Gitlab MCP
G

Gitlab MCP

The GitLab MCP server is a model context protocol service for interacting with the GitLab API, providing functions for synchronous and asynchronous operations on GitLab repositories, branches, issues, merge requests, etc.
2 points
5.5K

What is the GitLab MCP Server?

The GitLab MCP server is a toolset that allows AI clients to perform various operations through the GitLab API, such as creating repositories, managing branches, and handling merge requests.

How to use the GitLab MCP Server?

First, you need to install and configure the server, then select the appropriate tools for operation according to your needs. You can start the server through the command line or configuration file.

Applicable Scenarios

Suitable for developers, team managers, and users who need to automate GitLab tasks.

Main Features

Repository Management
Supports creating and listing GitLab repositories.
Branch Operations
Includes functions such as creating, protecting, and deleting branches.
File Operations
Upload, download, update, and delete files.
Issue Management
Create, update, close, and move issues.
Merge Request
Submit, get, and merge merge requests.
Pipeline Management
List and get pipeline information.
Group Operations
List and get GitLab group information.
Search Tools
Global search and in - project search.
Advantages
Supports both synchronous and asynchronous operation modes.
Modular design for easy expansion.
Provides comprehensive support for GitLab API functions.
Limitations
Requires a personal access token for API authentication.
Some advanced functions may depend on tokens with specific permissions.

How to Use

Install the GitLab MCP Server
Clone the repository and install dependencies.
Configure Environment Variables
Set GITLAB_PERSONAL_ACCESS_TOKEN and GITLAB_API_URL.
Start the Server
Run the server using the uv command.

Usage Examples

Create a New Repository
Demonstrate how to create a new GitLab repository through the MCP server.
List All Issues
Show how to get the list of open issues for a specified project.

Frequently Asked Questions

Why can't I authenticate with the GitLab API?
How to solve the NoneType error?

Related Resources

GitLab API Documentation
Official GitLab API documentation.
GitHub Repository
Source code repository for the GitLab MCP server.
Tutorial Video
Video tutorial for quickly getting started with the GitLab MCP server.

Installation

Copy the following command to your Client for configuration
{
  "mcpServers": {
    "gitlab-mcp": {
      "command": "uv",
      "args": ["run", "--with", "mcp[cli]", "mcp", "run", "/path/to/gitlab-mcp/server.py"],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "your_personal_access_token",
        "GITLAB_API_URL": "https://gitlab.com"
      }
    }
  }
}
Note: Your key is sensitive information, do not share it with anyone.

Alternatives

M
MCP
The Microsoft official MCP server provides search and access functions for the latest Microsoft technical documentation for AI assistants
9.9K
5 points
A
Aderyn
Aderyn is an open - source Solidity smart contract static analysis tool written in Rust, which helps developers and security researchers discover vulnerabilities in Solidity code. It supports Foundry and Hardhat projects, can generate reports in multiple formats, and provides a VSCode extension.
Rust
5.9K
5 points
D
Devtools Debugger MCP
The Node.js Debugger MCP server provides complete debugging capabilities based on the Chrome DevTools protocol, including breakpoint setting, stepping execution, variable inspection, and expression evaluation.
TypeScript
5.4K
4 points
S
Scrapling
Scrapling is an adaptive web scraping library that can automatically learn website changes and re - locate elements. It supports multiple scraping methods and AI integration, providing high - performance parsing and a developer - friendly experience.
Python
8.9K
5 points
M
Mcpjungle
MCPJungle is a self-hosted MCP gateway used to centrally manage and proxy multiple MCP servers, providing a unified tool access interface for AI agents.
Go
0
4.5 points
C
Cipher
Cipher is an open-source memory layer framework designed for programming AI agents. It integrates with various IDEs and AI coding assistants through the MCP protocol, providing core functions such as automatic memory generation, team memory sharing, and dual-system memory management.
TypeScript
0
5 points
N
Nexus
Nexus is an AI tool aggregation gateway that supports connecting multiple MCP servers and LLM providers, providing tool search, execution, and model routing functions through a unified endpoint, and supporting security authentication and rate limiting.
Rust
0
4 points
S
Shadcn Ui MCP Server
An MCP server that provides shadcn/ui component integration for AI workflows, supporting React, Svelte, and Vue frameworks. It includes functions for accessing component source code, examples, and metadata.
TypeScript
11.1K
5 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
16.6K
4.3 points
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
14.8K
4.5 points
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
23.5K
5 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
45.0K
4.3 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
45.4K
4.5 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
19.2K
5 points
G
Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
14.8K
4.5 points
M
Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
29.3K
4.8 points
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2025AIBase