GitLab MCP Server is answering right now. Last checked 13 min ago. 822 installs a week from pypi. It exposes 3 tools. Last commit 7 Nov 2026.
Go MCP server for GitLab: 2 dynamic tools reach ~876 actions on Free/CE, up to ~1103 on Ultimate.
We read the source, 5 h ago · tools taken from the live server · rules 995398eba69f
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.
dir := filepath.Join(resolve(root, opts.siteCharts), l.Code)
cursor_headers = next_link_of(cursor_probe).select { |_name, value| value == next_cursor }.keys
pager = %w[desc asc].flat_map do |sort|
child = spawn(binary, process.argv.slice(2), {
Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.
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.
Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 13 min ago.
claude mcp add gitlab-mcp-server --transport http https://gitlab-mcp-server.fly.dev/
https://gitlab-mcp-server.fly.dev/
[mcp_servers.gitlab-mcp-server]
url = "https://gitlab-mcp-server.fly.dev/"
{
"mcpServers": {
"gitlab-mcp-server": {
"url": "https://gitlab-mcp-server.fly.dev/"
}
}
}
{
"servers": {
"gitlab-mcp-server": {
"type": "http",
"url": "https://gitlab-mcp-server.fly.dev/"
}
}
}
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.
Read directly from the server with tools/list, grouped by what they act on.
If a tool disappears, we record the date.
add
echo
server_time
| URL | Transport | State | Latency | Checked |
|---|---|---|---|---|
| https://gitlab-mcp-server.fly.dev/ | streamable-http | answering | 3526 ms | 13 min ago |
| https://{host}:{port}/ | streamable-http | answering | 0 ms | 16 min ago |
| https://mcp.jmrp.io/gitlab | streamable-http | sign-in | 350 ms | 15 min ago |
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Answers built from our own checks of this server.