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MCP Gitlab MCP Server

local only

MCP Gitlab runs on your own machine — the client starts it, so there is no endpoint to ping. 4 803 installs a week from pypi. Last commit 23 Oct 2026.

GitLab MCP server (MCP 2026-07-28): projects, MRs, pipelines, CI/CD, issues; writes or read-only

Installs per day peak 3 893 · avg 1 334 · -47% w/w
a month agotoday
4 803
Installs / week
pypi · mcp-gitlab
6
Stars
4 open issues
23 Oct 2026
Last commit
from GitHub
MIT
License
Python

Nothing serious here today

Today is the operative word: we check MCP Gitlab every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

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 mcp-gitlab -e 'GITLAB_URL=<GITLAB_URL>' -- uvx mcp-gitlab
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "mcp-gitlab": {
      "command": "uvx",
      "args": [
        "mcp-gitlab"
      ],
      "env": {
        "GITLAB_URL": "<GITLAB_URL>"
      }
    }
  }
}
~/.codex/config.toml
[mcp_servers.mcp-gitlab]
command = "uvx"
args = ["mcp-gitlab"]
env = { GITLAB_URL = "<GITLAB_URL>" }
.cursor/mcp.json
{
  "mcpServers": {
    "mcp-gitlab": {
      "command": "uvx",
      "args": [
        "mcp-gitlab"
      ],
      "env": {
        "GITLAB_URL": "<GITLAB_URL>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "mcp-gitlab": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "mcp-gitlab"
      ],
      "env": {
        "GITLAB_URL": "<GITLAB_URL>"
      }
    }
  }
}

Put your own value in place of <GITLAB_URL> (GitLab instance URL (e.g. https://gitlab.com)). The author’s registry entry marks it as required.

Optional settings from the registry entry, left out of the block above: GITLAB_TOKEN (GitLab personal access token (token mode). Optional after `mcp-gitlab auth login`; also accepts GITLAB_PAT, GITLAB_PERSONAL_ACCESS_TOKEN, GITLAB_API_TOKEN), GITLAB_READ_ONLY (Alias for MCP_READ_ONLY. Any value other than false/0/no/off/empty locks the server read-only; --read-only can only raise the lock), MCP_READ_ONLY (Locks the server read-only: write tools and write-workflow prompts are not listed and nothing lifts the lock at runtime. Shared name across the mcp-* servers; set it in the deployer's env), GITLAB_AUTH (Authentication mode: token (default) or oauth (OAuth 2.1 proxy; streamable-http only)), GITLAB_OAUTH_CLIENT_ID (Application ID of the GitLab OAuth app (oauth mode, or local sign-in on a self-managed instance)), GITLAB_OAUTH_CLIENT_SECRET (Secret of the GitLab OAuth app (oauth mode)), GITLAB_OAUTH_BASE_URL (Public URL of this server, no trailing slash (oauth mode); redirect URI is <base>/auth/callback), GITLAB_OAUTH_SCOPES (Space-separated GitLab scopes required on every request (oauth mode; default api)), GITLAB_OAUTH_JWT_KEY (FastMCP JWT signing key, >=32 random chars (oauth mode; defaults to one derived from the client secret)), GITLAB_HTTP_BEARER_TOKEN (Bearer token (min 16 chars) required to bind an HTTP transport to a non-loopback host; clients send it as 'Authorization: Bearer <token>' (token mode; --auth oauth has its own sign-in)).

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MCP Gitlab — questions

Answers built from our own checks of this server.

Why is there no uptime for MCP Gitlab?
MCP 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 pypi package mcp-gitlab was installed 4 803 times last week.
How do I connect MCP Gitlab?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It runs locally, so the command pulls mcp-gitlab straight from pypi; nothing to host, nothing to sign up for.
How many people use MCP Gitlab?
The pypi package mcp-gitlab was installed 4 803 times in the last week. Week over week that is -47%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is MCP Gitlab open source?
Yes — it is published under the MIT licence, written in Python, 6 stars on GitHub and 4 open issues. The source link is on this page, so you can read exactly what it does with your data before you connect it.