com.mcparmory/gitlab MCP Server
com.mcparmory/gitlab
GitLab project and CI/CD management for AI agents via MCP
What is the com.mcparmory/gitlab MCP server?
The GitLab MCP server enables AI agents to manage GitLab projects, groups, branches, merge requests, and CI/CD pipelines through the Model Context Protocol. It provides full API coverage generated from GitLab's OpenAPI specification and tested against the live API.
This server connects Claude and other AI agents to GitLab, allowing them to automate project management tasks, create and review merge requests, manage branches, and monitor CI/CD pipelines. It's ideal for developers who want AI assistance with GitLab workflows without leaving their AI client.
How to install com.mcparmory/gitlab
Copy-paste configuration for popular MCP clients.
Tools & capabilities
Tools this server exposes to the agent.
Project Management— Create, read, update, and delete GitLab projects and manage project settingsGroup Management— Manage GitLab groups and group membershipBranch Operations— Create, list, and manage Git branches within projectsMerge Request Handling— Create, review, approve, and manage merge requestsCI/CD Pipeline Management— Monitor, trigger, and manage CI/CD pipelines and jobs
Use cases
- Automate creation and management of GitLab projects and repositories
- Create and review merge requests with AI-assisted code analysis
- Monitor and trigger CI/CD pipelines from natural language commands
- Manage branches and perform git operations through conversational AI
- Generate project documentation and track issues across GitLab groups
com.mcparmory/gitlab MCP server FAQ
It's an MCP server that gives AI agents like Claude full access to GitLab's API, enabling automation of projects, merge requests, branches, and CI/CD pipelines.
Yes, the server itself is MIT-licensed and free. You only need a valid GitLab API token (available free with any GitLab account).
Install via pip (`pip install mcparmory-gitlab`) or uvx, then configure it in your MCP client settings with your GitLab API token as the BEARER_TOKEN environment variable.
You need a GitLab personal access token or OAuth2 credentials. Set it as the BEARER_TOKEN environment variable when running the server.
Yes, as long as your GitLab token has the necessary permissions to access those projects.
Yes, the server is generated from GitLab's OpenAPI spec and tested against the live API before release.
README (reference)
Source of truth, from the repository.
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:BEGIN -->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.
<!-- SERVERS:END -->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.
<p align="center"> <a href="https://mcparmory.com">MCP Armory</a> · <a href="https://mcpblacksmith.com">MCP Blacksmith</a> · <a href="https://docs.mcpblacksmith.com/quickstart">Docs</a> </p>
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