A Model Context Protocol (MCP) server that enables AI assistants to interact with Ceph storage clusters through natural language. This server provides a bridge between AI tools and your Ceph infrastructure, making storage management more accessible and intuitive.
- Health Monitoring: Get comprehensive cluster health status and diagnostics
- Host Management: Monitor and manage cluster hosts and their services
- Detailed Analysis: Access detailed health checks for troubleshooting
- Secure Communication: Authenticated access to Ceph Manager API
- Structured Responses: AI-friendly output formatting for clear communication
- Async Architecture: Non-blocking operations for better performance
- Python 3.11 or higher
- UV package manager
- Access to a Ceph cluster with Manager API enabled
- Valid Ceph credentials with appropriate permissions
- Clone and setup the project:
# Create the project directory
mkdir ceph-mcp-server
cd ceph-mcp-server
# Initialize UV project
uv init --python 3.11
# Add dependencies
uv add mcp httpx pydantic python-dotenv structlog asyncio-mqtt
uv add --dev pytest pytest-asyncio black isort mypy ruff
- Set up your environment:
# Copy the example environment file
cp .env.example .env
# Edit .env with your Ceph cluster details
nano .env
- Configure your Ceph connection:
# .env file contents
CEPH_MANAGER_URL=https://192.16.0.31:8443
CEPH_USERNAME=admin
CEPH_PASSWORD=your_ceph_password
CEPH_SSL_VERIFY=false # Set to true in production with proper certificates
- Start the MCP server:
uv run python -m ceph_mcp.server
- Test the connection: The server will log its startup and any connection issues. Look for messages indicating successful connection to your Ceph cluster.
Variable | Description | Default | Required |
---|---|---|---|
CEPH_MANAGER_URL |
Ceph Manager API endpoint | https://192.16.0.31:8443 |
Yes |
CEPH_USERNAME |
Ceph username for API access | admin |
Yes |
CEPH_PASSWORD |
Ceph password for authentication | - | Yes |
CEPH_SSL_VERIFY |
Enable SSL certificate verification | true |
No |
CEPH_CERT_PATH |
Path to custom SSL certificate | - | No |
LOG_LEVEL |
Logging level (DEBUG, INFO, WARNING, ERROR) | INFO |
No |
MAX_REQUESTS_PER_MINUTE |
Rate limiting for API requests | 60 |
No |
MCP_TRANSPORT |
MCP transport to use | sse |
No |
MCP_SERVER_HOST |
Host MCP server binds to | 0.0.0.0 |
If sse or streamable-http |
MCP_SERVER_PORT |
Port MCP server binds to | 8001 |
If sse or streamable-http |
MCP_SERVER_NAME |
Name of the MCP server | ceph-storage-assistant |
No |
MCP_SERVER_VERSION |
Version of the MCP server | 0.1.0 |
No |
- Production Usage: Always enable SSL verification (
CEPH_SSL_VERIFY=true
) in production - Credentials: Store credentials securely and never commit them to version control
- Network Access: Ensure the MCP server can reach your Ceph Manager API endpoint
- Permissions: Use a dedicated Ceph user with minimal required permissions
The MCP server provides four main tools for AI assistants:
Get comprehensive cluster health status including overall health, warnings, and statistics.
Use cases:
- "How is my Ceph cluster doing?"
- "Are there any storage issues I should know about?"
- "What's the current status of my cluster?"
Retrieve information about all hosts in the cluster including online/offline status and service distribution.
Use cases:
- "Which hosts are online in my cluster?"
- "What services are running on each host?"
- "Are any hosts having problems?"
Get detailed health check information for troubleshooting specific issues.
Use cases:
- "What specific warnings does my cluster have?"
- "Give me detailed information about cluster errors"
- "Help me troubleshoot this storage issue"
Get comprehensive information about a specific host.
Get overall filesystems summaries.
Get specific filesysstem details.
Parameters:
hostname
: The name of the host to examine
Use cases:
- "Tell me about host ceph-node-01"
- "What services are running on this specific host?"
- "Get detailed specs for this host"
AI Assistant: "How is my Ceph cluster doing?"
Response: β
Cluster is healthy. All 3 hosts are online. OSDs: 12/12 up.
π’ Overall Status: HEALTH_OK
π₯οΈ Hosts: 3/3 online
πΎ OSDs: 12/12 up
AI Assistant: "What warnings does my cluster have?"
Response: π‘ Cluster has 2 warning(s) requiring attention.
π‘ Warnings requiring attention:
- OSD_NEARFULL: 1 osd(s) are getting full
- POOL_BACKFILLFULL: 1 pool(s) are backfill full
# Run all tests
uv run pytest
# Run with coverage
uv run pytest --cov=ceph_mcp
# Run specific test types
uv run pytest -m "not integration" # Skip integration tests
# Format code
uv run black src/ tests/
uv run isort src/ tests/
# Lint code
uv run ruff check src/ tests/
uv run mypy src/
# All checks
uv run ruff check src/ tests/ && uv run mypy src/ && uv run pytest
ceph-mcp-server/
βββ src/ceph_mcp/
β βββ __init__.py # Package initialization
β βββ server.py # Main MCP server
β βββ api/
β β βββ ceph_client.py # Ceph API client
β βββ config/
β β βββ settings.py # Configuration management
β βββ handlers/
β β βββ health_handlers.py # Request handlers
β βββ models/
β β βββ ceph_models.py # Data models
β βββ utils/ # Utility functions
βββ tests/ # Test suite
βββ .env.example # Environment template
βββ pyproject.toml # Project configuration
βββ README.md # This file
-
Connection Refused
- Check if Ceph Manager is running and accessible
- Verify the URL and port in your configuration
- Ensure network connectivity between MCP server and Ceph cluster
-
Authentication Failed
- Verify username and password are correct
- Check that the user has appropriate permissions
- Ensure the Ceph user account is active
-
SSL Certificate Errors
- For development: Set
CEPH_SSL_VERIFY=false
- For production: Use proper SSL certificates or specify
CEPH_CERT_PATH
- For development: Set
-
Permission Denied
- Ensure the Ceph user has read permissions for health and host information
- Check Ceph user capabilities:
ceph auth get client.your-username
Enable debug logging to get more detailed information:
LOG_LEVEL=DEBUG uv run python -m ceph_mcp.server
- Fork the repository
- Create a feature branch:
git checkout -b feature-name
- Make your changes and add tests
- Run the test suite:
uv run pytest
- Format code:
uv run black src/ tests/
- Submit a pull request
This project is licensed under the MIT License - see the LICENSE file for details.
- Ceph Storage - The distributed storage system
- Model Context Protocol - The protocol enabling AI integration
- Anthropic - For developing MCP and Claude
- Create an issue for bug reports or feature requests
- Check existing issues before creating new ones
- Provide detailed information about your environment when reporting issues