Best MCP Servers for GitLab in 2026

Top 10 GitLab MCP Servers

1. #1

   ttpears/gitlab-mcp

   Community GitLab MCP Server — works with any GitLab tier (Free/Premium/Ultimate), no Duo required. GraphQL schema discovery, repo browsing, multi-client support (Claude Code, LibreChat).

   83.0
   Ranks here on an active commit 8 days ago and 100% of issues closed.
   Issue health

   30.8

   Freshness

   30.2

   Description

   6.2

   Contributors

   5.6

   Stars

   5.5
   ★ 11 commit 8d ago TypeScript
2. #2

   vish288/mcp-gitlab

   MCP server for the GitLab REST API — 91 tools, 7 resources, 6 prompts for projects, MRs, draft reviews, repository files, pipelines, CI/CD, approvals and issues. MCP 2026-07-28 (MCP 2.0); GitLab.co...

   78.9
   Ranks here on a commit within the last week and 73% of issues closed.
   Freshness

   25.6

   Issue health

   18.8

   Downloads

   16.5

   Contributors

   5.4

   Description

   5.1
   ★ 6 commit today Python
3. #3

   sgaunet/gitlab-mcp

   A Model Context Protocol (MCP) server that provides GitLab integration tools for Claude Code.

   78.2
   Ranks here on an active commit 8 days ago and 100% of issues closed.
   Issue health

   30.8

   Freshness

   30.4

   License

   4.6

   Contributors

   4.4

   Description

   4.3
   ★ 4 commit 8d ago Go
4. #4

   jmrplens/gitlab-mcp-server

   Open source GitLab MCP server for AI assistants: 2-tool dynamic find/execute over 850+ GitLab actions (1,000+ Enterprise), stdio/HTTP/OAuth, safe/read-only modes.

   75.4
   Ranks here on a commit within the last week.
   Freshness

   30.8

   Issue health

   18.8

   Stars

   8.5

   Contributors

   6.5

   Description

   6.2
   ★ 45 commit 2d ago Go
5. #5

   kopfrechner/gitlab-mr-mcp

   Interact seamlessly with GitLab repositories to manage merge requests and issues. Fetch details, add comments, and streamline your code review process with ease.

   67.9
   Ranks here on a commit within the last week.
   Freshness

   25.6

   Issue health

   14.2

   Stars

   8.5

   Contributors

   8.1

   Description

   5.1
   ★ 94 commit 6d ago JavaScript
6. #6

   mcpland/gitlab-mcp

   A MCP server for GitLab with powerful, safe, policy-controlled access

   64.2
   Ranks here on an active commit 32 days ago.
   Freshness

   18.0

   Downloads

   16.7

   Issue health

   12.8

   Contributors

   4.7

   Stars

   4.4
   ★ 10 commit 1mo ago TypeScript
7. #7

   Vijay-Duke/mcp-gitlab

   MCP (Model Context Protocol) server for GitLab - AI-powered GitLab integration

   54.0
   Ranks here on a commit within the last week.
   Freshness

   25.6

   Downloads

   16.6

   License

   3.8

   Description

   3.6

   Contributors

   2.3
   ★ 2 commit 1d ago Python
8. #8

   MohamedElashri/cerngitlab-mcp

   CERN GitLab MCP Server

   52.3
   Ranks here on a commit within the last week.
   Freshness

   25.6

   Downloads

   9.1

   Issue health

   8.5

   Contributors

   3.7

   Stars

   3.0
   ★ 4 commit 2d ago Python
9. #9

   vrajpal-jhala/langgraph-harness

   Self-hosted AI coding agent platform for GitLab, built with LangGraph. Reviews merge requests, resolves issues autonomously, and chats with full project context.

   51.3
   Ranks here on a commit within the last week.
   Freshness

   30.8

   Stars

   7.0

   Description

   6.2

   License

   4.6

   Contributors

   2.8
   ★ 22 commit 2d ago TypeScript
10. #10

    yoda-digital/mcp-gitlab-server

    Production-grade GitLab MCP server with 86 tools — full GitLab control from any AI agent (Claude, Cursor, Zed).

    50.9
    Ranks here on an active commit 61 days ago.
    Issue health

    13.9

    Freshness

    10.8

    Stars

    9.3

    Contributors

    7.9

    License

    4.6
    ★ 65 commit 2mo ago TypeScript