AG

Advanced GitLab MCP server

io.github.structured-world/gitlab-mcp

64 CQRS tools exposing 230 GitLab operations across 26 entity types

Yes, if you run it on your computer.This is a local server: your AI app launches it on your machine (Claude Desktop, Cursor, VS Code, Claude Code). Browser-only apps like ChatGPT on the web can't run it.

Connect it

{
  "mcpServers": {
    "gitlab-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@structured-world/gitlab-mcp@11.0.0"
      ],
      "env": {
        "GITLAB_TOKEN": "<value>"
      }
    }
  }
}

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