GitLab MCP Server is an HTTP JSON-RPC MCP endpoint exposing tools for listing projects, retrieving project details, searching issues, listing merge requests, and fetching repository files. It is intended for developers connecting AI agents and MCP clients to GitLab.
In the API design, testing & docs space, gitlab takes a focused approach. It focuses on giving AI agents authenticated, structured access to GitLab repositories and project data. It is built as a B2B product for developers building AI agents and GitLab integrations. It ships for the web and API.
Behind gitlab is Pipeworx. Among its 8 catalogued features are project listing, project details, and issue search. It exposes integrations via an MCP server.
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