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Efficient Gitlab MCP Server

local only

Efficient Gitlab runs on your own machine — the client starts it, so there is no endpoint to ping. 178 installs a week from npm. Last commit 22 May 2026.

Token-efficient GitLab MCP: 167 tools via 3 meta-tools, field projection, keyset pagination

The author archived this repository on GitHub, meaning it is no longer maintained.

Installs per day peak 87 · avg 30 · -66% w/w
a month agotoday
178
Installs / week
npm · efficient-gitlab-mcp-server
3
Stars
0 open issues
22 May 2026
Last commit
0 releases in 90 days
MIT
License
TypeScript

This one has been quiet for a while

Quiet is not dead — but it is worth knowing when it wakes up, or when someone else takes it over. We watch the repository and tell you either way.

Three servers free · no card

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add efficient-gitlab -- npx -y efficient-gitlab-mcp-server
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "efficient-gitlab": {
      "args": [
        "-y",
        "efficient-gitlab-mcp-server"
      ],
      "command": "npx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.efficient-gitlab]
command = "npx"
args = ["-y", "efficient-gitlab-mcp-server"]
.cursor/mcp.json
{
  "mcpServers": {
    "efficient-gitlab": {
      "args": [
        "-y",
        "efficient-gitlab-mcp-server"
      ],
      "command": "npx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "efficient-gitlab": {
      "args": [
        "-y",
        "efficient-gitlab-mcp-server"
      ],
      "command": "npx"
    }
  }
}

This one needs environment variables set before it will start: GITLAB_PERSONAL_ACCESS_TOKEN (GitLab personal access token with API scope), GITLAB_API_URL (GitLab API base URL (default: https://gitlab.com)). The author declared them in the registry entry; get the values from the project itself.

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Efficient Gitlab — questions

Answers built from our own checks of this server.

Why is there no uptime for Efficient Gitlab?
Efficient Gitlab runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the npm package efficient-gitlab-mcp-server was installed 178 times last week.
Is Efficient Gitlab still maintained?
The author archived this repository on GitHub, meaning it is no longer maintained. We show this because it changes what you can expect: an unmaintained server may keep answering for months and then stop without warning.
How do I connect Efficient Gitlab?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls efficient-gitlab-mcp-server straight from npm; nothing to host, nothing to sign up for.
How many people use Efficient Gitlab?
The npm package efficient-gitlab-mcp-server was installed 178 times in the last week. Week over week that is -66%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Efficient Gitlab open source?
Yes — it is published under the MIT licence, written in TypeScript and 3 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.