Go MCP server for GitLab: 2 dynamic tools reach 1000+ REST/GraphQL actions. Free/CE, no paid tier.
Run one of the commands below, then add the client config underneath.
mcpbhttps://github.com/jmrplens/gitlab-mcp-server/releases/download/v3.1.0/gitlab-mcp-server.mcpbDockerdocker run -i --rm ghcr.io/jmrplens/gitlab-mcp-server:3.1.0@sha256:87e483299a2663a7a5d4d28679859b0c7fba2b1a421b7de2652441a569d4a2fcDockerdocker run -i --rm docker.io/jmrplens/gitlab-mcp-server:3.1.0@sha256:87e483299a2663a7a5d4d28679859b0c7fba2b1a421b7de2652441a569d4a2fcnpmnpx -y @jmrp.io/gitlab-mcp-serverPythonuvx jmrplens-gitlab-mcp-servernugetgitlab-mcp-serverStreamable HTTPhttps://mcp.jmrp.io/gitlab
Paste into Claude Desktop, Cursor (mcp.json), VS Code or any MCP client, then restart the client.
mcpServers{
"mcpServers": {
"gitlab-mcp-server-2": {
"command": "npx",
"args": [
"-y",
"@jmrp.io/gitlab-mcp-server"
]
}
}
}
GitLab MCP Server is listed in the Developer Tools category of the MCPNav directory. It is distributed as mcpb, Docker, npm, Python, nuget, Streamable HTTP and can be loaded by any client that speaks the Model Context Protocol.
Typical uses include giving your assistant scoped access to the corresponding service so it can answer questions and take actions with real data instead of guessing. Always review what a server can access before you enable it — see our MCP security guide.
GitLab MCP Server is an MCP server by jmrplens. Go MCP server for GitLab: 2 dynamic tools reach 1000+ REST/GraphQL actions. Free/CE, no paid tier.
Install it with: https://github.com/jmrplens/gitlab-mcp-server/releases/download/v3.1.0/gitlab-mcp-server.mcpb. Then add the JSON config to your client's MCP settings and restart the client.
The MCP server itself is free to install. The source is public on https://github.com/jmrplens/gitlab-mcp-server. Any third-party API it calls (such as a search or maps API) may require its own key and billing.
Any MCP-compatible client can use it, including Claude Desktop, Cursor, VS Code, Windsurf and custom agents.