GitLab MCP Server

claude mcp add gitlab-server-maxkulish --env GITLAB_PERSONAL_ACCESS_TOKEN='<GITLAB_PERSONAL_ACCESS_TOKEN>' --env GITLAB_API_URL='<GITLAB_API_URL>' -- docker run --rm -i -e GITLAB_PERSONAL_ACCESS_TOKEN -e GITLAB_API_URL mcp/gitlab

~/.codex/config.toml

[mcp_servers.gitlab-server-maxkulish]
command = "docker"
args = ["run", "--rm", "-i", "-e", "GITLAB_PERSONAL_ACCESS_TOKEN", "-e", "GITLAB_API_URL", "mcp/gitlab"]
env = { GITLAB_PERSONAL_ACCESS_TOKEN = "<GITLAB_PERSONAL_ACCESS_TOKEN>", GITLAB_API_URL = "<GITLAB_API_URL>" }

# codex mcp add gitlab-server-maxkulish --env GITLAB_PERSONAL_ACCESS_TOKEN='<GITLAB_PERSONAL_ACCESS_TOKEN>' --env GITLAB_API_URL='<GITLAB_API_URL>' -- docker run --rm -i -e GITLAB_PERSONAL_ACCESS_TOKEN -e GITLAB_API_URL mcp/gitlab

~/.cursor/mcp.json

{
  "mcpServers": {
    "gitlab-server-maxkulish": {
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-i",
        "-e",
        "GITLAB_PERSONAL_ACCESS_TOKEN",
        "-e",
        "GITLAB_API_URL",
        "mcp/gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "<GITLAB_PERSONAL_ACCESS_TOKEN>",
        "GITLAB_API_URL": "<GITLAB_API_URL>"
      }
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "gitlab-server-maxkulish": {
      "type": "stdio",
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-i",
        "-e",
        "GITLAB_PERSONAL_ACCESS_TOKEN",
        "-e",
        "GITLAB_API_URL",
        "mcp/gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "<GITLAB_PERSONAL_ACCESS_TOKEN>",
        "GITLAB_API_URL": "<GITLAB_API_URL>"
      }
    }
  }
}

~/.gemini/settings.json

{
  "mcpServers": {
    "gitlab-server-maxkulish": {
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-i",
        "-e",
        "GITLAB_PERSONAL_ACCESS_TOKEN",
        "-e",
        "GITLAB_API_URL",
        "mcp/gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "<GITLAB_PERSONAL_ACCESS_TOKEN>",
        "GITLAB_API_URL": "<GITLAB_API_URL>"
      }
    }
  }
}

claude_desktop_config.json

{
  "mcpServers": {
    "gitlab-server-maxkulish": {
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-i",
        "-e",
        "GITLAB_PERSONAL_ACCESS_TOKEN",
        "-e",
        "GITLAB_API_URL",
        "mcp/gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "<GITLAB_PERSONAL_ACCESS_TOKEN>",
        "GITLAB_API_URL": "<GITLAB_API_URL>"
      }
    }
  }
}

.trae/mcp.json

{
  "mcpServers": {
    "gitlab-server-maxkulish": {
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-i",
        "-e",
        "GITLAB_PERSONAL_ACCESS_TOKEN",
        "-e",
        "GITLAB_API_URL",
        "mcp/gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "<GITLAB_PERSONAL_ACCESS_TOKEN>",
        "GITLAB_API_URL": "<GITLAB_API_URL>"
      }
    }
  }
}