098250164b7e))
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* **sources/postgres:** Add configurable pgx query execution mode ([#2477](https://github.com/googleapis/genai-toolbox/issues/2477)) ([57b77bc](https://github.com/googleapis/genai-toolbox/commit/57b77bca09ce6ee260bd64af9be5fcef593e9acb))
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* **sources/redis:** Add TLS support for Redis connections ([#2432](https://github.com/googleapis/genai-toolbox/issues/2432)) ([d6af290](https://github.com/googleapis/genai-toolbox/commit/d6af2907fd2dca5a6751d7d42090dd7ebb8ccd48))
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* **tools/looker:** Enable Get All Lookml Tests, Run LookML Tests, and Create View From Table tools for Looker ([#2522](https://github.com/googleapis/genai-toolbox/issues/2522)) ([e01139a](https://github.com/googleapis/genai-toolbox/commit/e01139a90268f8587b9823be1157259c1bcbfd66))
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* **tools/looker:** Tools to list/create/delete directories ([#2488](https://github.com/googleapis/genai-toolbox/issues/2488)) ([0036d8c](https://github.com/googleapis/genai-toolbox/commit/0036d8c35844c3de2079cb5b2479781e8938525b))
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* **ui:** Make tool list panel resizable ([#2253](https://github.com/googleapis/genai-toolbox/issues/2253)) ([276cf60](https://github.com/googleapis/genai-toolbox/commit/276cf604a2bb41861639ed6881557e38dd97a614))
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### Bug Fixes
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* **ci:** Add path for forked PR unit test runs ([#2540](https://github.com/googleapis/genai-toolbox/issues/2540)) ([04dd2a7](https://github.com/googleapis/genai-toolbox/commit/04dd2a77603c7babf01da724dfb77808e3f25fe5))
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* Deflake alloydb omni ([#2431](https://github.com/googleapis/genai-toolbox/issues/2431)) ([62b8309](https://github.com/googleapis/genai-toolbox/commit/62b830987d65c3573214d04e50742476097ee9e9))
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* **docs/adk:** Resolve dependency duplication ([#2418](https://github.com/googleapis/genai-toolbox/issues/2418)) ([4d44abb](https://github.com/googleapis/genai-toolbox/commit/4d44abb4638926ca50b0fa4dcf10a03e7fab657f))
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* **docs/langchain:** Fix core at 0.3.0 and align compatible dependencies ([#2426](https://github.com/googleapis/genai-toolbox/issues/2426)) ([36edfd3](https://github.com/googleapis/genai-toolbox/commit/36edfd3d506e839c092d04cbca1799b5ebc38160))
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* Enforce required validation for explicit null parameter values ([#2519](https://github.com/googleapis/genai-toolbox/issues/2519)) ([d5e9512](https://github.com/googleapis/genai-toolbox/commit/d5e9512a237e658f9b9127fdd8c174ec023c3310))
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* **oracle:** Enable DML operations and resolve incorrect array type error ([#2323](https://github.com/googleapis/genai-toolbox/issues/2323)) ([72146a4](https://github.com/googleapis/genai-toolbox/commit/72146a4b1605bcdd3e1038106bfb1f899e677e39))
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* **server/mcp:** Guard nil dereference in sseManager.get ([#2557](https://github.com/googleapis/genai-toolbox/issues/2557)) ([e534196](https://github.com/googleapis/genai-toolbox/commit/e534196303c2b8d9b6e599ac25add337e6fc9b8f)), closes [#2548](https://github.com/googleapis/genai-toolbox/issues/2548)
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* **tests/postgres:** Implement uuid-based isolation and reliable resource cleanup ([#2377](https://github.com/googleapis/genai-toolbox/issues/2377)) ([8a96fb1](https://github.com/googleapis/genai-toolbox/commit/8a96fb1a8874baa3688e566f3dea8a0912fcf2df))
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* **tests/postgres:** Restore list_schemas test and implement dynamic owner ([#2521](https://github.com/googleapis/genai-toolbox/issues/2521)) ([7041e79](https://github.com/googleapis/genai-toolbox/commit/7041e797347f337d6f7f44ca051ae31acd58babe))
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* **tests:** Resolve LlamaIndex dependency conflict in JS quickstart ([#2597](https://github.com/googleapis/genai-toolbox/issues/2597)) ([ac11f5a](https://github.com/googleapis/genai-toolbox/commit/ac11f5af9c7bcf228d667e1b8e08b5dc49ad91a0))
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## [0.27.0](https://github.com/googleapis/genai-toolbox/compare/v0.26.0...v0.27.0) (2026-02-12)
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‎README.md‎

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>
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> ```sh
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> export VERSION=0.27.0
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> export VERSION=0.28.0
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> curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
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> ```
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> ```sh
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> ```
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> ```
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<!-- {x-release-please-end} -->
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‎cmd/version.txt‎

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‎docs/en/getting-started/colab_quickstart.ipynb‎

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"outputs": [],
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"! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
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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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<!-- {x-release-please-start-version} -->
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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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<!-- {x-release-please-end} -->

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

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<!-- {x-release-please-end} -->

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