GitLab

Integrates with GitLab's API to provide merge request management, code review workflows, and branch-based development operations through tools for listing, retrieving detailed information, accessing discussions, and finding associated merge requests.

This MCP server provides AI assistants with GitLab integration capabilities for merge request management and code review workflows, built using Python with async HTTP client support and comprehensive error handling. The implementation offers four core tools: listing merge requests with filtering by state and target branch, retrieving detailed merge request information including pipeline status and change statistics, accessing review discussions and approval data, and finding merge requests associated with specific branches. Built with environment-based configuration, proper GitLab API authentication using private tokens, and structured JSON responses, it serves development teams needing AI-powered GitLab workflow automation, code reviewers requiring programmatic access to merge request data, and organizations wanting to integrate GitLab's collaboration features into their AI-assisted development processes.