developer-toolsproductivity

GitLab

by harshmaur

Integrate with GitLab for seamless repository management, file operations, CI/CD, issue tracking, and merge requests via

Integrates with GitLab to enable repository management, file operations, issue tracking, and merge request handling using a TypeScript implementation configured with a personal access token.

github stars

1

86 tools — most comprehensive GitLab MCPEnterprise-ready with active maintenanceNatural language GitLab API access

best for

  • / Development teams using GitLab for project management
  • / DevOps engineers automating GitLab workflows
  • / Project managers tracking issues and merge requests
  • / Teams wanting natural language GitLab interactions

capabilities

  • / Manage GitLab repositories and projects
  • / Create and update issues and merge requests
  • / Access project events and activity logs
  • / Query GitLab API endpoints via natural language
  • / Handle GitLab webhooks and notifications
  • / Manage GitLab CI/CD pipelines

what it does

Provides comprehensive access to GitLab repositories, issues, merge requests, and project events through natural language commands. Includes 86 tools covering the full GitLab API.

about

GitLab is a community-built MCP server published by harshmaur that provides AI assistants with tools and capabilities via the Model Context Protocol. Integrate with GitLab for seamless repository management, file operations, CI/CD, issue tracking, and merge requests via It is categorized under developer tools, productivity.

how to install

You can install GitLab in your AI client of choice. Use the install panel on this page to get one-click setup for Cursor, Claude Desktop, VS Code, and other MCP-compatible clients. This server runs locally on your machine via the stdio transport.

license

MIT

GitLab is released under the MIT license. This is a permissive open-source license, meaning you can freely use, modify, and distribute the software.

readme

Better GitLab MCP Server

@zereight/mcp-gitlab

smithery badge

GitLab MCP(Model Context Protocol) Server. Includes bug fixes and improvements over the original GitLab MCP server.

<a href="https://glama.ai/mcp/servers/7jwbk4r6d7"><img width="380" height="200" src="https://glama.ai/mcp/servers/7jwbk4r6d7/badge" alt="gitlab mcp MCP server" /></a>

Usage

Using with Claude App, Cline, Roo Code, Cursor

When using with the Claude App, you need to set up your API key and URLs directly.

npx

{
  "mcpServers": {
    "GitLab communication server": {
      "command": "npx",
      "args": ["-y", "@zereight/mcp-gitlab"],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "your_gitlab_token",
        "GITLAB_API_URL": "your_gitlab_api_url",
        "GITLAB_READ_ONLY_MODE": "false",
        "USE_GITLAB_WIKI": "false", // use wiki api?
        "USE_MILESTONE": "false", // use milestone api?
        "USE_PIPELINE": "false" // use pipeline api?
      }
    }
  }
}

Docker

  • stdio
{
  "mcpServers": {
    "GitLab communication server": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "GITLAB_PERSONAL_ACCESS_TOKEN",
        "-e",
        "GITLAB_API_URL",
        "-e",
        "GITLAB_READ_ONLY_MODE",
        "-e",
        "USE_GITLAB_WIKI",
        "-e",
        "USE_MILESTONE",
        "-e",
        "USE_PIPELINE",
        "iwakitakuma/gitlab-mcp"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "your_gitlab_token",
        "GITLAB_API_URL": "https://gitlab.com/api/v4", // Optional, for self-hosted GitLab
        "GITLAB_READ_ONLY_MODE": "false",
        "USE_GITLAB_WIKI": "true",
        "USE_MILESTONE": "true",
        "USE_PIPELINE": "true"
      }
    }
  }
}
  • sse
docker run -i --rm \
  -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 \
  iwakitakuma/gitlab-mcp
{
  "mcpServers": {
    "GitLab communication server": {
      "url": "http://localhost:3333/sse"
    }
  }
}

Docker Image Push

$ sh scripts/image_push.sh docker_user_name

Environment Variables

  • GITLAB_PERSONAL_ACCESS_TOKEN: Your GitLab personal access token.
  • GITLAB_API_URL: Your GitLab API URL. (Default: https://gitlab.com/api/v4)
  • GITLAB_READ_ONLY_MODE: When set to 'true', restricts the server to only expose read-only operations. Useful for enhanced security or when write access is not needed. Also useful for using with Cursor and it's 40 tool limit.
  • USE_GITLAB_WIKI: When set to 'true', enables the wiki-related tools (list_wiki_pages, get_wiki_page, create_wiki_page, update_wiki_page, delete_wiki_page). By default, wiki features are disabled.
  • USE_MILESTONE: When set to 'true', enables the milestone-related tools (list_milestones, get_milestone, create_milestone, edit_milestone, delete_milestone, get_milestone_issue, get_milestone_merge_requests, promote_milestone, get_milestone_burndown_events). By default, milestone features are disabled.
  • USE_PIPELINE: When set to 'true', enables the pipeline-related tools (list_pipelines, get_pipeline, list_pipeline_jobs, get_pipeline_job, get_pipeline_job_output, create_pipeline, retry_pipeline, cancel_pipeline). By default, pipeline features are disabled.

Tools 🛠️

+<!-- TOOLS-START -->

  1. create_or_update_file - Create or update a single file in a GitLab project
  2. search_repositories - Search for GitLab projects
  3. create_repository - Create a new GitLab project
  4. get_file_contents - Get the contents of a file or directory from a GitLab project
  5. push_files - Push multiple files to a GitLab project in a single commit
  6. create_issue - Create a new issue in a GitLab project
  7. create_merge_request - Create a new merge request in a GitLab project
  8. fork_repository - Fork a GitLab project to your account or specified namespace
  9. create_branch - Create a new branch in a GitLab project
  10. get_merge_request - Get details of a merge request (Either mergeRequestIid or branchName must be provided)
  11. get_merge_request_diffs - Get the changes/diffs of a merge request (Either mergeRequestIid or branchName must be provided)
  12. get_branch_diffs - Get the changes/diffs between two branches or commits in a GitLab project
  13. update_merge_request - Update a merge request (Either mergeRequestIid or branchName must be provided)
  14. create_note - Create a new note (comment) to an issue or merge request
  15. create_merge_request_thread - Create a new thread on a merge request
  16. mr_discussions - List discussion items for a merge request
  17. update_merge_request_note - Modify an existing merge request thread note
  18. create_merge_request_note - Add a new note to an existing merge request thread
  19. update_issue_note - Modify an existing issue thread note
  20. create_issue_note - Add a new note to an existing issue thread
  21. list_issues - List issues in a GitLab project with filtering options
  22. get_issue - Get details of a specific issue in a GitLab project
  23. update_issue - Update an issue in a GitLab project
  24. delete_issue - Delete an issue from a GitLab project
  25. list_issue_links - List all issue links for a specific issue
  26. list_issue_discussions - List discussions for an issue in a GitLab project
  27. get_issue_link - Get a specific issue link
  28. create_issue_link - Create an issue link between two issues
  29. delete_issue_link - Delete an issue link
  30. list_namespaces - List all namespaces available to the current user
  31. get_namespace - Get details of a namespace by ID or path
  32. verify_namespace - Verify if a namespace path exists
  33. get_project - Get details of a specific project
  34. list_projects - List projects accessible by the current user
  35. list_labels - List labels for a project
  36. get_label - Get a single label from a project
  37. create_label - Create a new label in a project
  38. update_label - Update an existing label in a project
  39. delete_label - Delete a label from a project
  40. list_group_projects - List projects in a GitLab group with filtering options
  41. list_wiki_pages - List wiki pages in a GitLab project
  42. get_wiki_page - Get details of a specific wiki page
  43. create_wiki_page - Create a new wiki page in a GitLab project
  44. update_wiki_page - Update an existing wiki page in a GitLab project
  45. delete_wiki_page - Delete a wiki page from a GitLab project
  46. get_repository_tree - Get the repository tree for a GitLab project (list files and directories)
  47. list_pipelines - List pipelines in a GitLab project with filtering options
  48. get_pipeline - Get details of a specific pipeline in a GitLab project
  49. list_pipeline_jobs - List all jobs in a specific pipeline
  50. get_pipeline_job - Get details of a GitLab pipeline job number
  51. get_pipeline_job_output - Get the output/trace of a GitLab pipeline job number
  52. create_pipeline - Create a new pipeline for a branch or tag
  53. retry_pipeline - Retry a failed or canceled pipeline
  54. cancel_pipeline - Cancel a running pipeline
  55. list_merge_requests - List merge requests in a GitLab project with filtering options
  56. list_milestones - List milestones in a GitLab project with filtering options
  57. get_milestone - Get details of a specific milestone
  58. create_milestone - Create a new milestone in a GitLab project
  59. edit_milestone - Edit an existing milestone in a GitLab project
  60. delete_milestone - Delete a milestone from a GitLab project
  61. get_milestone_issue - Get issues associated with a specific milestone
  62. get_milestone_merge_requests - Get merge requests associated with a specific milestone
  63. promote_milestone - Promote a milestone to the next stage
  64. get_milestone_burndown_events - Get burndown events for a specific milestone
  65. get_users - Get GitLab user details by usernames
<!-- TOOLS-END -->

FAQ

What is the GitLab MCP server?
GitLab is a Model Context Protocol (MCP) server profile on explainx.ai. MCP lets AI hosts (e.g. Claude Desktop, Cursor) call tools and resources through a standard interface; this page summarizes categories, install hints, and community ratings.
How do MCP servers relate to agent skills?
Skills are reusable instruction packages (often SKILL.md); MCP servers expose live capabilities. Teams frequently combine both—skills for workflows, MCP for APIs and data. See explainx.ai/skills and explainx.ai/mcp-servers for parallel directories.
How are reviews shown for GitLab?
This profile displays 10 aggregated ratings (sample rows for discoverability plus signed-in user reviews). Average score is about 4.5 out of 5—verify behavior in your own environment before production use.
MCP server reviews

Ratings

4.510 reviews
  • Shikha Mishra· Oct 10, 2024

    GitLab is among the better-indexed MCP projects we tried; the explainx.ai summary tracks the official description.

  • Piyush G· Sep 9, 2024

    We evaluated GitLab against two servers with overlapping tools; this profile had the clearer scope statement.

  • Chaitanya Patil· Aug 8, 2024

    Useful MCP listing: GitLab is the kind of server we cite when onboarding engineers to host + tool permissions.

  • Sakshi Patil· Jul 7, 2024

    GitLab reduced integration guesswork — categories and install configs on the listing matched the upstream repo.

  • Ganesh Mohane· Jun 6, 2024

    I recommend GitLab for teams standardizing on MCP; the explainx.ai page compares cleanly with sibling servers.

  • Oshnikdeep· May 5, 2024

    Strong directory entry: GitLab surfaces stars and publisher context so we could sanity-check maintenance before adopting.

  • Dhruvi Jain· Apr 4, 2024

    GitLab has been reliable for tool-calling workflows; the MCP profile page is a good permalink for internal docs.

  • Rahul Santra· Mar 3, 2024

    According to our notes, GitLab benefits from clear Model Context Protocol framing — fewer ambiguous “AI plugin” claims.

  • Pratham Ware· Feb 2, 2024

    We wired GitLab into a staging workspace; the listing’s GitHub and npm pointers saved time versus hunting across READMEs.

  • Yash Thakker· Jan 1, 2024

    GitLab is a well-scoped MCP server in the explainx.ai directory — install snippets and categories matched our Claude Code setup.