SERVER

Advanced GitLab MCP server

Rank #1,607

io.github.structured-world/gitlab-mcp

58 CQRS tools exposing 230 GitLab operations across 26 entity types

51 versions

6 GitHub stars

by structured-world (1 servers)View repository ↗Claim this server

First listed

Sep 14, 2025

Last publish date

Sep 5, 2026

OVERVIEW

Advanced GitLab MCP server is a Model Context Protocol (MCP) server published by structured-world. It ranks #1,607 of 132,046 servers tracked on MCP Toplist, and its repository has 6 GitHub stars. Advanced GitLab MCP server is listed across 3 registries — Official MCP, Glama and PulseMCP, with 51 tracked versions. It was first listed on Sep 14, 2025 and most recently updated on Sep 5, 2026.

STANDING

#1,607of 132,046 tracked serversTop 5%

Ranks ahead of 130,439 of 132,046 servers on MCP Toplist.

CONNECT

Use Advanced GitLab MCP server

API keyNeeds credentials

Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.

npm package

claude mcp add gitlab-mcp -e "GITLAB_TOKEN=<your GITLAB_TOKEN>" -e "GITLAB_API_URL=<your GITLAB_API_URL>" -e "GITLAB_READ_ONLY_MODE=<your GITLAB_READ_ONLY_MODE>" -- npx -y @structured-world/gitlab-mcp

Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/structured-world/gitlab-mcp/releases/download/gitlab-mcp-v9.1.4/gitlab-mcp-9.1.4.mcpb` — install it through your client’s extension manager.

npm package

[mcp_servers.gitlab-mcp]
command = "npx"
args = ["-y", "@structured-world/gitlab-mcp"]

[mcp_servers.gitlab-mcp.env]
GITLAB_TOKEN = "<your GITLAB_TOKEN>"
GITLAB_API_URL = "<your GITLAB_API_URL>"
GITLAB_READ_ONLY_MODE = "<your GITLAB_READ_ONLY_MODE>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/structured-world/gitlab-mcp/releases/download/gitlab-mcp-v9.1.4/gitlab-mcp-9.1.4.mcpb` — install it through your client’s extension manager.

npm package

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

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/structured-world/gitlab-mcp/releases/download/gitlab-mcp-v9.1.4/gitlab-mcp-9.1.4.mcpb` — install it through your client’s extension manager.

npm package

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

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/structured-world/gitlab-mcp/releases/download/gitlab-mcp-v9.1.4/gitlab-mcp-9.1.4.mcpb` — install it through your client’s extension manager.

npm package

{
  "servers": {
    "gitlab-mcp": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@structured-world/gitlab-mcp"
      ],
      "env": {
        "GITLAB_TOKEN": "<your GITLAB_TOKEN>",
        "GITLAB_API_URL": "<your GITLAB_API_URL>",
        "GITLAB_READ_ONLY_MODE": "<your GITLAB_READ_ONLY_MODE>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/structured-world/gitlab-mcp/releases/download/gitlab-mcp-v9.1.4/gitlab-mcp-9.1.4.mcpb` — install it through your client’s extension manager.

npm package

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

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/structured-world/gitlab-mcp/releases/download/gitlab-mcp-v9.1.4/gitlab-mcp-9.1.4.mcpb` — install it through your client’s extension manager.

npm package

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

Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/structured-world/gitlab-mcp/releases/download/gitlab-mcp-v9.1.4/gitlab-mcp-9.1.4.mcpb` — install it through your client’s extension manager.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.structured-world%2Fgitlab-mcp.svg)](https://mcptoplist.com/server/io.github.structured-world%2Fgitlab-mcp)

HTML

<a href="https://mcptoplist.com/server/io.github.structured-world%2Fgitlab-mcp"><img src="https://mcptoplist.com/badge/io.github.structured-world%2Fgitlab-mcp.svg" alt="MCP Toplist: Top 5% of 132,046" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

REGISTRIES

Listed on 3 registries

ORGANIZATION

structured-world

Organization

structured-world

Servers in org

1

Versions across org

51

VERSIONS

Available versions (51)

Version	Published
9.1.4	Sep 5, 2026
9.1.3	Aug 31, 2026
9.1.2	Aug 8, 2026
9.1.1	Jun 22, 2026
9.1.0	Jun 7, 2026
9.0.1	Jun 7, 2026
8.0.0	Jun 5, 2026
7.7.0	Jun 4, 2026
7.6.0	Jun 3, 2026
7.5.0	Jun 2, 2026
7.2.0	Apr 11, 2026
7.1.0	Apr 7, 2026
7.0.2	Apr 7, 2026
7.0.1	Apr 6, 2026
6.62.2	Mar 29, 2026
6.62.1	Mar 1, 2026
6.62.0	Feb 16, 2026
6.61.0	Feb 13, 2026
6.60.3	Feb 7, 2026
6.60.2	Feb 6, 2026
6.60.1	Feb 6, 2026
6.60.0	Feb 6, 2026
6.59.2	Feb 6, 2026
6.59.1	Feb 5, 2026
6.59.0	Feb 5, 2026
6.58.1	Feb 5, 2026
6.58.0	Feb 5, 2026
6.57.0	Feb 5, 2026
6.56.0	Feb 4, 2026
6.55.1	Feb 4, 2026
6.55.0	Feb 4, 2026
6.54.0	Feb 4, 2026
6.53.1	Feb 4, 2026
6.53.0	Feb 4, 2026
6.52.0	Feb 4, 2026
6.51.0	Feb 2, 2026
6.50.0	Jan 27, 2026
6.49.0	Jan 26, 2026
6.48.2	Jan 26, 2026
6.48.1	Jan 25, 2026
6.48.0	Jan 25, 2026
6.47.1	Jan 25, 2026
6.47.0	Jan 25, 2026
6.46.1	Jan 25, 2026
6.46.0	Jan 25, 2026
6.45.1	Jan 25, 2026
6.45.0	Jan 25, 2026
6.44.0	Jan 25, 2026
6.43.1	Jan 25, 2026
6.43.0	Jan 25, 2026
0.1.0	Nov 25, 2024

FAQ

Frequently asked questions

Who maintains Advanced GitLab MCP server?: Advanced GitLab MCP server is maintained by structured-world, which publishes 1 MCP server (51 total versions) tracked on MCP Toplist.
Is Advanced GitLab MCP server listed on the Official MCP Registry?: Yes — Advanced GitLab MCP server is listed on the Official MCP Registry, alongside Glama and PulseMCP.
How many versions does Advanced GitLab MCP server have?: MCP Toplist tracks 51 versions of Advanced GitLab MCP server, most recently published on Sep 5, 2026.
Where can I find the source code for Advanced GitLab MCP server?: The source code for Advanced GitLab MCP server is hosted at github.com/structured-world/gitlab-mcp.

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