mcparmory-gitlab 1.0.0

MCP server for GitLab API

GitLab API MCP Server

Base URL: https://www.gitlab.com/api/v4

API Info

• API License: CC BY-SA 4.0 — https://gitlab.com/gitlab-org/gitlab/-/blob/master/LICENSE
• Terms of Service: https://about.gitlab.com/terms/

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Install

Quick Start (recommended)

API_KEY=YOUR_API_KEY \
uvx mcparmory-gitlab

With pip

pip install mcparmory-gitlab
API_KEY=YOUR_API_KEY \
mcparmory-gitlab

MCP Client Configuration

Add to your MCP client config (e.g. Claude Desktop, Cursor, Codex):

{
  "mcpServers": {
    "gitlab": {
      "command": "uvx",
      "args": ["mcparmory-gitlab"],
      "env": {
        "API_KEY": "YOUR_API_KEY"
      }
    }
  }
}

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Credentials

Set the following environment variables (via MCP client env config, shell export, or .env file):

• API_KEY — API Key Authentication (Private-Token) Do not commit credentials to version control.

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Run Locally

First, configure your credentials in .env (see Credentials above).

pip install -r requirements.txt
python server.py

Connect MCP Client

Edit .mcp.json and replace <SERVER_DIR> with the absolute path to this directory, then add to your MCP client configuration.

Example (if server is at /home/user/mcp-servers/gitlab):

{
  "mcpServers": {
    "gitlab": {
      "command": "python",
      "args": ["/home/user/mcp-servers/gitlab/server.py"]
    }
  }
}

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Docker

First, configure your credentials in .env (see Credentials above).

docker build -t gitlab .
docker run -p 8000:8000 --env-file .env gitlab

Before running, make sure ports 8000 are free.For Docker, use SSE transport in your MCP client config:

{
  "mcpServers": {
    "gitlab": {
      "type": "sse",
      "url": "http://localhost:8000/sse"
    }
  }
}

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Files

• .env - Credentials and server configuration
• .mcp.json - MCP client config template
• Dockerfile - Container build
• LICENSE - MIT license for this generated code
• requirements.txt - Python dependencies
• README.md - This file
• server.py - MCP server entry point
• _auth.py - Authentication handlers
• _models.py - Request/response models
• _validators.py - Input validation

Note: Files starting with . are hidden by default on macOS/Linux. Use ls -a in terminal or enable "Show hidden files" in your file manager to see .env and .mcp.json.

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