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).

   82.6
   Ranks here on an active commit 16 days ago and 100% of issues closed.
   Issue health

   30.8

   Freshness

   27.3

   Description

   6.2

   Contributors

   5.6

   Stars

   5.5
   ★ 11 commit 16d ago TypeScript
2. #2

   sgaunet/gitlab-mcp

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

   77.8
   Ranks here on an active commit 16 days ago and 100% of issues closed.
   Issue health

   30.8

   Freshness

   27.5

   License

   4.6

   Contributors

   4.4

   Description

   4.3
   ★ 4 commit 15d ago Go
3. #3

   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...

   77.8
   Ranks here on a commit within the last week.
   Freshness

   25.5

   Issue health

   17.6

   Downloads

   16.5

   Contributors

   5.4

   Description

   5.1
   ★ 6 commit 7d ago Python
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.

   75.3
   Ranks here on an active commit 8 days ago.
   Freshness

   30.5

   Issue health

   18.7

   Stars

   8.5

   Contributors

   6.5

   Description

   6.2
   ★ 45 commit 7d 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.

   67.8
   Ranks here on an active commit 15 days ago.
   Freshness

   23.3

   Issue health

   14.2

   Stars

   8.5

   Contributors

   8.1

   Description

   5.1
   ★ 94 commit 14d ago JavaScript
6. #6

   mcpland/gitlab-mcp

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

   63.8
   Ranks here on an active commit 39 days ago.
   Downloads

   16.7

   Freshness

   15.6

   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

   25.5

   Downloads

   16.6

   License

   3.8

   Description

   3.6

   Contributors

   2.3
   ★ 2 commit 7d ago Python
8. #8

   crunchtools/mcp-gitlab

   Secure MCP server for GitLab projects, merge requests, issues, pipelines, and search

   52.5
   Ranks here on an active commit 9 days ago.
   Freshness

   24.9

   Downloads

   16.6

   Description

   3.6

   Contributors

   2.3

   License

   2.3
   ★ 2 commit 9d ago Python
9. #9

   MohamedElashri/cerngitlab-mcp

   CERN GitLab MCP Server

   52.3
   Ranks here on an active commit 10 days ago.
   Freshness

   24.8

   Downloads

   9.1

   Issue health

   8.5

   Contributors

   3.7

   Stars

   3.0
   ★ 4 commit 9d ago Python
10. #10

    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.

    51.6
    Ranks here on an active commit 11 days ago.
    Freshness

    29.4

    Stars

    7.3

    Description

    6.2

    License

    4.6

    Contributors

    2.8
    ★ 25 commit 10d ago TypeScript