Hooks into the GitLab REST API v4 and GraphQL to expose 1000+ operations as MCP tools, from merge request creation and pipeline inspection to wiki edits and container registry management. Ships as a single static binary with three transport modes: stdio for local Claude Desktop, streamable HTTP for remote setups, and a dynamic find/execute surface that keeps token overhead under 21k while maintaining full API reach. Built with security scanning on SonarCloud and supports self-hosted GitLab instances with TLS verification. Includes 11 sampling actions for LLM-assisted code review and pipeline failure diagnosis, plus 46 resources for read-only access to projects, issues, and commits. Reach for this when you need programmatic GitLab control from an AI assistant without clicking through the web UI.
claude mcp add --transport stdio jmrplens-gitlab-mcp-server uvx gitlab-mcp-server