
GitLab MCP Server
Provides GitLab integration for AI assistants using Model Context Protocol, enabling repository operations, file management, issue tracking, merge requests, and branch/tag administration through natural language.
README
GitLab MCP Server (in Python)
Model Context Protocol (MCP) server for GitLab integration, built on FastMCP.
This server is implemented in Python, with fastmcp.
Quick Start
- Build the Docker image:
docker build -t gitlab-mcp-server .
Integration with Cursor/Claude
In MCP Settings -> Add MCP server, add this config:
{
"mcpServers": {
"gitlab": {
"command": "docker",
"args": [
"run",
"--rm",
"-i",
"-e",
"GITLAB_TOKEN",
"-e",
"GITLAB_URL",
"gitlab-mcp-server:latest"
],
"env": {
"GITLAB_TOKEN": "token",
"GITLAB_URL": "https://gitlab.com/"
}
}
}
}
Note: Don't forget to replace GITLAB_TOKEN
and GITLAB_URL
values with your actual GitLab credentials and instance URL.
Getting GitLab Token
- Log in to your GitLab account
- Go to Settings -> Access Tokens
- Create a new token:
- Scopes: select the necessary permissions:
api
- for API accessread_repository
- for reading repositorieswrite_repository
- for writing to repositories
- Scopes: select the necessary permissions:
- Click "Create personal access token"
- Copy the generated token (it will be shown only once!)
Functions
- ✅1.create_repository
- ✅2.fork_repository
- ✅3.delete_repository
- ✅4.search_repositories
- ✅5.create_or_update_file
- ✅6.push_files
- ✅7.get_file_contents
- ✅8.create_issue
- ✅9.get_issues
- ✅10.create_merge_request
- ✅11.get_merge_request_diff
- ✅12.create_branches
- ✅13.delete_branches
- ✅14.create_tags
- ✅15.delete_tags
Recommended Servers
playwright-mcp
A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.
Magic Component Platform (MCP)
An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.
Audiense Insights MCP Server
Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

VeyraX MCP
Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.
graphlit-mcp-server
The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
Kagi MCP Server
An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

E2B
Using MCP to run code via e2b.
Neon Database
MCP server for interacting with Neon Management API and databases
Exa Search
A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
Qdrant Server
This repository is an example of how to create a MCP server for Qdrant, a vector search engine.