GitLab MCP Server

Go MCP server for GitLab: 2 dynamic tools reach ~872 actions on Free/CE, up to ~1098 on Ultimate.

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Dev tools & GitHub AI models & media Memory & context

Install

Run it directly:

docker run -i --rm ghcr.io/jmrplens/gitlab-mcp-server:3.2.0@sha256:054f99756efb1182aff73effb2a8861ddde8c90146d2e2b3efafd459647d69f8
docker run -i --rm docker.io/jmrplens/gitlab-mcp-server:3.2.0@sha256:054f99756efb1182aff73effb2a8861ddde8c90146d2e2b3efafd459647d69f8
npx -y @jmrp.io/gitlab-mcp-server
uvx jmrplens-gitlab-mcp-server

Or add it to your client config (Claude Desktop claude_desktop_config.json, Cursor .cursor/mcp.json):

{
  "mcpServers": {
    "gitlab-mcp-server": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "ghcr.io/jmrplens/gitlab-mcp-server:3.2.0@sha256:054f99756efb1182aff73effb2a8861ddde8c90146d2e2b3efafd459647d69f8"
      ]
    }
  }
}

Generated from the package metadata in the official MCP Registry. MCP Morning does not run or test servers; check required environment variables in the project README.

Alternatives