GitLab MCP Server
Go MCP server for GitLab: 2 dynamic tools reach 1000+ REST/GraphQL actions. Free/CE, no paid tier.
Install
Remote streamable-http
https://mcp.jmrp.io/gitlabMCPB bundlesstdio
https://github.com/jmrplens/gitlab-mcp-server/releases/download/v3.0.0/gitlab-mcp-server.mcpb Dockerstdio
docker run -i --rm ghcr.io/jmrplens/gitlab-mcp-server:3.0.0@sha256:80990c658d2ac1b95c98540fbd8fc2bcf300a86a9b18c73483ed7412441b2c04 npmstdio
npx -y @jmrp.io/gitlab-mcp-server PyPIstdio
uvx jmrplens-gitlab-mcp-server NuGetstdio
dnx gitlab-mcp-server Client config (Claude Desktop, Cursor, Windsurf and most MCP clients)
{
"mcpServers": {
"io-github-jmrplens-gitlab-mcp-server": {
"url": "https://mcp.jmrp.io/gitlab"
}
}
} Source: official MCP Registry record · registry name io.github.jmrplens/gitlab-mcp-server · published 2026-09-10 · updated 2026-09-10. Not an endorsement; review the code before connecting it to anything sensitive.