How do I install Gitlab?

Copy the stdio config for Cursor, Claude Desktop, Claude Code, or VS Code on this page. It uses the publisher's install, not a PlugMCP proxy.

Does Gitlab need an API key?

No required environment variable is listed on this record.

What transport does Gitlab use?

Gitlab runs locally over stdio.

When was Gitlab last checked?

Last checked 2026-11-08. Manage projects, groups, branches, merge requests, and CI/CD pipelines

Gitlab MCP server

Power your agent

Add this server

The publisher's own command. Not a PlugMCP endpoint.

Add to Cursor Add to VS Code Run on PlugMCP

Host a copy with our keys and logs.

Local command

uvx mcparmory-gitlab==1.0.3

Claude Code has no install link for a local command. Copy the command below and run it in a terminal.

shClaude Code

1claude mcp add com.mcparmory-gitlab -- uvx mcparmory-gitlab==1.0.3

Run in a terminal.

jsonClaude Desktop

1{2  "mcpServers": {3    "com.mcparmory-gitlab": {4      "command": "uvx",5      "args": [6        "mcparmory-gitlab==1.0.3"7      ]8    }9  }10}

claude_desktop_config.json

Local · pypiPublisher installStep-by-step: add this in Claude

Remote URL or a command on your machine? How the two installs differ

Run on PlugMCP

Host a copy with our keys and logs.

A new server you create. It is not this listing's official endpoint. Use the publisher install when you want their URL and their credentials.

Launch

Server facts

Local

Transport: stdio
Version: 1.0.3
Last checked

Tools

No tool list yet. Remote servers get one after the first health check.

FAQ

Questions

MCP servers that connect AI agents to real-world APIs. Each server is a standalone Python package — generated from the upstream OpenAPI spec using MCP Blacksmith and tested against the live API before release. Hosted on MCP Armory or run independently.

Servers

🧠 AI & Machine Learning ElevenLabs · Linkup · Parallel · Perplexity AI · Ragie · Replicate

📊 Analytics Ahrefs · Datadog · Google Analytics · Google Search Console · Linkly · Mixpanel · PostHog

⛓️ Blockchain & Crypto Alchemy NFT

💼 CRM & Sales Apollo

💬 Communication Atlassian Confluence · Google Gmail · MailerSend · Mailtrap · Postmark · Resend · Slack

🗄️ Data & Databases Enigma · Pinecone

🛠️ Developer Tools AgentQL · Apify · Bitbucket · Bright Data · Browserbase · BuiltWith · Canvas · CircleCI · Codacy · Contentful Management · ConvertAPI · E2B · Firecrawl · GitHub · GitLab · LaunchDarkly · Postman · Scrapingant · Semrush AppCenter · Sentry

📄 Documents & Printing PDF.co

🛒 E-commerce Shopify Admin

💰 Finance Alpha Vantage · Polygon · Ramp

👥 HR & Recruiting BambooHR

☁️ Infrastructure Globalping · Grafana · PagerDuty · Rootly · Runpod

⚖️ Legal & Compliance NetLicensing

🗺️ Maps & Location Google Maps Platform · IP2Location.io IP Geolocation · OpenCage Geocoding

📣 Marketing Customer.io Journeys Track · Klaviyo

🎬 Media & Entertainment Canva · Perigon

✅ Productivity Airtable · Asana · Atlassian Jira · ClickUp · Figma · Google Sheets · Miro · Notion · Outline · Shortcut

🔍 Search Algolia Search · Google Search

📦 Storage Box · Files.com · Google Drive

📌 Other Close

More servers are being added continuously.

Install & Usage

Every server is a standalone PyPI package (mcparmory-<server-name>). Each server's own README.md has full credential setup and configuration instructions.

# With uvx (no install needed)
uvx mcparmory-github

# With pip
pip install mcparmory-github
mcparmory-github

MCP client configuration (Claude Desktop, Cursor, Codex, Claude Code):

{
  "mcpServers": {
    "github": {
      "command": "uvx",
      "args": ["mcparmory-github"],
      "env": {
        "BEARER_TOKEN": "ghp_your_token_here"
      }
    }
  }
}

Features

Every server in this registry provides:

Full API coverage — all endpoints from the OpenAPI spec are exposed as MCP tools
Authentication — API key, Bearer token, Basic auth, OAuth2, JWT, OpenID Connect, and mutual TLS
Multi-auth — servers that support multiple auth methods let you configure whichever you prefer
Pydantic validation — request parameters are validated before sending to the API
Resilience — configurable retries with exponential backoff, connection pooling, and timeouts
Response sanitization — optional redaction of sensitive fields from API responses

How servers are generated

Servers are generated by MCP Blacksmith, an automated pipeline that:

Parses an OpenAPI specification
Transforms operations through LLM-driven passes (naming, parameter filtering, enhancement, classification)
Generates a complete MCP server with auth, models, validation, and configuration
Tests every tool against the live API using an autonomous agent
Deploys passing servers to this registry

The generator targets Python 3.11+ and uses FastMCP as the MCP framework.

Contributing

Servers are auto-generated — don't edit server code directly. If you find an issue, open a GitHub Issue describing:

Broken or deprecated endpoints
Missing or incorrect parameters
Authentication problems
Incorrect request/response models

We'll re-generate the affected server with the fix. To request a new server, open an issue with a link to the API's OpenAPI spec or documentation.

License

Each generated server is released under the MIT License. The underlying APIs have their own terms of service — see individual server READMEs for details.

Add this server

Host a copy with our keys and logs.

Server facts

Tools

Questions

How do I install Gitlab?

Does Gitlab need an API key?

What transport does Gitlab use?

When was Gitlab last checked?

Documentation

Servers

Install & Usage

Features

How servers are generated

Contributing

License