GitLab MCP for Code Review

GitLab MCP for Code Review

An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.

Category
Visit Server

README

GitLab MCP for Code Review

Python 3.10+ License: MIT

This project is forked from cayirtepeomer/gerrit-code-review-mcp and adapted for GitLab integration.

An MCP (Model Context Protocol) server for integrating AI assistants like Claude with GitLab's merge requests. This allows AI assistants to review code changes directly through the GitLab API.

Features

  • Complete Merge Request Analysis: Fetch full details about merge requests including diffs, commits, and comments
  • File-Specific Diffs: Analyze changes to specific files within merge requests
  • Version Comparison: Compare different branches, tags, or commits
  • Review Management: Add comments, approve, or unapprove merge requests
  • Project Overview: Get lists of all merge requests in a project

Installation

Prerequisites

  • Python 3.10+
  • GitLab personal access token with API scope (read_api, api)
  • Cursor IDE for full MCP integration

Quick Start

  1. Clone this repository:
git clone https://github.com/yourusername/gitlab-mcp-code-review.git
cd gitlab-mcp-code-review
  1. Create and activate a virtual environment:
python -m venv .venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate
  1. Install dependencies:
pip install -r requirements.txt
  1. Create a .env file with your GitLab configuration (see .env.example for all options):
# Required
GITLAB_TOKEN=your_personal_access_token_here

# Optional settings
GITLAB_HOST=gitlab.com
GITLAB_API_VERSION=v4
LOG_LEVEL=INFO

Configuration Options

The following environment variables can be configured in your .env file:

Variable Required Default Description
GITLAB_TOKEN Yes - Your GitLab personal access token
GITLAB_HOST No gitlab.com GitLab instance hostname
GITLAB_API_VERSION No v4 GitLab API version to use
LOG_LEVEL No INFO Logging level (DEBUG, INFO, WARNING, ERROR, CRITICAL)
DEBUG No false Enable debug mode
REQUEST_TIMEOUT No 30 API request timeout in seconds
MAX_RETRIES No 3 Maximum retry attempts for failed requests

Cursor IDE Integration

To use this MCP with Cursor IDE, add this configuration to your ~/.cursor/mcp.json file:

{
  "mcpServers": {
    "gitlab-mcp-code-review": {
      "command": "/path/to/your/gitlab-mcp-code-review/.venv/bin/python",
      "args": [
        "/path/to/your/gitlab-mcp-code-review/server.py",
        "--transport",
        "stdio"
      ],
      "cwd": "/path/to/your/gitlab-mcp-code-review",
      "env": {
        "PYTHONPATH": "/path/to/your/gitlab-mcp-code-review",
        "VIRTUAL_ENV": "/path/to/your/gitlab-mcp-code-review/.venv",
        "PATH": "/path/to/your/gitlab-mcp-code-review/.venv/bin:/usr/local/bin:/usr/bin:/bin"
      },
      "stdio": true
    }
  }
}

Replace /path/to/your/gitlab-mcp-code-review with the actual path to your cloned repository.

Available Tools

The MCP server provides the following tools for interacting with GitLab:

Tool Description
fetch_merge_request Get complete information about a merge request
fetch_merge_request_diff Get diffs for a specific merge request
fetch_commit_diff Get diff information for a specific commit
compare_versions Compare different branches, tags, or commits
add_merge_request_comment Add a comment to a merge request
approve_merge_request Approve a merge request
unapprove_merge_request Unapprove a merge request
get_project_merge_requests Get a list of merge requests for a project

Usage Examples

Fetch a Merge Request

# Get details of merge request #5 in project with ID 123
mr = fetch_merge_request("123", "5")

View Specific File Changes

# Get diff for a specific file in a merge request
file_diff = fetch_merge_request_diff("123", "5", "path/to/file.js")

Compare Branches

# Compare develop branch with master branch
diff = compare_versions("123", "develop", "master")

Add a Comment to a Merge Request

# Add a comment to a merge request
comment = add_merge_request_comment("123", "5", "This code looks good!")

Approve a Merge Request

# Approve a merge request and set required approvals to 2
approval = approve_merge_request("123", "5", approvals_required=2)

Troubleshooting

If you encounter issues:

  1. Verify your GitLab token has the appropriate permissions (api, read_api)
  2. Check your .env file settings
  3. Ensure your MCP configuration paths are correct
  4. Test connection with: curl -H "Private-Token: your-token" https://gitlab.com/api/v4/projects
  5. Set LOG_LEVEL=DEBUG in your .env file for more detailed logging

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

  1. Fork the repository
  2. Create your feature branch (git checkout -b feature/amazing-feature)
  3. Commit your changes (git commit -m 'Add some amazing feature')
  4. Push to the branch (git push origin feature/amazing-feature)
  5. Open a Pull Request

See the CONTRIBUTING.md file for more details on the development process.

License

This project is licensed under the MIT License - see the LICENSE file for details.

Recommended Servers

playwright-mcp

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.

Official
Featured
TypeScript
Magic Component Platform (MCP)

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.

Official
Featured
Local
TypeScript
Audiense Insights MCP Server

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.

Official
Featured
Local
TypeScript
VeyraX MCP

VeyraX MCP

Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.

Official
Featured
Local
graphlit-mcp-server

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.

Official
Featured
TypeScript
Kagi MCP Server

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.

Official
Featured
Python
E2B

E2B

Using MCP to run code via e2b.

Official
Featured
Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

Official
Featured
Exa Search

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.

Official
Featured
Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Official
Featured