MCP.Market

Advanced GitLab MCP server

by structured-world·io.github.structured-world/gitlab-mcp·v13.2.0·8 stars

66 tools, 241 typed actions, 27 registry groups

A85/100grade A
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Safety scan
A85/100

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Adoption
Growing

8 stars2.6k downloads/wk

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Advanced GitLab MCP server tools

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How Advanced GitLab MCP server compares

Against every graded Developer tools MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
85/100
higher than 70% of 1,119 Developer tools servers
GitHub stars
8
more than 82% of 856 Developer tools servers
Downloads a week
2,586
more than 95% of 442 Developer tools servers with a package

Release history: 13 versions in the registry since 2026-09-05, latest 2026-11-04, typically one every 2 days.

Install Advanced GitLab MCP server in Claude Code, Cursor or VS Code

Runs npx -y @structured-world/gitlab-mcp on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add gitlab-mcp -- npx -y @structured-world/gitlab-mcp
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What the publisher says

From the Advanced GitLab MCP server repository's README, as published. We do not edit it. Read it on GitHub

Advanced GitLab MCP server

Advanced GitLab MCP server — 58 CQRS tools exposing 230 GitLab operations across 26 entity types. The tool catalog and parameters are filtered to each instance's GitLab version, tier, and token scopes, so the agent sees only what the connected instance actually supports.

Packages

This is a monorepo with two npm packages:

  • @structured-world/gitlab-mcp — the MCP server. In-memory and file OAuth-session storage, no database dependency. This is all most users need.
  • @structured-world/gitlab-mcp-db — optional PostgreSQL/Prisma OAuth-session backend for running multiple replicas behind a load balancer. Enable it with OAUTHSTORAGETYPE=postgresql; see the PostgreSQL deployment guide for the full setup.

Quick Start

{
  "mcpServers": {
    "gitlab": {
      "command": "npx",
      "args": ["-y", "@structured-world/gitlab-mcp"],
      "env": {
        "GITLAB_TOKEN": "your_gitlab_token",
        "GITLAB_API_URL": "https://gitlab.com"
      }
    }
  }
}

Requirements: Node.js >= 24

Highlights

  • 58 tools across 26 entity types — projects, merge requests, pipelines, work items, wiki, and more
  • CQRS architecture — browse for queries, manage for commands
  • Connection resilience — Bounded startup, auto-reconnect with exponential backoff, disconnected mode when GitLab is unreachable
  • Multi-instance support — Connect to GitLab.com, self-managed, and self-hosted instances with per-instance OAuth and rate limiting
  • Multiple transports — stdio, SSE, StreamableHTTP
  • OAuth 2.1 — Per-user authentication via Claude Custom Connector
  • Read-only mode — Safe operation for production environments
  • Auto-discovery — Detects GitLab config from git remotes
  • Fine-grained control — Enable/disable tool groups, filter actions, customize descriptions
  • Docker support — ghcr.io/structured-world/gitlab-mcp:latest

Tool model

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Advanced GitLab MCP server: common questions

Is Advanced GitLab MCP server safe?
Yes, by our scan: it is graded A (85/100). Read the Advanced GitLab MCP server safety report
How do I install Advanced GitLab MCP server?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Advanced GitLab MCP server need an API key?
Yes. The registry entry asks for GITLAB_TOKEN.
Is Advanced GitLab MCP server maintained?
The last commit was 20 days ago (2026-10-16). The latest release is v13.2.0.
What can I use instead of Advanced GitLab MCP server?
Servers from other publishers that do the same job: GitLab MCP Server, Pare Github MCP server and GitLab MCP Server.
How does Advanced GitLab MCP server compare with other Developer tools MCP servers?
safety score 85/100 (higher than 70% of 1,119 Developer tools servers); github stars 8 (more than 82% of 856 Developer tools servers); downloads a week 2,586 (more than 95% of 442 Developer tools servers with a package). Full comparison.

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