pip install gitlab-mcp-server

git clone https://github.com/hhldiniz/gitlabmcp.git
cd gitlabmcp
pip install -e .

pip install -e ".[test]"

export GITLAB_TOKEN=glpat-your-token
python -m gitlab_mcp_server

{
  "mcpServers": {
    "gitlab": {
      "command": "python",
      "args": ["-m", "gitlab_mcp_server"],
      "env": {
        "GITLAB_TOKEN": "glpat-your-token",
        "GITLAB_URL": "https://gitlab.com"
      }
    }
  }
}

python -m pytest tests -v

gitlabmcp/
├── pyproject.toml
├── .env.example
├── client.py                  # Example MCP client
├── src/
│   └── gitlab_mcp_server/
│       ├── __init__.py
│       ├── __main__.py
│       ├── gitlab_client.py   # GitLab API wrapper
│       ├── tools.py           # MCP tool definitions + dispatch
│       └── server.py          # MCP server (stdio transport)
└── tests/
    ├── conftest.py            # Fixtures and mocks
    ├── test_gitlab_client.py
    ├── test_tools.py
    └── test_server.py