Gitlab is a Model Context Protocol (MCP) server: Manage projects, groups, branches, merge requests, and CI/CD pipelines. Because it speaks the Model Context Protocol, AI assistants can use Gitlab as a set of callable tools instead of you copy-pasting between apps.
It runs locally: the Python package mcparmory-gitlab (via uvx) speaks MCP over stdio on your machine. No credentials are required — it works out of the box. The current release is v1.0.3, with source at mcparmory/registry on GitHub, where it has earned 30 stars.
On mcp.site, Gitlab sits in the Version Control category. Any MCP client can use it — Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, Zed among them — via the install snippets below. If you maintain Gitlab for mcparmory.com, claim this listing to verify ownership, earn the Verified badge, and keep the details current.
▸PyPI package — mcparmory-gitlab · MCP over stdio
▸Docker image — ghcr.io/mcparmory/gitlab:1.0.3 · MCP over stdio