feat(elasticsearch)!: add vector search support and remove query passing through param#2891
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This pull request adds semantic search capabilities to the Elasticsearch integration. It updates the CI pipeline to include an API_KEY secret and modifies integration tests to support vector-based indexing and ES|QL semantic search queries. The review feedback suggests refining error handling during index creation to specifically target existing resources and using strings.Repeat to simplify the construction of test vector strings.
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🤖 I have created a release *beep* *boop* --- ## [1.0.0](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 ([#2891](#2891)) * **tools/looker:** refactor looker-git-branch tool into 5 separate tools ([#2976](#2976)) ### Features * **auth:** Support opaque token validation for `generic` authService ([#2944](#2944)) ([c924701](c924701)) * **cloudsqlpg:** Run `SELECT 1` after successful connection attempt ([#2997](#2997)) ([6ed9700](6ed9700)) * **tools/bigquerysql:** Add semantic search support ([#2890](#2890)) ([862c396](862c396)) * **tools/elasticsearch-execute-esql:** Add Tool to execute arbitrary ES/QL queries ([#3013](#3013)) ([ae49fb7](ae49fb7)) * **tools/elasticsearch:** Add vector search support and remove query passing through param ([#2891](#2891)) ([d44e879](d44e879)) * **tools/looker:** Refactor looker-git-branch tool into 5 separate tools ([#2976](#2976)) ([b2472d4](b2472d4)) * **tools/mysql:** Add list-table-stats-tool to list table statistics in MySQL and Cloud SQL MySQL source. ([#2938](#2938)) ([dc2c2b4](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>
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🤖 I have created a release *beep* *boop* --- ## [1.0.0](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 ([#2891](#2891)) * **tools/looker:** refactor looker-git-branch tool into 5 separate tools ([#2976](#2976)) ### Features * **auth:** Support opaque token validation for `generic` authService ([#2944](#2944)) ([c924701](c924701)) * **cloudsqlpg:** Run `SELECT 1` after successful connection attempt ([#2997](#2997)) ([6ed9700](6ed9700)) * **tools/bigquerysql:** Add semantic search support ([#2890](#2890)) ([862c396](862c396)) * **tools/elasticsearch-execute-esql:** Add Tool to execute arbitrary ES/QL queries ([#3013](#3013)) ([ae49fb7](ae49fb7)) * **tools/elasticsearch:** Add vector search support and remove query passing through param ([#2891](#2891)) ([d44e879](d44e879)) * **tools/looker:** Refactor looker-git-branch tool into 5 separate tools ([#2976](#2976)) ([b2472d4](b2472d4)) * **tools/mysql:** Add list-table-stats-tool to list table statistics in MySQL and Cloud SQL MySQL source. ([#2938](#2938)) ([dc2c2b4](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> 8b07b2d
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🤖 I have created a release *beep* *boop* --- ## [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> 8b07b2d
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🤖 I have created a release *beep* *boop* --- ## [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> 8b07b2d
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🤖 I have created a release *beep* *boop* --- ## [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> 8b07b2d
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🤖 I have created a release *beep* *boop* --- ## [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> 8b07b2d
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🤖 I have created a release *beep* *boop* --- ## [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> 8b07b2d
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Part of #2415