GitLab MCP server
Project description
mcp-gitlab-server
⚠️ Development Stage Notice
This project is currently in development stage. Features and APIs may change without notice. Use with caution in production environments.
GitLab MCP server based on python-gitlab.
Install
Using Personal Access Token (Most Common)
{
"mcpServers": {
"GitLab": {
"command": "uvx",
"args": [
"gitlab-mcp-server"
],
"env": {
"GITLAB_TOKEN": "<your GitLab personal access token>",
"GITLAB_URL": "https://gitlab.com"
}
}
}
}
Using OAuth2 Token
{
"mcpServers": {
"GitLab": {
"command": "uvx",
"args": [
"gitlab-mcp-server"
],
"env": {
"GITLAB_OAUTH_TOKEN": "<your GitLab OAuth2 token>",
"GITLAB_URL": "https://gitlab.com"
}
}
}
}
For self-hosted GitLab instances, set GITLAB_URL to your GitLab instance URL (e.g., https://gitlab.example.com). If not set, it defaults to https://gitlab.com.
Authentication
This MCP server supports two authentication methods:
Method 1: Personal Access Token (Recommended for most users)
-
Create a GitLab Personal Access Token:
- Go to GitLab → User Settings → Access Tokens
- Create a token with
read_apiscope (minimum required)
-
Set the
GITLAB_TOKENenvironment variable to your token value
Method 2: OAuth2 Token (For OAuth2 applications)
- If you have an OAuth2 token from a GitLab OAuth2 application flow
- Set the
GITLAB_OAUTH_TOKENenvironment variable to your OAuth2 token value
To create an OAuth2 application:
- Go to GitLab → User Settings → Applications
- Create a new application with appropriate scopes (
read_apiminimum) - Use the OAuth2 flow to obtain an access token
- Use that token as
GITLAB_OAUTH_TOKEN
Environment Variables
GITLAB_TOKEN- Your GitLab Personal Access Token (if using personal token auth)GITLAB_OAUTH_TOKEN- Your GitLab OAuth2 Token (if using OAuth2 auth)GITLAB_URL- GitLab instance URL (defaults tohttps://gitlab.com)
Note: The server will first check for GITLAB_OAUTH_TOKEN, and if not found, will use GITLAB_TOKEN. You only need to set one of these.
Tools
Repository & Project Management
- list_projects - List GitLab projects accessible to the authenticated user (supports filtering by owned/starred and pagination)
- list_groups - List GitLab groups accessible to the authenticated user
- list_group_projects - List all projects within a specific GitLab group
- get_user_info - Get information about the authenticated user
- search_repositories - Search for GitLab repositories by name, description, or keywords
- get_repository_details - Get detailed information about a specific repository
Code Access
- read_repository_code - Read the complete code structure and content of a repository with filtering options
- read_repository_file - Read the content of a specific file from a repository
Merge Request Analytics
- list_merge_requests - List merge requests for a repository with filtering by state, ordering, and pagination
- get_merge_request_analytics - Calculate comprehensive merge request lifetime statistics including average time from creation to merge
Repository Code Reading Features
The MCP server provides powerful code reading capabilities:
read_repository_code
Reads the entire repository structure and file contents with advanced filtering:
- Selective Reading: Include/exclude files using glob patterns (e.g.,
*.py,*.jsor exclude*.log,node_modules/*) - Size Limits: Control maximum files to read and file size limits to prevent overwhelming responses
- Branch/Tag Support: Read from any branch, tag, or commit SHA
- Directory Filtering: Focus on specific directories within the repository
- Smart Filtering: Automatically excludes common build artifacts, logs, and binary files
Example Usage:
- Read only Python files:
include_patterns: "*.py" - Exclude tests:
exclude_patterns: "*test*,*spec*" - Read specific directory:
path: "src/" - Different branch:
ref: "develop"
read_repository_file
Reads individual files from a repository:
- Single File Access: Get content of specific files quickly
- Metadata Included: File size, encoding, last commit info
- Binary Detection: Safely handles binary files
- Flexible References: Works with branches, tags, or commit SHAs
Limits & Safety:
- Default: Max 50 files, 100KB per file
- Configurable limits to prevent timeouts
- Automatic binary file detection
- Graceful error handling for large repositories
Merge Request Analytics Features
The MCP server provides comprehensive merge request analytics capabilities:
list_merge_requests
Lists merge requests with advanced filtering and sorting:
- State Filtering: Filter by state (
opened,closed,merged,all) - Flexible Sorting: Order by creation date, update date, or title
- Rich Metadata: Includes author, assignees, reviewers, labels, and voting info
- Pagination Support: Control number of results returned
get_merge_request_analytics
Calculates detailed merge request lifetime statistics:
- Lifetime Analysis: Average, median, min/max time from creation to merge
- Statistical Distribution: 25th, 75th, and 90th percentile analysis
- Time Period Control: Analyze MRs from the last N days (default: 90 days)
- Detailed Breakdown: Individual MR details with exact lifetime calculations
- Multiple Time Units: Results provided in both hours and days
Example Questions You Can Answer:
- "What is the average lifetime of an MR in the acapulco repository?"
- "How long do merge requests typically take to get merged?"
- "What's the distribution of merge request lifetimes?"
- "Which merge requests took the longest to merge?"
Analytics Output:
- Average, median, min, max merge times
- Percentile analysis (25th, 75th, 90th)
- Sample merge requests with individual lifetimes
- Complete dataset for further analysis
Development
# Clone the repository
git clone <repo-url>
cd gitlab-mcp-server
# Install dependencies
uv sync
# Run in development mode
uv run python -m mcp_gitlab_server
Testing Configuration
For development and testing purposes, you can use a local wheel file installation:
MCP Configuration for Testing:
{
"mcpServers": {
"GitLab": {
"command": "uvx",
"args": [
"--from", "/path/to/your/gitlab-mcp-server/dist/mcp_gitlab_server-0.1.0-py3-none-any.whl",
"gitlab-mcp-server"
],
"env": {
"GITLAB_TOKEN": "your-gitlab-token-here",
"GITLAB_URL": "https://gitlab.com"
}
}
}
}
Build and Test Steps:
# Build the wheel file
uv build
# Test with MCP client (like Claude Desktop)
# Update your MCP configuration with the local wheel path
# The wheel file will be in ./dist/ directory
# For quick testing, verify the server starts:
uv run python -m mcp_gitlab_server
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