A Model Context Protocol (MCP) server that connects AI assistants (Claude, Cursor, VS Code + Copilot, and any MCP client) to GitLab.com or self-managed GitLab instances. Covers the full REST API v4 and GraphQL with automatic edition gating, roughly 850 to 1080 tools depending on the GitLab tier, plus 45 MCP resources, 37 prompts, argument completions, progress notifications and resource subscriptions. Single static binary, stdio and HTTP transports, read-only and safe (mutation-preview) modes, and per-client configuration examples in the documentation.