GitLab MCP server
Projects, issues, and merge requests on GitLab.
What it does
Same idea as GitHub for GitLab.com or self-hosted.
Install
Typical Claude Desktop / Cursor command:
npx -y @modelcontextprotocol/server-gitlab
Secrets it wants: GITLAB_PERSONAL_ACCESS_TOKEN, GITLAB_API_URL
Works with
Claude Desktop, Cursor, Windsurf — any host that can launch a local MCP stdio server.