gitlab-mcp

gitlab-mcp is an MCP server for Claude Code, Codex, Cursor, Gemini CLI, OpenCode from structured-world/gitlab-mcp. Its token cost is not measured, scanned A, original, from a forked repository, Apache-2.0.

A local MCP (Model Context Protocol) server that connects a coding agent to GitLab, a platform for hosting code and managing software projects. It exposes GitLab operations for 26 kinds of records, such as projects or issues.

In plain words
What is it for?
Use it for GitLab tasks such as working with projects, issues, and other supported records. The description does not specify the individual operations.
Why use it?
It lets the agent work with GitLab through a single local connection instead of requiring separate integrations for each operation. It can be configured with a GitLab token, server address, and read-only setting.

MCP server for Claude CodeCodexCursorGemini CLIOpenCode

Written for no agent in particular: it speaks MCP, so any client can run it.

Good fit Use it for GitLab tasks such as working with projects, issues, and other supported records. The description does not specify the individual operations.

Compare 6 mcp servers from other repositories ↓
Install with agentmods
npx agentmods add mcp/structured-world/gitlab-mcp/gitlab-mcp-gitlab-mcp
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/structured-world/gitlab-mcp

Made for: Claude Code, Codex, Cursor, Gemini CLI, OpenCode.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for gitlab-mcp

README.md
[![agentmods](https://agentmods.dev/badge/mcp/structured-world/gitlab-mcp/gitlab-mcp-gitlab-mcp/github.svg)](https://agentmods.dev/mcp/structured-world/gitlab-mcp/gitlab-mcp-gitlab-mcp)
Your own site
<a href="https://agentmods.dev/mcp/structured-world/gitlab-mcp/gitlab-mcp-gitlab-mcp"><img src="https://agentmods.dev/badge/mcp/structured-world/gitlab-mcp/gitlab-mcp-gitlab-mcp/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for gitlab-mcp

Your own site · 80×15
<a href="https://agentmods.dev/mcp/structured-world/gitlab-mcp/gitlab-mcp-gitlab-mcp"><img src="https://agentmods.dev/badge/mcp/structured-world/gitlab-mcp/gitlab-mcp-gitlab-mcp.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session not measured What this adds to a session before it is invoked.
When invoked not measured Not applicable: nothing here is loaded into a session.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin fork From a forked repository.
Security

Grade A, and why

gitlab-mcp scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

packages/gitlab-mcp/server.json · 14 lines

What it actually says

{
  "gitlab-mcp": {
    "command": "npx",
    "args": [
      "-y",
      "@structured-world/gitlab-mcp"
    ],
    "env": {
      "GITLAB_TOKEN": "",
      "GITLAB_API_URL": "",
      "GITLAB_READ_ONLY_MODE": ""
    }
  }
}
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 14 lines scan A 3e8185779c68

Subscribe to this mod's changes

gitlab-mcp is an MCP server published in the GitHub repository structured-world/gitlab-mcp (8 stars, last pushed today), licensed Apache-2.0. Its token cost is not measured: an MCP server costs its tool schemas, not its config file. A static security scan graded it A with 0 findings. It comes from a forked repository.

Related

Other mcp servers, from other repositories

prism-coder

Session memory for coding agents: local-first recall, drift detection, on-device inference. Runs locally from the prism-mcp-server npm package. Needs 8 environment variables to run.

dcostenco/prism-coder · not measured

charlotte

Renders web pages into structured, agent-readable representations using headless Chromium. Runs locally from the @ticktockbent/charlotte npm package.

TickTockBent/charlotte · not measured

prism-mcp

Persistent session memory for AI coding agents that never leaves your machine — including the on-device model that reasons over it. Restores your prior decisions, open TODOs, and changed files across sessions; adds associative recall of related past work. Runs locally from the prism-mcp-server npm package. Needs 1…

dcostenco/prism-coder · not measured

filesystem-mcp

Secure filesystem MCP server for reading, writing, searching, diffing, and patching files. Runs locally from the @j0hanz/filesystem-mcp npm package. Needs 1 environment variable to run.

j0hanz/filesystem-mcp · not measured

umt-npm-registry

Package metadata, search, and version tools for the npm registry. Runs locally from the @universal-mcp-toolkit/server-npm-registry npm package.

Markgatcha/universal-mcp-toolkit · not measured

stochastic-thinking-mcp-server

MCP server "stochastic-thinking-mcp-server" as configured in chirag127/Stochastic-Thinking-MCP-Server. Runs locally from the stochastic-thinking-mcp-server npm package.

chirag127/Stochastic-Thinking-MCP-Server · not measured