feat(tools/looker): Looker agent management from MCP by drstrangelooker · Pull Request #2830 · googleapis/mcp-toolbox

drstrangelooker · 2026-03-24T19:14:37Z

Description

Looker agent management from MCP

PR Checklist

Thank you for opening a Pull Request! Before submitting your PR, there are a
few things you can do to make sure it goes smoothly:

Make sure you reviewed
CONTRIBUTING.md
Make sure to open an issue as a
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Ensure the tests and linter pass
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Appropriate docs were updated (if necessary)
Make sure to add ! if this involve a breaking change

🛠️ Fixes #2827

gemini-code-assist · 2026-03-24T19:14:55Z

Summary of Changes

Hello, I'm Gemini Code Assist¹! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request integrates a new tool into the system that allows for the programmatic management of Looker Agents. This enhancement provides LLMs with direct capabilities to interact with Looker Agent resources, streamlining automation and extending the platform's reach into Looker's agent ecosystem. The changes include the core implementation of the tool, its registration within the command-line interface, and comprehensive user documentation.

Highlights

New Looker Agent Management Tool: A new looker-agent tool has been introduced, enabling Large Language Models (LLMs) to manage Looker Agents directly from the Multi-Cloud Platform (MCP).
CRUD Operations for Looker Agents: The new tool supports list, get, create, and delete operations for Looker Agents, leveraging the Looker Go SDK.
Comprehensive Documentation: Detailed documentation for the looker-agent tool has been added, covering its configuration, parameters, and usage examples for each supported operation.

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drstrangelooker · 2026-03-24T19:15:20Z

@hiracky16 lets continue from here so that all the tests run properly.

drstrangelooker · 2026-03-24T19:18:33Z

Do you want this to be in a prebuilt tool set? Also we should have some integration tests in tests/looker/looker_integration_test.go. These run against the looker instance sandbox.looker-devrel.com.

github-actions · 2026-03-24T19:19:36Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-2830/

gemini-code-assist

Code Review

This pull request introduces a new looker-agent tool, enabling LLMs to perform CRUD operations (list, get, create, delete) on Looker agents. The changes include the tool's core implementation, registration, documentation, and unit tests. Feedback from the review suggests adhering to naming conventions for tool names as per the style guide, utilizing NewStringParameterWithAllowedValues for more robust parameter validation, and dynamically referencing the tool's name in debug logs for improved maintainability.

docs/en/resources/tools/looker/looker-agent.md

internal/tools/looker/lookeragent/lookeragent.go

internal/tools/looker/lookercreateagent/lookercreateagent_test.go

docs/en/resources/tools/looker/looker-agent.md

github-actions · 2026-03-24T19:33:55Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-2830/

drstrangelooker · 2026-03-24T19:39:32Z

@hiracky16 I didn't realise you weren't a googler. You may not be able to commit to this branch. If you fork this branch and the set PRs against it I'll merge them in.

hiracky16 · 2026-03-24T21:57:40Z

@drstrangelooker Thank you for the suggestion. I've significantly expanded the description field in the documentation to include detailed instructions for LLMs, explaining each operation and its required parameters. This should make it much easier for agents to use the tool correctly.
Please review #2834

## Description Addresses the feedback from the maintainers regarding the `looker-agent` tool.

github-actions · 2026-03-25T14:26:33Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-2830/

github-actions · 2026-03-25T14:30:26Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-2830/

…r for agent tool (#2864) ## Description This PR significantly enhances the `looker-agent` tool by adding missing parameters required for effective agent management. In the initial implementation, only `name` and `description` (internal) were supported. However, crucial fields for Looker AI Agents such as `instructions` (system prompt), `sources` (data models/explores), and `code_interpreter` were missing. This update fills those gaps and also introduces an update operation. ## Changes - New Parameters: Added `instructions`, `sources` (JSON-encoded array), and `code_interpreter` (boolean) to both `create` and `update` operations. - Update Operation: Implemented the `update` operation to allow modification of existing agents. - Robustness: - Updated error handling to use `http.StatusBadRequest` for client-side validation errors. - Added safety checks for parameter access to prevent runtime panics. - Enhanced Testing: Rewrote and expanded unit tests to cover all new parameters, operations, and validation logic (including MCP manifest verification). - Documentation: Updated the tool's documentation with detailed LLM instructions and usage examples for all new fields. ## Impact The `looker-agent` tool is now fully capable of managing the complete lifecycle and configuration of Looker AI Agents, enabling sophisticated analytical workflows. ## Verification - Comprehensive unit tests added and passed: go test -v ./internal/tools/looker/lookeragent/... - Verified MCP manifest generation and schema correctness.

hiracky16 · 2026-03-29T22:13:50Z

@drstrangelooker
Following up on your previous guidance about creating a PR against this branch, I've just opened a new one to address the remaining feedback and enhance the tool: PR #2887 : fix(tools/looker): address CI failures and enhance agent tool functionality.

Please let me know if there's anything else needed to merge #2830! I'm happy to make further adjustments as required.

…nality (#2887) …ort agent instructions/update ## Description This PR addresses CI failures observed in #2830 and enhances the `looker-agent` tool with missing functionality and improved robustness. Based on the CI results in #2830, I have fixed the linting issues and the documentation build error. I have also taken this opportunity to implement essential missing features such as agent instructions and update operations. ## PR Checklist > Thank you for opening a Pull Request! Before submitting your PR, there are a > few things you can do to make sure it goes smoothly: - [ ] Make sure you reviewed [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md) - [ ] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose) before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea - [ ] Ensure the tests and linter pass - [ ] Code coverage does not decrease (if any source code was changed) - [ ] Appropriate docs were updated (if necessary) - [ ] Make sure to add `!` if this involve a breaking change 🛠️ Fixes #<issue_number_goes_here> --------- Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

#2967) ## Description This PR addresses the security and safety concerns raised in #2830 regarding critical annotations in Looker agent tools. ### Changes - **Annotation Protection**: Hardcoded `readOnlyHint` and `destructiveHint` in the `Initialize` method for the following tools to ensure they cannot be overridden by user configuration: - `create_agent` (readOnly: false) - `update_agent` (readOnly: false) - `delete_agent` (readOnly: false, destructive: true) - `get_agent` (readOnly: true) - `list_agents` (readOnly: true) - **Verification Tests**: Added `TestAnnotations` to each tool's test suite to verify that these hints are strictly enforced even when a user attempts to override them in the configuration. - **Go Environment Consistency**: Kept the Go version at `1.25.7` to match the current `main` branch state while ensuring no unwanted toolchain updates were introduced. ## Verification Results Ran unit tests for all 5 tools and confirmed that all tests, including the new annotation enforcement checks, passed successfully.

drstrangelooker · 2026-04-07T17:27:09Z

/gemini review

gemini-code-assist

Code Review

This pull request introduces a suite of Looker Conversation Analytics tools, including functionality to create, delete, get, list, and update agents. Each tool is implemented with its own configuration, logic, and unit tests, and corresponding documentation has been added. The review feedback identifies several violations of the repository style guide regarding documentation titles and a typo in the update agent documentation.

docs/en/integrations/looker/tools/looker-create-agent.md

docs/en/integrations/looker/tools/looker-delete-agent.md

docs/en/integrations/looker/tools/looker-get-agent.md

docs/en/integrations/looker/tools/looker-list-agents.md

docs/en/integrations/looker/tools/looker-update-agent.md

minor documentation nits Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

…ation tests

github-actions · 2026-04-08T13:44:43Z

🧨 Preview deployments removed.

Cloudflare Pages environments for pr-2830 have been deleted.

## Description Looker agent management from MCP ## PR Checklist > Thank you for opening a Pull Request! Before submitting your PR, there are a > few things you can do to make sure it goes smoothly: - [x] Make sure you reviewed [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md) - [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose) before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea - [x] Ensure the tests and linter pass - [x] Code coverage does not decrease (if any source code was changed) - [x] Appropriate docs were updated (if necessary) - [x] Make sure to add `!` if this involve a breaking change 🛠️ Fixes #2827 --------- Co-authored-by: hiracky16 <h.piiice16@gmail.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 649d4ad

…pis#2830) ## Description Looker agent management from MCP ## PR Checklist > Thank you for opening a Pull Request! Before submitting your PR, there are a > few things you can do to make sure it goes smoothly: - [x] Make sure you reviewed [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md) - [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose) before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea - [x] Ensure the tests and linter pass - [x] Code coverage does not decrease (if any source code was changed) - [x] Appropriate docs were updated (if necessary) - [x] Make sure to add `!` if this involve a breaking change 🛠️ Fixes googleapis#2827 --------- Co-authored-by: hiracky16 <h.piiice16@gmail.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 649d4ad

🤖 I have created a release *beep* *boop* --- ## [0.32.0](v0.31.0...v0.32.0) (2026-04-08) ### ⚠ BREAKING CHANGES * update repo name ([#2968](#2968)) ### Features * Add MCP tool annotations to all remaining tools ([#2221](#2221)) ([ea09db9](ea09db9)) * **bigquery:** Add conversational analytics tools for Data Agents ([#2517](#2517)) ([2490a4b](2490a4b)) * **embeddingModel:** Add Backend API selection fields ([#2592](#2592)) ([912aa9e](912aa9e)) * **skills:** Add Claude Code support to generated scripts ([#2966](#2966)) ([a1609e1](a1609e1)) * **skills:** Add codex user agent ([#2973](#2973)) ([070e939](070e939)) * **skills:** Tool invocation via npx ([#2916](#2916)) ([377dc5b](377dc5b)) * **sources/singlestore:** Add ConnectionParams to SingleStore Config ([#2555](#2555)) ([73e2a8c](73e2a8c)) * **tool/dataplex-lookup-context:** Relax project constraint and enforce location ([#2952](#2952)) ([7ebfdf1](7ebfdf1)) * **tools/looker:** Looker agent management from MCP ([#2830](#2830)) ([649d4ad](649d4ad)) * **ui:** Update to use `/mcp` endpoint ([#2829](#2829)) ([c3059c2](c3059c2)) ### Bug Fixes * **bigquery:** Add impersonateServiceAccount to prebuilt config ([#2770](#2770)) ([9c3a748](9c3a748)) * **quickstart:** Robust tool lookup and modernize dependencies in Python samples ([#2863](#2863)) ([4c0845d](4c0845d)) * **skills:** Fix skill generation template ([#2914](#2914)) ([a01a15e](a01a15e)) * **skills:** Prevent empty strings overriding optional env vars in node scripts ([#2963](#2963)) ([c52adeb](c52adeb)) * **tests/bigquery:** Implement uuid-based isolation and reliable resource cleanup ([#2547](#2547)) ([479d842](479d842)) * **tests/Bigtable:** Implement uuid-based isolation and reliable resource cleanup ([#2880](#2880)) ([a769f15](a769f15)) * Update error for ConvertConfig function ([#2993](#2993)) ([62bdabb](62bdabb)) ### Code Refactoring * Update repo name ([#2968](#2968)) ([3aae809](3aae809)) --- 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* --- ## [0.32.0](v0.31.0...v0.32.0) (2026-04-08) ### ⚠ BREAKING CHANGES * update repo name ([#2968](#2968)) ### Features * Add MCP tool annotations to all remaining tools ([#2221](#2221)) ([ea09db9](ea09db9)) * **bigquery:** Add conversational analytics tools for Data Agents ([#2517](#2517)) ([2490a4b](2490a4b)) * **embeddingModel:** Add Backend API selection fields ([#2592](#2592)) ([912aa9e](912aa9e)) * **skills:** Add Claude Code support to generated scripts ([#2966](#2966)) ([a1609e1](a1609e1)) * **skills:** Add codex user agent ([#2973](#2973)) ([070e939](070e939)) * **skills:** Tool invocation via npx ([#2916](#2916)) ([377dc5b](377dc5b)) * **sources/singlestore:** Add ConnectionParams to SingleStore Config ([#2555](#2555)) ([73e2a8c](73e2a8c)) * **tool/dataplex-lookup-context:** Relax project constraint and enforce location ([#2952](#2952)) ([7ebfdf1](7ebfdf1)) * **tools/looker:** Looker agent management from MCP ([#2830](#2830)) ([649d4ad](649d4ad)) * **ui:** Update to use `/mcp` endpoint ([#2829](#2829)) ([c3059c2](c3059c2)) ### Bug Fixes * **bigquery:** Add impersonateServiceAccount to prebuilt config ([#2770](#2770)) ([9c3a748](9c3a748)) * **quickstart:** Robust tool lookup and modernize dependencies in Python samples ([#2863](#2863)) ([4c0845d](4c0845d)) * **skills:** Fix skill generation template ([#2914](#2914)) ([a01a15e](a01a15e)) * **skills:** Prevent empty strings overriding optional env vars in node scripts ([#2963](#2963)) ([c52adeb](c52adeb)) * **tests/bigquery:** Implement uuid-based isolation and reliable resource cleanup ([#2547](#2547)) ([479d842](479d842)) * **tests/Bigtable:** Implement uuid-based isolation and reliable resource cleanup ([#2880](#2880)) ([a769f15](a769f15)) * Update error for ConvertConfig function ([#2993](#2993)) ([62bdabb](62bdabb)) ### Code Refactoring * Update repo name ([#2968](#2968)) ([3aae809](3aae809)) --- 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> b9ae1c6

🤖 I have created a release *beep* *boop* --- ## [0.32.0](googleapis/mcp-toolbox@v0.31.0...v0.32.0) (2026-04-08) ### ⚠ BREAKING CHANGES * update repo name ([googleapis#2968](googleapis#2968)) ### Features * Add MCP tool annotations to all remaining tools ([googleapis#2221](googleapis#2221)) ([ea09db9](googleapis@ea09db9)) * **bigquery:** Add conversational analytics tools for Data Agents ([googleapis#2517](googleapis#2517)) ([2490a4b](googleapis@2490a4b)) * **embeddingModel:** Add Backend API selection fields ([googleapis#2592](googleapis#2592)) ([912aa9e](googleapis@912aa9e)) * **skills:** Add Claude Code support to generated scripts ([googleapis#2966](googleapis#2966)) ([a1609e1](googleapis@a1609e1)) * **skills:** Add codex user agent ([googleapis#2973](googleapis#2973)) ([070e939](googleapis@070e939)) * **skills:** Tool invocation via npx ([googleapis#2916](googleapis#2916)) ([377dc5b](googleapis@377dc5b)) * **sources/singlestore:** Add ConnectionParams to SingleStore Config ([googleapis#2555](googleapis#2555)) ([73e2a8c](googleapis@73e2a8c)) * **tool/dataplex-lookup-context:** Relax project constraint and enforce location ([googleapis#2952](googleapis#2952)) ([7ebfdf1](googleapis@7ebfdf1)) * **tools/looker:** Looker agent management from MCP ([googleapis#2830](googleapis#2830)) ([649d4ad](googleapis@649d4ad)) * **ui:** Update to use `/mcp` endpoint ([googleapis#2829](googleapis#2829)) ([c3059c2](googleapis@c3059c2)) ### Bug Fixes * **bigquery:** Add impersonateServiceAccount to prebuilt config ([googleapis#2770](googleapis#2770)) ([9c3a748](googleapis@9c3a748)) * **quickstart:** Robust tool lookup and modernize dependencies in Python samples ([googleapis#2863](googleapis#2863)) ([4c0845d](googleapis@4c0845d)) * **skills:** Fix skill generation template ([googleapis#2914](googleapis#2914)) ([a01a15e](googleapis@a01a15e)) * **skills:** Prevent empty strings overriding optional env vars in node scripts ([googleapis#2963](googleapis#2963)) ([c52adeb](googleapis@c52adeb)) * **tests/bigquery:** Implement uuid-based isolation and reliable resource cleanup ([googleapis#2547](googleapis#2547)) ([479d842](googleapis@479d842)) * **tests/Bigtable:** Implement uuid-based isolation and reliable resource cleanup ([googleapis#2880](googleapis#2880)) ([a769f15](googleapis@a769f15)) * Update error for ConvertConfig function ([googleapis#2993](googleapis#2993)) ([62bdabb](googleapis@62bdabb)) ### Code Refactoring * Update repo name ([googleapis#2968](googleapis#2968)) ([3aae809](googleapis@3aae809)) --- 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> b9ae1c6

…pis#2830) ## Description Looker agent management from MCP ## PR Checklist > Thank you for opening a Pull Request! Before submitting your PR, there are a > few things you can do to make sure it goes smoothly: - [x] Make sure you reviewed [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md) - [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose) before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea - [x] Ensure the tests and linter pass - [x] Code coverage does not decrease (if any source code was changed) - [x] Appropriate docs were updated (if necessary) - [x] Make sure to add `!` if this involve a breaking change 🛠️ Fixes googleapis#2827 --------- Co-authored-by: hiracky16 <h.piiice16@gmail.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 649d4ad

hiracky16 added 4 commits March 24, 2026 15:12

feat(tools/looker): add looker-agent tool

33e0a57

fix(tools/looker): address copilot review feedback

089ad98

fix(tools/looker): update error status codes to 400 for client errors

afd8cde

docs(tools/looker): remove duplicate documentation file

5df7717

drstrangelooker requested review from a team as code owners March 24, 2026 19:14

blunderbuss-gcf bot assigned Yuan325 Mar 24, 2026

drstrangelooker added the priority: p2 Moderately-important priority. Fix may not be included in next release. label Mar 24, 2026

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fix(tools/looker): Minor fixes to docs and lookeragent.go

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drstrangelooker commented Mar 24, 2026

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feat(tools/looker): add looker-agent tool #2827

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feat(tools/looker): address feedback for looker-agent tool hiracky16/genai-toolbox#5

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fix(tools/looker): address feedback for agent tool #2834

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hiracky16 and others added 2 commits March 25, 2026 10:21

fix(tools/looker): address feedback for agent tool (#2834)

8905e5b

## Description Addresses the feedback from the maintainers regarding the `looker-agent` tool.

Merge remote-tracking branch 'origin/main' into looker-agent

e2c5ced

hiracky16 mentioned this pull request Mar 29, 2026

fix(tools/looker): address CI failures and enhance agent tool functionality #2887

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hiracky16 and others added 2 commits March 30, 2026 15:14

Merge branch 'main' into looker-agent

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hiracky16 and others added 3 commits April 7, 2026 13:07

Merge branch 'main' into looker-agent

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chore: revert change to go.mod

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minor documentation nits Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

drstrangelooker disabled auto-merge April 7, 2026 18:07

drstrangelooker force-pushed the looker-agent branch from dcab1ba to 5b50f4e Compare April 7, 2026 19:48

chore: added integration tests and improved some logic base on integr…

1890701

…ation tests

drstrangelooker force-pushed the looker-agent branch from 5b50f4e to 1890701 Compare April 7, 2026 20:02

Merge branch 'main' into looker-agent

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drstrangelooker merged commit 649d4ad into main Apr 8, 2026
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chore(main): release 0.32.0 #2876

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mcp-toolbox 0.32.0 Homebrew/homebrew-core#276745

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