feat(tools/elasticsearch-execute-esql): add Tool to execute arbitrary ES/QL queries#3013
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This pull request introduces the elasticsearch-execute-esql tool, enabling the execution of arbitrary ES|QL statements against an Elasticsearch cluster. The changes include the tool implementation, associated documentation, and integration tests. I have reviewed the feedback and suggest incorporating the format parameter into the tool's parameter definition to allow runtime configuration by the LLM, as well as improving the error handling for parameter casting to provide clearer diagnostic messages.
internal/tools/elasticsearch/elasticsearchexecuteesql/elasticsearchexecuteesql.go
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internal/tools/elasticsearch/elasticsearchexecuteesql/elasticsearchexecuteesql.go
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Remaining one comment for the default value for format. Otherwise LGTM~
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…rbitrary ES/QL queries (googleapis#3013) Add `elasticsearch-execute-esql` tool. ae49fb7
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…rbitrary ES/QL queries (googleapis#3013) Add `elasticsearch-execute-esql` tool. ae49fb7
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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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