GitLab MCP Server for Windsurf

io.github.jmrplens/gitlab-mcp-server

Go MCP server for GitLab: 2 dynamic tools reach 1000+ REST/GraphQL actions. Free/CE, no paid tier.

client:Windsurf transport:streamable-http runtime:mcpb

Install GitLab MCP Server in Windsurf

~/.codeium/windsurf/mcp_config.json · windows: %USERPROFILE%\.codeium\windsurf\mcp_config.json

{
  "mcpServers": {
    "gitlab-mcp-server": {
      "serverUrl": "https://mcp.jmrp.io/gitlab"
    }
  }
}

Global only — Windsurf has no per-project MCP config. Refresh Cascade after saving. Windsurf docs