feat(sources/elasticsearch): add Elasticsearch source and tools by Anaethelion · Pull Request #1109 · googleapis/genai-toolbox

Anaethelion · 2025-08-07T17:01:35Z

Add support for Elasticsearch with the following tools:

search
esql
get_mappings
list_indices

This PR fixes #859

averikitsch · 2025-08-08T18:13:47Z

Thank you @Anaethelion for the PR! We are a little behind on reviewing new sources/tools right now. We will get to your contribution shortly. Thanks again.

duwenxin99 · 2025-08-14T14:59:49Z

Hi @Anaethelion, thanks for opening the PR!
Since we have 4 new tools being added which makes the PR really large, could you separate it into two PRs:

This one should contain the Elastic source and the basic esql tool, their tests, and their docs.
The second PR contains all the other tools and their corresponding tests & docs.
Thank you!

duwenxin99

Could you add integration tests following the instruction here? Thank you. The elasticsearch-esql tool should be used for these predefined integration tests. For other tools, you can write your own test function. Thanks!

internal/sources/elasticsearch/elasticsearch_test.go

duwenxin99 · 2025-08-28T05:27:34Z

Hi @Anaethelion, just a gentle reminder here to update the PR. please let me know if you have any questions about the implementation.

Anaethelion · 2025-08-28T17:32:30Z

Hi @duwenxin99 sorry for the delay, I've updated the branch with the latest changes.
It still misses the cloudbuild configuration which I'll add tomorrow.

I've removed the extraneous tools and implemented the relevant tests for ES|QL.

Anaethelion · 2025-08-29T16:39:25Z

@duwenxin99 I've updated the branch to the latest from main and added an initial config for Elasticsearch in the cloudbuild. Let me know if you think this misses anything!

duwenxin99 · 2025-09-02T23:47:41Z

/gcbrun

cmd/root.go

tests/elasticsearch/elasticsearch_integration_test.go

duwenxin99 · 2025-09-17T21:08:20Z

Hi @Anaethelion, a gentle bump on this PR. Any question regarding my previous comments I'd be happy to answer.

duwenxin99 · 2025-09-19T20:06:22Z

/gcbrun

duwenxin99 · 2025-09-19T20:32:31Z

@Anaethelion Could you rebase on the latest main? We disabled the dgraph integration test which was failing.

Anaethelion · 2025-09-23T15:22:08Z

@Anaethelion Could you rebase on the latest main? We disabled the dgraph integration test which was failing.

Done!

duwenxin99 · 2025-09-23T15:45:11Z

/gcbrun

duwenxin99 · 2025-09-23T18:11:43Z

@Anaethelion The integration test is failing with this error:

Do you have an idea what could be causing it?

Anaethelion · 2025-09-23T20:17:00Z

Do you have an idea what could be causing it?

I'd probably suspect the ELASTICSEARCH_HOST env var to not be populated or lacks a scheme ? (eg http/https)

nayrttam · 2025-10-01T00:32:41Z

Hi @duwenxin99 - Is there anything we can help with on this (cc: @Anaethelion)?

duwenxin99 · 2025-10-01T17:11:48Z

Hi @Anaethelion @nayrttam, sorry for the late update as I was distracted by some other tasks. Just took some time to fix the connection issue and triggered the integration test, which is currently failing. Could you rebase and fix the integration test locally? The guide to running integration test locally is here. Set the CLIENT_ID to 32555940559.apps.googleusercontent.com. Let me know if you have any questions.

Anaethelion · 2025-10-07T14:23:56Z

Hi @duwenxin99
Thanks for the fixes!
Do you mind if I make this configurable? This would help implementing the full suite.

duwenxin99 · 2025-10-07T14:33:32Z

Hi @duwenxin99 Thanks for the fixes! Do you mind if I make this configurable? This would help implementing the full suite.

Of course! Feel free to do so. @Anaethelion

…ls (googleapis#1109) Add support for Elasticsearch with the following tools: * search * esql * get_mappings * list_indices This PR fixes googleapis#859 --------- Co-authored-by: duwenxin <duwenxin@google.com> Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com> 5367285

🤖 I have created a release *beep* *boop* --- ## [0.19.0](v0.18.0...v0.19.0) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([#1753](#1753)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([#1654](#1654)) ### Features * Support `excludeValues` for parameters ([#1818](#1818)) ([a8e98dc](a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([#1109](#1109)) ([5367285](5367285)) * **mindsdb:** Add MindsDB Source and Tools ([#878](#878)) ([1b2cca9](1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([#1853](#1853)) ([1f833fb](1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([#1333](#1333)) ([40b9dba](40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([#1119](#1119)) ([cf7012a](cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([#1641](#1641)) ([e09d182](e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([#1654](#1654)) ([a2006ad](a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([#1858](#1858)) ([30857c2](30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([#1860](#1860)) ([991e539](991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([#1804](#1804)) ([d7d1b03](d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([#1614](#1614)) ([208ab92](208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([#1769](#1769)) ([f475da6](f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([#1741](#1741)) ([1a19cac](1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([#1709](#1709)) ([e8c7fe0](e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([2881683](2881683)) * **tools/serverless-spark:** Add get_batch tool ([7ad1072](7ad1072)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([816dbce](816dbce)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([#1884](#1884)) ([559e2a2](559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([#1800](#1800)) ([954152c](954152c)) * Update debug logs statements ([#1828](#1828)) ([3cff915](3cff915)) * Instructions to quote filters that include commas ([#1794](#1794)) ([4b01720](4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([#1822](#1822)) ([38d535d](38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([#1753](#1753)) ([9723cad](9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([#1829](#1829)) ([8984287](8984287)) --- 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>

🤖 I have created a release *beep* *boop* --- ## [0.19.0](v0.18.0...v0.19.0) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([#1753](#1753)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([#1654](#1654)) ### Features * Support `excludeValues` for parameters ([#1818](#1818)) ([a8e98dc](a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([#1109](#1109)) ([5367285](5367285)) * **mindsdb:** Add MindsDB Source and Tools ([#878](#878)) ([1b2cca9](1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([#1853](#1853)) ([1f833fb](1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([#1333](#1333)) ([40b9dba](40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([#1119](#1119)) ([cf7012a](cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([#1641](#1641)) ([e09d182](e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([#1654](#1654)) ([a2006ad](a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([#1858](#1858)) ([30857c2](30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([#1860](#1860)) ([991e539](991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([#1804](#1804)) ([d7d1b03](d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([#1614](#1614)) ([208ab92](208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([#1769](#1769)) ([f475da6](f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([#1741](#1741)) ([1a19cac](1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([#1709](#1709)) ([e8c7fe0](e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([2881683](2881683)) * **tools/serverless-spark:** Add get_batch tool ([7ad1072](7ad1072)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([816dbce](816dbce)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([#1884](#1884)) ([559e2a2](559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([#1800](#1800)) ([954152c](954152c)) * Update debug logs statements ([#1828](#1828)) ([3cff915](3cff915)) * Instructions to quote filters that include commas ([#1794](#1794)) ([4b01720](4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([#1822](#1822)) ([38d535d](38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([#1753](#1753)) ([9723cad](9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([#1829](#1829)) ([8984287](8984287)) --- 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> 78c4a85

🤖 I have created a release *beep* *boop* --- ## [0.19.0](googleapis/genai-toolbox@v0.18.0...v0.19.0) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([googleapis#1753](googleapis#1753)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([googleapis#1654](googleapis#1654)) ### Features * Support `excludeValues` for parameters ([googleapis#1818](googleapis#1818)) ([a8e98dc](googleapis@a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([googleapis#1109](googleapis#1109)) ([5367285](googleapis@5367285)) * **mindsdb:** Add MindsDB Source and Tools ([googleapis#878](googleapis#878)) ([1b2cca9](googleapis@1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([googleapis#1853](googleapis#1853)) ([1f833fb](googleapis@1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([googleapis#1333](googleapis#1333)) ([40b9dba](googleapis@40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([googleapis#1119](googleapis#1119)) ([cf7012a](googleapis@cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([googleapis#1641](googleapis#1641)) ([e09d182](googleapis@e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([googleapis#1675](googleapis#1675)) ([ef28e39](googleapis@ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([googleapis#1654](googleapis#1654)) ([a2006ad](googleapis@a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([googleapis#1858](googleapis#1858)) ([30857c2](googleapis@30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([googleapis#1860](googleapis#1860)) ([991e539](googleapis@991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([googleapis#1804](googleapis#1804)) ([d7d1b03](googleapis@d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([googleapis#1614](googleapis#1614)) ([208ab92](googleapis@208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([googleapis#1769](googleapis#1769)) ([f475da6](googleapis@f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([googleapis#1741](googleapis#1741)) ([1a19cac](googleapis@1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([googleapis#1709](googleapis#1709)) ([e8c7fe0](googleapis@e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([2881683](googleapis@2881683)) * **tools/serverless-spark:** Add get_batch tool ([7ad1072](googleapis@7ad1072)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([816dbce](googleapis@816dbce)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([googleapis#1884](googleapis#1884)) ([559e2a2](googleapis@559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([googleapis#1800](googleapis#1800)) ([954152c](googleapis@954152c)) * Update debug logs statements ([googleapis#1828](googleapis#1828)) ([3cff915](googleapis@3cff915)) * Instructions to quote filters that include commas ([googleapis#1794](googleapis#1794)) ([4b01720](googleapis@4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([googleapis#1822](googleapis#1822)) ([38d535d](googleapis@38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([googleapis#1753](googleapis#1753)) ([9723cad](googleapis@9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([googleapis#1829](googleapis#1829)) ([8984287](googleapis@8984287)) --- 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> 78c4a85

🤖 I have created a release *beep* *boop* --- ## [0.19.1](v0.19.0...v0.19.1) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([#1753](#1753)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([#1654](#1654)) ### Features * Support `excludeValues` for parameters ([#1818](#1818)) ([a8e98dc](a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([#1109](#1109)) ([5367285](5367285)) * **mindsdb:** Add MindsDB Source and Tools ([#878](#878)) ([1b2cca9](1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([#1853](#1853)) ([1f833fb](1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([#1333](#1333)) ([40b9dba](40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([#1119](#1119)) ([cf7012a](cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([#1641](#1641)) ([e09d182](e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([#1654](#1654)) ([a2006ad](a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([#1858](#1858)) ([30857c2](30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([#1860](#1860)) ([991e539](991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([#1804](#1804)) ([d7d1b03](d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([#1614](#1614)) ([208ab92](208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([#1769](#1769)) ([f475da6](f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([#1741](#1741)) ([1a19cac](1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([#1709](#1709)) ([e8c7fe0](e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([#1827](https://github.com/googleapis/genai-toolbox/pull/1827))([2881683](https://github.com/googleapis/genai-toolbox/commit/28816832265250de97d84e6ba38bf6c35e040796)) * **tools/serverless-spark:** Add get_batch tool ([#1783](https://github.com/googleapis/genai-toolbox/pull/1783))([7ad1072](https://github.com/googleapis/genai-toolbox/commit/7ad10720b4638324cd77d8aa410cbd1ccf0cc93f)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([#1690](https://github.com/googleapis/genai-toolbox/pull/1690))([816dbce](https://github.com/googleapis/genai-toolbox/commit/816dbce268392046e54767732bd31488c6e89bdb)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([#1884](#1884)) ([559e2a2](559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([#1800](#1800)) ([954152c](954152c)) * Update debug logs statements ([#1828](#1828)) ([3cff915](3cff915)) * Instructions to quote filters that include commas ([#1794](#1794)) ([4b01720](4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([#1822](#1822)) ([38d535d](38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([#1753](#1753)) ([9723cad](9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([#1829](#1829)) ([8984287](8984287)) --- 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>

🤖 I have created a release *beep* *boop* --- ## [0.19.1](v0.19.0...v0.19.1) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([#1753](#1753)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([#1654](#1654)) ### Features * Support `excludeValues` for parameters ([#1818](#1818)) ([a8e98dc](a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([#1109](#1109)) ([5367285](5367285)) * **mindsdb:** Add MindsDB Source and Tools ([#878](#878)) ([1b2cca9](1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([#1853](#1853)) ([1f833fb](1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([#1333](#1333)) ([40b9dba](40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([#1119](#1119)) ([cf7012a](cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([#1641](#1641)) ([e09d182](e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([#1654](#1654)) ([a2006ad](a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([#1858](#1858)) ([30857c2](30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([#1860](#1860)) ([991e539](991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([#1804](#1804)) ([d7d1b03](d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([#1614](#1614)) ([208ab92](208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([#1769](#1769)) ([f475da6](f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([#1741](#1741)) ([1a19cac](1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([#1709](#1709)) ([e8c7fe0](e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([#1827](https://github.com/googleapis/genai-toolbox/pull/1827))([2881683](https://github.com/googleapis/genai-toolbox/commit/28816832265250de97d84e6ba38bf6c35e040796)) * **tools/serverless-spark:** Add get_batch tool ([#1783](https://github.com/googleapis/genai-toolbox/pull/1783))([7ad1072](https://github.com/googleapis/genai-toolbox/commit/7ad10720b4638324cd77d8aa410cbd1ccf0cc93f)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([#1690](https://github.com/googleapis/genai-toolbox/pull/1690))([816dbce](https://github.com/googleapis/genai-toolbox/commit/816dbce268392046e54767732bd31488c6e89bdb)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([#1884](#1884)) ([559e2a2](559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([#1800](#1800)) ([954152c](954152c)) * Update debug logs statements ([#1828](#1828)) ([3cff915](3cff915)) * Instructions to quote filters that include commas ([#1794](#1794)) ([4b01720](4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([#1822](#1822)) ([38d535d](38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([#1753](#1753)) ([9723cad](9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([#1829](#1829)) ([8984287](8984287)) --- 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> cd8d68d

🤖 I have created a release *beep* *boop* --- ## [0.19.1](googleapis/genai-toolbox@v0.19.0...v0.19.1) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([googleapis#1753](googleapis#1753)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([googleapis#1675](googleapis#1675)) ([ef28e39](googleapis@ef28e39)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([googleapis#1654](googleapis#1654)) ### Features * Support `excludeValues` for parameters ([googleapis#1818](googleapis#1818)) ([a8e98dc](googleapis@a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([googleapis#1109](googleapis#1109)) ([5367285](googleapis@5367285)) * **mindsdb:** Add MindsDB Source and Tools ([googleapis#878](googleapis#878)) ([1b2cca9](googleapis@1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([googleapis#1853](googleapis#1853)) ([1f833fb](googleapis@1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([googleapis#1333](googleapis#1333)) ([40b9dba](googleapis@40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([googleapis#1119](googleapis#1119)) ([cf7012a](googleapis@cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([googleapis#1641](googleapis#1641)) ([e09d182](googleapis@e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([googleapis#1675](googleapis#1675)) ([ef28e39](googleapis@ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([googleapis#1654](googleapis#1654)) ([a2006ad](googleapis@a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([googleapis#1858](googleapis#1858)) ([30857c2](googleapis@30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([googleapis#1860](googleapis#1860)) ([991e539](googleapis@991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([googleapis#1804](googleapis#1804)) ([d7d1b03](googleapis@d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([googleapis#1614](googleapis#1614)) ([208ab92](googleapis@208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([googleapis#1769](googleapis#1769)) ([f475da6](googleapis@f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([googleapis#1741](googleapis#1741)) ([1a19cac](googleapis@1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([googleapis#1709](googleapis#1709)) ([e8c7fe0](googleapis@e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([googleapis#1827](https://github.com/googleapis/genai-toolbox/pull/1827))([2881683](https://github.com/googleapis/genai-toolbox/commit/28816832265250de97d84e6ba38bf6c35e040796)) * **tools/serverless-spark:** Add get_batch tool ([googleapis#1783](https://github.com/googleapis/genai-toolbox/pull/1783))([7ad1072](https://github.com/googleapis/genai-toolbox/commit/7ad10720b4638324cd77d8aa410cbd1ccf0cc93f)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([googleapis#1690](https://github.com/googleapis/genai-toolbox/pull/1690))([816dbce](https://github.com/googleapis/genai-toolbox/commit/816dbce268392046e54767732bd31488c6e89bdb)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([googleapis#1884](googleapis#1884)) ([559e2a2](googleapis@559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([googleapis#1800](googleapis#1800)) ([954152c](googleapis@954152c)) * Update debug logs statements ([googleapis#1828](googleapis#1828)) ([3cff915](googleapis@3cff915)) * Instructions to quote filters that include commas ([googleapis#1794](googleapis#1794)) ([4b01720](googleapis@4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([googleapis#1822](googleapis#1822)) ([38d535d](googleapis@38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([googleapis#1753](googleapis#1753)) ([9723cad](googleapis@9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([googleapis#1829](googleapis#1829)) ([8984287](googleapis@8984287)) --- 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> cd8d68d

Add support for Elasticsearch with the following tools: * search * esql * get_mappings * list_indices This PR fixes #859 --------- Co-authored-by: duwenxin <duwenxin@google.com> Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>

🤖 I have created a release *beep* *boop* --- ## [0.19.0](v0.18.0...v0.19.0) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([#1753](#1753)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([#1654](#1654)) ### Features * Support `excludeValues` for parameters ([#1818](#1818)) ([a8e98dc](a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([#1109](#1109)) ([5367285](5367285)) * **mindsdb:** Add MindsDB Source and Tools ([#878](#878)) ([1b2cca9](1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([#1853](#1853)) ([1f833fb](1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([#1333](#1333)) ([40b9dba](40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([#1119](#1119)) ([cf7012a](cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([#1641](#1641)) ([e09d182](e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([#1654](#1654)) ([a2006ad](a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([#1858](#1858)) ([30857c2](30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([#1860](#1860)) ([991e539](991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([#1804](#1804)) ([d7d1b03](d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([#1614](#1614)) ([208ab92](208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([#1769](#1769)) ([f475da6](f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([#1741](#1741)) ([1a19cac](1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([#1709](#1709)) ([e8c7fe0](e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([2881683](2881683)) * **tools/serverless-spark:** Add get_batch tool ([7ad1072](7ad1072)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([816dbce](816dbce)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([#1884](#1884)) ([559e2a2](559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([#1800](#1800)) ([954152c](954152c)) * Update debug logs statements ([#1828](#1828)) ([3cff915](3cff915)) * Instructions to quote filters that include commas ([#1794](#1794)) ([4b01720](4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([#1822](#1822)) ([38d535d](38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([#1753](#1753)) ([9723cad](9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([#1829](#1829)) ([8984287](8984287)) --- 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>

🤖 I have created a release *beep* *boop* --- ## [0.19.1](v0.19.0...v0.19.1) (2025-11-07) ### ⚠ BREAKING CHANGES * **tools/alloydbainl:** update AlloyDB AI NL statement order ([#1753](#1753)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** add allowed dataset support ([#1654](#1654)) ### Features * Support `excludeValues` for parameters ([#1818](#1818)) ([a8e98dc](a8e98dc)) * **elasticsearch:** Add Elasticsearch source and tools ([#1109](#1109)) ([5367285](5367285)) * **mindsdb:** Add MindsDB Source and Tools ([#878](#878)) ([1b2cca9](1b2cca9)) * **cloud-healthcare:** Add support for healthcare source, tool and prebuilt config ([#1853](#1853)) ([1f833fb](1f833fb)) * **singlestore:** Add SingleStore Source and Tools ([#1333](#1333)) ([40b9dba](40b9dba)) * **source/bigquery:** Add client cache for user-passed credentials ([#1119](#1119)) ([cf7012a](cf7012a)) * **source/bigquery:** Add service account impersonation support for bigquery ([#1641](#1641)) ([e09d182](e09d182)) * **tools/bigquery-analyze-contribution:** Add allowed dataset support ([#1675](#1675)) ([ef28e39](ef28e39)) * **tools/bigquery-get-dataset-info:** Add allowed dataset support ([#1654](#1654)) ([a2006ad](a2006ad)) * **tools/looker-run-dashboard:** New `run_dashboard` tool ([#1858](#1858)) ([30857c2](30857c2)) * **tools/looker-run-look:** Modify run_look to show query origin ([#1860](#1860)) ([991e539](991e539)) * **tools/looker:** Tools to retrieve the connections, schemas, databases, and column metadata from a looker system. ([#1804](#1804)) ([d7d1b03](d7d1b03)) * **tools/mongodb:** Make MongoDB tools' `filterParams` field optional ([#1614](#1614)) ([208ab92](208ab92)) * **tools/neo4j-execute-cypher:** Add dry_run parameter to validate Cypher queries ([#1769](#1769)) ([f475da6](f475da6)) * **tools/postgres-list-schemas:** Add new postgres-list-schemas tool ([#1741](#1741)) ([1a19cac](1a19cac)) * **tools/postgres-list-views:** Add new postgres-list-views tool ([#1709](#1709)) ([e8c7fe0](e8c7fe0)) * **tools/serverless-spark:** Add cancel-batch tool ([#1827](https://github.com/googleapis/genai-toolbox/pull/1827))([2881683](https://github.com/googleapis/genai-toolbox/commit/28816832265250de97d84e6ba38bf6c35e040796)) * **tools/serverless-spark:** Add get_batch tool ([#1783](https://github.com/googleapis/genai-toolbox/pull/1783))([7ad1072](https://github.com/googleapis/genai-toolbox/commit/7ad10720b4638324cd77d8aa410cbd1ccf0cc93f)) * **tools/serverless-spark:** Add serverless-spark source with list_batches tool ([#1690](https://github.com/googleapis/genai-toolbox/pull/1690))([816dbce](https://github.com/googleapis/genai-toolbox/commit/816dbce268392046e54767732bd31488c6e89bdb)) ### Bug Fixes * Bigquery execute_sql to assign values to array ([#1884](#1884)) ([559e2a2](559e2a2)) * **cloudmonitoring:** Populate `authRequired` in tool manifest ([#1800](#1800)) ([954152c](954152c)) * Update debug logs statements ([#1828](#1828)) ([3cff915](3cff915)) * Instructions to quote filters that include commas ([#1794](#1794)) ([4b01720](4b01720)) * **source/cloud-sql-mssql:** Remove `ipAddress` field ([#1822](#1822)) ([38d535d](38d535d)) * **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order ([#1753](#1753)) ([9723cad](9723cad)) * **tools/postgres-execute-sql:** Do not ignore SQL failure ([#1829](#1829)) ([8984287](8984287)) --- 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>

Anaethelion requested a review from a team August 7, 2025 17:01

blunderbuss-gcf bot assigned averikitsch Aug 7, 2025

duwenxin99 assigned duwenxin99 and unassigned averikitsch Aug 12, 2025

duwenxin99 requested changes Aug 14, 2025

View reviewed changes

internal/sources/elasticsearch/elasticsearch_test.go Outdated Show resolved Hide resolved

Anaethelion force-pushed the elasticsearch_integration branch from 85e9ee7 to e0fbb2d Compare August 29, 2025 16:37

duwenxin99 force-pushed the elasticsearch_integration branch from 5531aad to 0d8d011 Compare September 3, 2025 01:34

duwenxin99 requested changes Sep 5, 2025

View reviewed changes

cmd/root.go Show resolved Hide resolved

tests/elasticsearch/elasticsearch_integration_test.go Show resolved Hide resolved

Anaethelion force-pushed the elasticsearch_integration branch from 4ae2f63 to 7ec8b86 Compare September 23, 2025 15:19

Anaethelion added 4 commits October 30, 2025 10:41

feat: add elasticsearch support

a75bc4f

feat(source): add elasticsearch source

36dc246

feat(tools): add elasticsearch tools

6f476a2

feat(docs): add documentation for elasticsearch

e3eb881

release-please bot mentioned this pull request Nov 7, 2025

chore(main): release 0.19.1 #1901

Merged

BrewTestBot mentioned this pull request Nov 7, 2025

mcp-toolbox 0.19.1 Homebrew/homebrew-core#253583

Merged

github-actions bot mentioned this pull request Feb 18, 2026

Link Checker Report #2513

Closed

Conversation

Anaethelion commented Aug 7, 2025

Uh oh!

averikitsch commented Aug 8, 2025

Uh oh!

duwenxin99 commented Aug 14, 2025

Uh oh!

duwenxin99 left a comment

Choose a reason for hiding this comment

Uh oh!

Uh oh!

duwenxin99 commented Aug 28, 2025

Uh oh!

Anaethelion commented Aug 28, 2025

Uh oh!

Anaethelion commented Aug 29, 2025

Uh oh!

duwenxin99 commented Sep 2, 2025

Uh oh!

Uh oh!

Uh oh!

duwenxin99 commented Sep 17, 2025

Uh oh!

duwenxin99 commented Sep 19, 2025

Uh oh!

duwenxin99 commented Sep 19, 2025

Uh oh!

Anaethelion commented Sep 23, 2025

Uh oh!

duwenxin99 commented Sep 23, 2025

Uh oh!

duwenxin99 commented Sep 23, 2025

Uh oh!

Anaethelion commented Sep 23, 2025

Uh oh!

nayrttam commented Oct 1, 2025

Uh oh!

duwenxin99 commented Oct 1, 2025 • edited Loading Uh oh! There was an error while loading. Please reload this page.

Uh oh!

Uh oh!

Anaethelion commented Oct 7, 2025

Uh oh!

duwenxin99 commented Oct 7, 2025

Uh oh!

Reviewers

Assignees

Labels

Projects

Milestone

Development

Uh oh!

4 participants

duwenxin99 commented Oct 1, 2025 •

edited

Loading