Install guide and config at curatedmcp.com

GitLab MCP: Ship Faster by Letting AI Handle Your GitLab Workflows

What It Does

GitLab MCP is the official Model Context Protocol server that bridges your AI agent (Claude, Cursor, Windsurf) directly to your GitLab workspace. Instead of switching tabs to manage issues, review merge requests, or inspect pipeline runs, your AI can act on them inside your workflow.

The server unlocks read and write access to your entire development lifecycle: search and triage issues, automate code reviews against diffs, trigger CI/CD pipelines, manage merge requests, track milestones, and respond to incidents. If you're already using GitLab for source control and CI/CD, GitLab MCP lets your AI agent become a real team member—reading context from your repos, understanding your pipeline state, and taking actions without manual handoffs.

This is especially powerful for teams doing incident response, release coordination, or high-volume code review. Your AI can now propose fixes, run tests, and merge PRs based on logic you define, all while staying inside your IDE or chat interface.

How to Install

Install via npm:

npx -y @gitlab/mcp

Then configure for Claude Desktop by adding to your claude_desktop_config.json:

{
  "mcpServers": {
    "gitlab-mcp": {
      "command": "npx -y @gitlab/mcp",
      "env": {
        "GITLAB_TOKEN": "your-personal-access-token",
        "GITLAB_API_URL": "https://gitlab.com/api/v4"
      }
    }
  }
}

You'll need a GitLab Personal Access Token with API scope. Grab one from your GitLab account settings, then restart Claude Desktop.

Real-World Use Cases

• Automated Code Review + Merge: Ask Claude to review open merge requests, check pipeline status, and auto-merge once tests pass and your review criteria are met.
• Incident Triage in Slack Time: When a critical issue lands, prompt your AI to search related issues, inspect the latest deployments, and draft a runbook or rollback plan without leaving your editor.
• Release Coordination: Trigger a staging pipeline, poll for success, update release notes, and bulk-close related issues—all from a single Claude prompt during your morning standup.

Full install guides for Claude Desktop, Cursor, Windsurf, and more at CuratedMCP.