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GitLab MCP Server

by jmrplens owner confirmed
answering

GitLab MCP Server is answering right now. Last checked 1 min ago. 278 installs a week from npm. It exposes 3 tools. Last commit 18 Sep 2026.

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

Installs per day peak 179 · avg 15 · +1594% w/w
a month agotoday
Uptime history 48 days of history · worst day 0%
48 days agonow
66.7%
Uptime 24h
184 of 276 checks
3
Tools
read from the server
3206 ms
Response time
average over 24h
278
Installs / week
npm and PyPI

What the code does

We read the source, 2 h ago · tools taken from the live server · rules 3dff92dd89df

Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

const result = spawnSync(binary, process.argv.slice(2), {
In the project's build, not in the package

Found in continuous integration, deployment or infrastructure files, or in a neighbouring package of the same monorepo. None of this is installed when you add the server: it describes how the project is built and released. We list it because a leaked key in a build pipeline is still a real problem, but it is not something this server does on your machine.

Reaches cloud metadata service internal/gitlab/destination.go:65
    netip.MustParseAddr("169.254.169.254"): "the cloud instance metadata address",
        out = append(out, filepath.Join(docsRoot, name))

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.

Three servers free · no card

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 1 min ago.

run in your terminal
claude mcp add gitlab-mcp-server --transport http https://gitlab-mcp-server.fly.dev/
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "gitlab-mcp-server": {
      "url": "https://gitlab-mcp-server.fly.dev/"
    }
  }
}
~/.codex/config.toml
[mcp_servers.gitlab-mcp-server]
url = "https://gitlab-mcp-server.fly.dev/"
.cursor/mcp.json
{
  "mcpServers": {
    "gitlab-mcp-server": {
      "url": "https://gitlab-mcp-server.fly.dev/"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "gitlab-mcp-server": {
      "url": "https://gitlab-mcp-server.fly.dev/"
    }
  }
}

This one needs environment variables set before it will start: GITLAB_URL (GitLab instance URL (default: https://gitlab.com; set for self-managed instances)), GITLAB_TOKEN (GitLab Personal Access Token (glpat-...)), GITLAB_MCP_SKIP_TLS_VERIFY (Skip TLS certificate verification for self-signed certs (default: false)), GITLAB_MCP_TOOL_SURFACE (Tool catalog selector: dynamic, meta, or individual (default: dynamic)), GITLAB_MCP_CAPABILITY_SURFACE (Resource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full), GITLAB_MCP_META_PARAM_SCHEMA (Meta-tool input schema detail: opaque, compact, or full (default: opaque)), GITLAB_MCP_TIER (GitLab edition tier: free/ce, premium, or ultimate. When unset, detected from GET /license (fallback free). Gates Premium/Ultimate tools; GitLab.com Ultimate also exposes Orbit Knowledge Graph tools. Replaces the deprecated GITLAB_ENTERPRISE boolean), GITLAB_MCP_READ_ONLY (Read-only mode: disables all mutating tools (default: false)), GITLAB_MCP_SAFE_MODE (Safe mode: intercepts mutating tools and returns a JSON preview instead of executing (default: false)), GITLAB_MCP_EMBEDDED_RESOURCES (Append EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)), GITLAB_MCP_EXCLUDE_TOOLS (Comma-separated tool names to exclude from registration (e.g. gitlab_admin,gitlab_runner)), GITLAB_MCP_IGNORE_SCOPES (Skip Personal Access Token scope detection and register all tools regardless of token permissions (default: false)), GITLAB_MCP_UPLOAD_MAX_FILE_SIZE (Maximum attachment upload size in bytes or human-readable (e.g. 2GB). Default: 2147483648 (2 GB)), GITLAB_MCP_ALLOWED_IMPORT_DIRS (Extra OS path-list-separated directories allowed for local GitLab import archives), GITLAB_MCP_RATE_LIMIT_RPS (Per-server tools/call rate limit in requests per second; 0 disables it (default: 0)), GITLAB_MCP_RATE_LIMIT_BURST (Token-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)), GITLAB_MCP_LOG_LEVEL (Logging verbosity (default: info)). The author declared them in the registry entry; get the values from the project itself.

This endpoint answered with an authorization challenge. The server is running, and it signs you in through your browser: there is no API key to paste.

This server publishes 2 more addresses. The block above uses the one we reach during checks; the full list is under Endpoints below, and the author may intend a particular one for your client.

Available tools 3

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

add
add
Adds two numbers and returns the sum.
echo
echo
Echoes the provided text back to the caller.
server
server_time
Returns the current server time (ISO 8601, UTC).

Endpoints

URLTransportStateLatencyChecked
https://gitlab-mcp-server.fly.dev/ streamable-http answering 12760 ms 1 min ago
https://{host}:{port}/ streamable-http answering 1 ms 3 min ago
https://mcp.jmrp.io/gitlab streamable-http sign-in 357 ms 3 min ago

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GitLab MCP Server — questions

Answers built from our own checks of this server.

What can GitLab MCP Server do?
It exposes 3 tools, read directly from the server on our last check. Among them: add, echo, server_time. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
Is GitLab MCP Server working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 184 of 276 checks got a reply (66.7%), average response time 3206 ms. The bar chart above shows every period we have measured.
How do I connect GitLab MCP Server?
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 is a remote server, so there is nothing to install — the client connects to the address. You sign in through your browser once and the client keeps the session: no key to copy, and it refuses anonymous clients.
How do you sign in to GitLab MCP Server?
No API key is involved. GitLab MCP Server answers our knock with an OAuth challenge, so you authorise it once in your browser and the client keeps the session. That is also why we see no tool list: it will not describe itself to an anonymous client, and that is the server working as intended, not a fault.
How many people use GitLab MCP Server?
The npm package @jmrp.io/gitlab-mcp-server was installed 278 times in the last week. Week over week that is +1594%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is GitLab MCP Server open source?
Yes — it is published under the MIT licence, written in Go, 37 stars on GitHub and 6 open issues. The source link is on this page, so you can read exactly what it does with your data before you connect it.