GitLab MCP Server
All of GitLab for your AI assistant. Up to 1,103 actions over GitLab's REST and GraphQL APIs, from Free to Ultimate and on GitLab.com, in one self-contained binary that works with Claude, Cursor, VS Code, Codex and any other MCP client. You ask in plain language; it does the GitLab work.
11,396 tokens of startup context by default, the same on every GitLab tier (1,994 with ). Two tools reach the whole catalog, where listing every tool as its own costs from 577,678 to 737,573 tokens. Measured with the cl100k_base tokenizer and checked in CI.