GitLab MCP Server

New Feature: Dynamic GitLab API URL support with connection pooling! See Dynamic API URL Documentation for details.

@zereight/mcp-gitlab

A comprehensive GitLab MCP server for AI clients. Manage projects, merge requests, issues, pipelines, wiki, releases, milestones, and more through stdio, SSE, and Streamable HTTP.

Supports PAT, OAuth, read-only mode, dynamic API URLs, and remote authorization for VS Code, Claude, Cursor, Copilot, and other MCP clients.

Why use this GitLab MCP?

• Broad GitLab coverage — projects, repository browsing, merge requests, issues, pipelines, wiki, releases, labels, milestones, and more
• Flexible auth — Personal Access Token, local OAuth2 browser flow, MCP OAuth proxy, and per-request remote authorization
• Multiple transports — stdio for local clients, SSE for legacy clients, and Streamable HTTP for modern remote deployments
• Client-friendly setup — examples for Claude Code, Codex, Antigravity, OpenCode, Copilot, Cline, Roo Code, Cursor, Kilo Code, and Amp Code
• Self-hosted ready — works with custom GitLab instances, proxy settings, and dynamic API URL routing

Quick start: choose either Personal Access Token or OAuth2 setup below and use @zereight/mcp-gitlab in your MCP client configuration.

Client Setup Guides

• Claude Code Setup Guide
• VS Code Setup Guide
• GitHub Copilot Setup Guide
• Codex Setup Guide
• Cursor Setup Guide
• JSON-Based MCP Clients Setup Guide - for Factory AI Droid, OpenClaw, and OpenCode style clients
• OAuth2 Authentication Setup Guide
• Environment Variables Reference

Usage

Setup Overview

Authentication Methods

The server supports four authentication methods:

For local/desktop use (most common):

1. Personal Access Token (GITLAB_PERSONAL_ACCESS_TOKEN) — simplest setup

2. OAuth2 — Local Browser (GITLAB_USE_OAUTH) — recommended for better security

For server/remote deployments:

3. OAuth2 — MCP Proxy (GITLAB_MCP_OAUTH) — for remote MCP clients such as Claude.ai

4. Remote Authorization (REMOTE_AUTHORIZATION) — multi-user deployments where each caller provides their own token

Quick setup paths

• Claude Code: see Claude Code Setup Guide
• VS Code: see VS Code Setup Guide
• GitHub Copilot: see GitHub Copilot Setup Guide
• Codex: see Codex Setup Guide
• Cursor: see Cursor Setup Guide
• Factory AI Droid / OpenClaw / OpenCode style clients: see JSON-Based MCP Clients Setup Guide
• OAuth browser flow details: see OAuth2 Authentication Setup Guide

For the simplest local setup, start with a Personal Access Token. For browser-based local auth, use OAuth2. For remote or multi-user deployments, continue to the MCP OAuth and Remote Authorization sections later in this README.

Using CLI Arguments (for clients with env var issues)

Some MCP clients (like GitHub Copilot CLI) have issues with environment variables. Use CLI arguments instead:

{
  "mcpServers": {
    "gitlab": {
      "command": "npx",
      "args": [
        "-y",
        "@zereight/mcp-gitlab",
        "--token=YOUR_GITLAB_TOKEN",
        "--api-url=https://gitlab.com/api/v4"
      ],
      "tools": ["*"]
    }
  }
}

Available CLI arguments:

• --token - GitLab Personal Access Token (replaces GITLAB_PERSONAL_ACCESS_TOKEN)
• --api-url - GitLab API URL (replaces GITLAB_API_URL)
• --read-only=true - Enable read-only mode (replaces GITLAB_READ_ONLY_MODE)
• --use-wiki=true - Enable wiki API (replaces USE_GITLAB_WIKI)
• --use-milestone=true - Enable milestone API (replaces USE_MILESTONE)
• --use-pipeline=true - Enable pipeline API (replaces USE_PIPELINE)

CLI arguments take precedence over environment variables.

• sse

docker run -i --rm \
  -e HOST=0.0.0.0 \
  -e GITLAB_PERSONAL_ACCESS_TOKEN=your_gitlab_token \
  -e GITLAB_API_URL="https://gitlab.com/api/v4" \
  -e GITLAB_READ_ONLY_MODE=true \
  -e USE_GITLAB_WIKI=true \
  -e USE_MILESTONE=true \
  -e USE_PIPELINE=true \
  -e SSE=true \
  -p 3333:3002 \
  zereight050/gitlab-mcp

{
  "mcpServers": {
    "gitlab": {
      "type": "sse",
      "url": "http://localhost:3333/sse"
    }
  }
}

• streamable-http

docker run -i --rm \
  -e HOST=0.0.0.0 \
  -e GITLAB_PERSONAL_ACCESS_TOKEN=your_gitlab_token \
  -e GITLAB_API_URL="https://gitlab.com/api/v4" \
  -e GITLAB_READ_ONLY_MODE=true \
  -e USE_GITLAB_WIKI=true \
  -e USE_MILESTONE=true \
  -e USE_PIPELINE=true \
  -e STREAMABLE_HTTP=true \
  -p 3333:3002 \
  zereight050/gitlab-mcp

{
  "mcpServers": {
    "gitlab": {
      "type": "streamable-http",
      "url": "http://localhost:3333/mcp"
    }
  }
}

Using MCP OAuth Proxy (GITLAB_MCP_OAUTH)

For server/remote deployments only. This mode requires the MCP server to be deployed with a publicly accessible HTTPS URL. For local/desktop use, see GITLAB_USE_OAUTH above.

For remote MCP clients that support the MCP OAuth specification (e.g. Claude.ai).

The server acts as a full OAuth 2.0 authorization server — unauthenticated requests

receive a 401 + WWW-Authenticate response, which triggers the OAuth browser flow

automatically on the client side.

How it works: You deploy this MCP server somewhere with a public HTTPS URL. MCP

clients connect to {MCP_SERVER_URL}/mcp. The server handles the OAuth 2.0 flow,

exchanging credentials with GitLab on behalf of the client.

Prerequisites:

1. A publicly accessible HTTPS server URL (MCP_SERVER_URL) — use ngrok for local testing

2. A pre-registered GitLab OAuth application with api (or read_api) scopes

— Go to Admin area → Applications, set Redirect URI to {MCP_SERVER_URL}/callback

docker run -i --rm \
  -e HOST=0.0.0.0 \
  -e GITLAB_MCP_OAUTH=true \
  -e GITLAB_OAUTH_CALLBACK_PROXY=true \
  -e STREAMABLE_HTTP=true \
  -e MCP_SERVER_URL=https://your-server.example.com \
  -e GITLAB_API_URL="https://gitlab.com/api/v4" \
  -e GITLAB_OAUTH_APP_ID=your_app_id \
  -p 3000:3002 \
  zereight050/gitlab-mcp

MCP client configuration:

{
  "mcpServers": {
    "gitlab": {
      "type": "http",
      "url": "https://your-server.example.com/mcp"
    }
  }
}

Using Remote Authorization (REMOTE_AUTHORIZATION)

For server/remote deployments only. Each HTTP caller provides their own GitLab token directly in request headers — no OAuth flow involved.

For multi-user or multi-tenant deployments where each caller provides their own

GitLab token in the HTTP request header. No OAuth flow — the MCP server forwards

the token to GitLab on behalf of the caller.

Header priority: Private-Token > JOB-TOKEN > Authorization: Bearer

Example request headers:

Private-Token: glpat-xxxxxxxxxxxxxxxxxxxx

or using a Bearer token:

Authorization: Bearer glpat-xxxxxxxxxxxxxxxxxxxx

⚠️ REMOTE_AUTHORIZATION is not compatible with SSE transport. STREAMABLE_HTTP=true is required.

Environment Variables

Use the dedicated reference for the full environment variable list:

• Environment Variables Reference

Most users only need one of these starting sets:

• Local PAT: GITLAB_PERSONAL_ACCESS_TOKEN, GITLAB_API_URL
• Local OAuth: GITLAB_USE_OAUTH=true, GITLAB_OAUTH_CLIENT_ID, GITLAB_OAUTH_REDIRECT_URI, GITLAB_API_URL
• Remote multi-user HTTP: STREAMABLE_HTTP=true, REMOTE_AUTHORIZATION=true, HOST, PORT

Commonly referenced variables:

• GITLAB_API_URL
• GITLAB_PERSONAL_ACCESS_TOKEN
• GITLAB_USE_OAUTH
• REMOTE_AUTHORIZATION
• GITLAB_MCP_OAUTH
• GITLAB_OAUTH_CALLBACK_PROXY

The reference document also covers:

• auth and OAuth variables
• MCP OAuth proxy variables
• project and tool filtering variables
• dynamic tool discovery via discover_tools (on-demand toolset activation)
• transport and session variables
• proxy and TLS variables

For callback proxy mode details, see GitLab MCP OAuth Callback Proxy.

Remote Authorization Setup (Multi-User Support)

When using REMOTE_AUTHORIZATION=true, the MCP server can support multiple users, each with their own GitLab token passed via HTTP headers. This is useful for:

• Shared MCP server instances where each user needs their own GitLab access
• IDE integrations that can inject user-specific tokens into MCP requests

Setup Example:

# Start server with remote authorization
docker run -d \
  -e HOST=0.0.0.0 \
  -e STREAMABLE_HTTP=true \
  -e REMOTE_AUTHORIZATION=true \
  -e GITLAB_API_URL="https://gitlab.com/api/v4" \
  -e GITLAB_READ_ONLY_MODE=true \
  -e SESSION_TIMEOUT_SECONDS=3600 \
  -p 3333:3002 \
  zereight050/gitlab-mcp

Client Configuration:

Your IDE or MCP client must send one of these headers with each request:

Authorization: Bearer glpat-xxxxxxxxxxxxxxxxxxxx

or

Private-Token: glpat-xxxxxxxxxxxxxxxxxxxx

The token is stored per session (identified by mcp-session-id header) and reused for subsequent requests in the same session.

Remote Authorization Client Configuration Example with Cursor

{
  "mcpServers": {
    "GitLab": {
      "url": "http(s):///mcp",
      "headers": {
        "Authorization": "Bearer glpat-..."
      }
    }
  }
}

Important Notes:

• Remote authorization only works with Streamable HTTP transport
• Each session is isolated - tokens from one session cannot access another session's data

Tokens are automatically cleaned up when sessions close

• Session timeout: Auth tokens expire after SESSION_TIMEOUT_SECONDS (default 1 hour) of inactivity. After timeout, the client must send auth headers again. The transport session remains active.
• Each request resets the timeout timer for that session
• Rate limiting: Each session is limited to MAX_REQUESTS_PER_MINUTE requests per minute (default 60)
• Capacity limit: Server accepts up to MAX_SESSIONS concurrent sessions (default 1000)

MCP OAuth Setup (Claude.ai Native OAuth)

When using GITLAB_MCP_OAUTH=true, the server acts as an OAuth proxy to your GitLab

instance. Claude.ai (and any MCP-spec-compliant client) handles the entire browser

authentication flow automatically — no manual Personal Access Token management needed.

Prerequisites:

A pre-registered GitLab OAuth application is required. GitLab restricts dynamically

registered (unverified) applications to the mcp scope, which is insufficient for API

calls (need api or read_api).

1. Go to your GitLab instance → Admin Area > Applications (instance-wide) or User Settings > Applications (personal)

2. Create a new application with:

• Confidential: unchecked
• Scopes: api, read_api, read_user (or whichever scopes you intend to request via GITLAB_OAUTH_SCOPES)

3. Save and copy the Application ID — this is your GITLAB_OAUTH_APP_ID

How it works:

1. User adds your MCP server URL in Claude.ai

2. Claude.ai discovers OAuth endpoints via /.well-known/oauth-authorization-server

3. Claude.ai registers itself via Dynamic Client Registration (POST /register) — handled locally by the MCP server (each client gets a virtual client ID)

4. Claude.ai redirects the user's browser to GitLab's login page using the pre-registered OAuth application

5. User authenticates; GitLab redirects back to https://claude.ai/api/mcp/auth_callback

6. Claude.ai sends Authorization: Bearer on every MCP request

7. Server validates the token with GitLab and stores it per session

Server setup:

docker run -d \
  -e STREAMABLE_HTTP=true \
  -e GITLAB_MCP_OAUTH=true \
  -e GITLAB_OAUTH_APP_ID="your-gitlab-oauth-app-client-id" \
  -e GITLAB_API_URL="https://gitlab.example.com/api/v4" \
  -e MCP_SERVER_URL="https://your-mcp-server.example.com" \
  -p 3002:3002 \
  zereight050/gitlab-mcp

For local development (HTTP allowed):

MCP_DANGEROUSLY_ALLOW_INSECURE_ISSUER_URL=true \
STREAMABLE_HTTP=true \
GITLAB_MCP_OAUTH=true \
GITLAB_OAUTH_APP_ID=your-gitlab-oauth-app-client-id \
MCP_SERVER_URL=http://localhost:3002 \
GITLAB_API_URL=https://gitlab.com/api/v4 \
node build/index.js

Claude.ai configuration:

{
  "mcpServers": {
    "GitLab": {
      "url": "https://your-mcp-server.example.com/mcp"
    }
  }
}

No headers field is needed — Claude.ai obtains the token via OAuth automatically.

Environment variables:

Important Notes:

• MCP OAuth only works with Streamable HTTP transport (SSE=true is incompatible)
• Each user session stores its own OAuth token — sessions are fully isolated
• Session timeout, rate limiting, and capacity limits apply identically to the

REMOTE_AUTHORIZATION mode (SESSION_TIMEOUT_SECONDS, MAX_REQUESTS_PER_MINUTE,

MAX_SESSIONS)

• Header auth fallback: when Private-Token or JOB-TOKEN request headers are

present, OAuth validation is skipped and the raw token is used directly for that

session. This allows PATs and CI job tokens to be used alongside the OAuth flow on

the same server instance. Authorization: Bearer is always treated as an OAuth

token — use Private-Token for PAT-based header auth.

Agent Skill Files

Pre-built skill files are available in [skills/gitlab-mcp/](./skills/gitlab-mcp/) for AI agents that support skill/instruction loading (Claude Code, GitHub Copilot, Cursor, etc.).

• **SKILL.md** — Core guide (~800 tokens) with toolset overview, key workflows, and parameter hints
• **reference/** — Detailed workflow docs for code review, merge requests, issues, and pipelines

Register the skill directory in your AI client to get optimal tool usage guidance without relying solely on the full ListTools response.

Tools 🛠️

Click to expand

1. merge_merge_request - Merge a merge request in a GitLab project

2. create_or_update_file - Create or update a single file in a GitLab project

3. search_repositories - Search for GitLab projects

4. create_repository - Create a new GitLab project

5. get_file_contents - Get the contents of a file or directory from a GitLab project

6. push_files - Push multiple files to a GitLab project in a single commit

7. create_issue - Create a new issue in a GitLab project

8. create_merge_request - Create a new merge request in a GitLab project

9. fork_repository - Fork a GitLab project to your account or specified namespace

10. create_branch - Create a new branch in a GitLab project

11. get_merge_request - Get details of a merge request with compact deployment summary, behind-count, commit addition summary, and approval summary (Either mergeRequestIid or branchName must be provided)

12. get_merge_request_diffs - Get the changes/diffs of a merge request (Either mergeRequestIid or branchName must be provided)

13. list_merge_request_diffs - List merge request diffs with pagination support (Either mergeRequestIid or branchName must be provided)

14. get_merge_request_conflicts - Get the conflicts of a merge request in a GitLab project

15. list_merge_request_changed_files - STEP 1 of code review workflow. Returns ONLY the list of changed file paths in a merge request — WITHOUT diff content. Call this first to get file paths, then call get_merge_request_file_diff with multiple files in a single batched call (recommended 3-5 files per call). Supports excluded_file_patterns filtering using regex. (Either mergeRequestIid or branchName must be provided)

16. get_merge_request_file_diff - STEP 2 of code review workflow. Get diffs for one or more files from a merge request. Call list_merge_request_changed_files first, then pass them as an array to fetch diffs efficiently. Batching multiple files (recommended 3-5) is supported. (Either mergeRequestIid or branchName must be provided)

17. list_merge_request_versions - List all versions of a merge request

18. get_merge_request_version - Get a specific version of a merge request

19. get_branch_diffs - Get the changes/diffs between two branches or commits in a GitLab project

20. update_merge_request - Update a merge request (Either mergeRequestIid or branchName must be provided)

21. create_note - Create a new note (comment) to an issue or merge request

22. create_merge_request_thread - Create a new thread on a merge request

23. mr_discussions - List discussion items for a merge request

24. resolve_merge_request_thread - Resolve a thread on a merge request

25. update_merge_request_note - Modify an existing merge request thread note

26. create_merge_request_note - Add a new note to an existing merge request thread

27. delete_merge_request_discussion_note - Delete a discussion note on a merge request

28. update_merge_request_discussion_note - Update a discussion note on a merge request

29. create_merge_request_discussion_note - Add a new discussion note to an existing merge request thread

30. delete_merge_request_note - Delete an existing merge request note

31. get_merge_request_note - Get a specific note for a merge request

32. get_merge_request_notes - List notes for a merge request

33. get_draft_note - Get a single draft note from a merge request

34. list_draft_notes - List draft notes for a merge request

35. create_draft_note - Create a draft note for a merge request

36. update_draft_note - Update an existing draft note

37. delete_draft_note - Delete a draft note

38. publish_draft_note - Publish a single draft note

39. bulk_publish_draft_notes - Publish all draft notes for a merge request

40. list_merge_requests - List merge requests globally or in a specific GitLab project with filtering options (project_id is now optional)

41. approve_merge_request - Approve a merge request (requires appropriate permissions)

42. unapprove_merge_request - Unapprove a previously approved merge request

43. get_merge_request_approval_state - Get merge request approval details including approvers (uses approval_state when available, otherwise falls back to approvals)

44. update_issue_note - Modify an existing issue thread note

45. create_issue_note - Add a new note to an existing issue thread

46. list_issues - List issues (default: created by current user only; use scope='all' for all accessible issues)

47. my_issues - List issues assigned to the authenticated user (defaults to open issues)

48. get_issue - Get details of a specific issue in a GitLab project

49. update_issue - Update an issue in a GitLab project

50. delete_issue - Delete an issue from a GitLab project

51. list_issue_links - List all issue links for a specific issue

52. list_issue_discussions - List discussions for an issue in a GitLab project

53. get_issue_link - Get a specific issue link

54. create_issue_link - Create an issue link between two issues

55. delete_issue_link - Delete an issue link

56. list_namespaces - List all namespaces available to the current user

57. get_namespace - Get details of a namespace by ID or path

58. verify_namespace - Verify if a namespace path exists

59. get_project - Get details of a specific project

60. list_projects - List projects accessible by the current user

61. list_project_members - List members of a GitLab project

62. list_group_projects - List projects in a GitLab group with filtering options

63. list_group_iterations - List group iterations with filtering options

64. list_labels - List labels for a project

65. get_label - Get a single label from a project

66. create_label - Create a new label in a project

67. update_label - Update an existing label in a project

68. delete_label - Delete a label from a project

69. list_pipelines - List pipelines in a GitLab project with filtering options

70. get_pipeline - Get details of a specific pipeline in a GitLab project

71. list_pipeline_jobs - List all jobs in a specific pipeline

72. list_pipeline_trigger_jobs - List all trigger jobs (bridges) in a specific pipeline that trigger downstream pipelines

73. get_pipeline_job - Get details of a GitLab pipeline job number

74. get_pipeline_job_output - Get the output/trace of a GitLab pipeline job with optional pagination to limit context window usage

75. create_pipeline - Create a new pipeline for a branch or tag

76. retry_pipeline - Retry a failed or canceled pipeline

77. cancel_pipeline - Cancel a running pipeline

78. play_pipeline_job - Run a manual pipeline job

79. retry_pipeline_job - Retry a failed or canceled pipeline job

80. cancel_pipeline_job - Cancel a running pipeline job

81. list_deployments - List deployments in a GitLab project with filtering options

82. get_deployment - Get details of a specific deployment in a GitLab project

83. list_environments - List environments in a GitLab project

84. get_environment - Get details of a specific environment in a GitLab project

85. list_job_artifacts - List artifact files in a job's artifacts archive. Returns file names, paths, types, and sizes

86. download_job_artifacts - Download the entire artifact archive (zip) for a job to a local path. Returns the saved file path

87. get_job_artifact_file - Get the content of a single file from a job's artifacts by its path within the archive

88. list_milestones - List milestones in a GitLab project with filtering options

89. get_milestone - Get details of a specific milestone

90. create_milestone - Create a new milestone in a GitLab project

91. edit_milestone - Edit an existing milestone in a GitLab project

92. delete_milestone - Delete a milestone from a GitLab project

93. get_milestone_issue - Get issues associated with a specific milestone

94. get_milestone_merge_requests - Get merge requests associated with a specific milestone

95. promote_milestone - Promote a milestone to the next stage

96. get_milestone_burndown_events - Get burndown events for a specific milestone

97. list_wiki_pages - List wiki pages in a GitLab project

98. get_wiki_page - Get details of a specific wiki page

99. create_wiki_page - Create a new wiki page in a GitLab project

100. update_wiki_page - Update an existing wiki page in a GitLab project

101. delete_wiki_page - Delete a wiki page from a GitLab project

102. list_group_wiki_pages - List wiki pages in a GitLab group

103. get_group_wiki_page - Get details of a specific group wiki page

104. create_group_wiki_page - Create a new wiki page in a GitLab group

105. update_group_wiki_page - Update an existing wiki page in a GitLab group

106. delete_group_wiki_page - Delete a wiki page from a GitLab group

107. get_repository_tree - Get the repository tree for a GitLab project (list files and directories)

108. list_commits - List repository commits with filtering options

109. get_commit - Get details of a specific commit

110. get_commit_diff - Get changes/diffs of a specific commit

111. list_releases - List all releases for a project

112. get_release - Get a release by tag name

113. create_release - Create a new release in a GitLab project

114. update_release - Update an existing release in a GitLab project

115. delete_release - Delete a release from a GitLab project (does not delete the associated tag)

116. create_release_evidence - Create release evidence for an existing release (GitLab Premium/Ultimate only)

117. download_release_asset - Download a release asset file by direct asset path

118. get_users - Get GitLab user details by usernames

119. list_events - List all events for the currently authenticated user

120. get_project_events - List all visible events for a specified project

121. upload_markdown - Upload a file to a GitLab project for use in markdown content

122. download_attachment - Download an uploaded file from a GitLab project by secret and filename

123. get_work_item - Get a single work item with full details including status, hierarchy (parent/children), type, labels, assignees, and all widgets

124. list_work_items - List work items in a project with filters (type, state, search, assignees, labels). Returns items with status and hierarchy info

125. create_work_item - Create a new work item (issue, task, incident, test_case, epic, key_result, objective, requirement, ticket). Supports setting title, description, labels, assignees, weight, parent, health status, start/due dates, milestone, and confidentiality

126. update_work_item - Update a work item. Can modify title, description, labels, assignees, weight, state, status, parent hierarchy, children, health status, start/due dates, milestone, confidentiality, linked items, and custom fields

127. convert_work_item_type - Convert a work item to a different type (e.g. issue to task, task to incident)

128. list_work_item_statuses - List available statuses for a work item type in a project. Requires GitLab Premium/Ultimate with configurable statuses

129. list_custom_field_definitions - List available custom field definitions for a work item type in a project. Returns field names, types, and IDs needed for setting custom fields via update_work_item

130. move_work_item - Move a work item (issue, task, etc.) to a different project. Uses GitLab GraphQL issueMove mutation

131. list_work_item_notes - List notes and discussions on a work item. Returns threaded discussions with author, body, timestamps, and system/internal flags

132. create_work_item_note - Add a note/comment to a work item. Supports Markdown, internal notes, and threaded replies

133. get_timeline_events - List timeline events for an incident. Returns chronological events with notes, timestamps, and tags

134. create_timeline_event - Create a timeline event on an incident. Supports tags: 'Start time', 'End time', 'Impact detected', 'Response initiated', 'Impact mitigated', 'Cause identified'

135. list_webhooks - List all configured webhooks for a GitLab project or group. Provide either project_id or group_id

136. list_webhook_events - List recent webhook events (past 7 days) for a project or group webhook. Use summary mode for overview, then get_webhook_event for full details

137. get_webhook_event - Get full details of a specific webhook event by ID, including request/response payloads

138. search_code - Search for code across all projects on the GitLab instance (requires advanced search or exact code search to be enabled)

139. search_project_code - Search for code within a specific GitLab project (requires advanced search or exact code search to be enabled)

140. search_group_code - Search for code within a specific GitLab group (requires advanced search or exact code search to be enabled)

141. execute_graphql - Execute a GitLab GraphQL query

Testing 🧪

The project includes comprehensive test coverage including remote authorization:

# Run all tests (API validation + remote auth)
npm test

# Run only remote authorization tests
npm run test:remote-auth

# Run all tests including readonly MCP tests
npm run test:all

# Run only API validation
npm run test:integration

All remote authorization tests use a mock GitLab server and do not require actual GitLab credentials.