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Exposes the entire GitLab REST API as 1006 MCP tools across 162 domain sub-packages for AI-driven GitLab management.
Transport
streamable_http
Auth
api_key
Cost
free
How to connect
MCP endpoint (streamable_http)
https://gitlab-mcp-server.fly.dev/
JSON-RPC initialize probe
curl -X POST https://gitlab-mcp-server.fly.dev/ \
-H 'Content-Type: application/json' \
-H 'Accept: application/json, text/event-stream' \
-d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'
Source code
https://github.com/jmrplens/gitlab-mcp-server
Listed at (pulsemcp)
https://www.pulsemcp.com/servers/jmrplens-gitlab