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MCP Server

Ceph MCP Server

A Model Context Protocol server that enables AI assistants to interact with Ceph storage clusters through natural language, making storage management more accessible and intuitive.

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8/18/2025
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Please check the documentation below.

README Documentation

Ceph MCP Server

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.

🚀 Features

  • 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

📋 Prerequisites

  • Python 3.11 or higher
  • UV package manager
  • Access to a Ceph cluster with Manager API enabled
  • Valid Ceph credentials with appropriate permissions

🛠️ Installation

  1. 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
  1. Set up your environment:
# Copy the example environment file
cp .env.example .env

# Edit .env with your Ceph cluster details
nano .env
  1. 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

🏃‍♂️ Quick Start

  1. Start the MCP server:
uv run python -m ceph_mcp.server
  1. Test the connection: The server will log its startup and any connection issues. Look for messages indicating successful connection to your Ceph cluster.

🔧 Configuration

Environment Variables

VariableDescriptionDefaultRequired
CEPH_MANAGER_URLCeph Manager API endpointhttps://192.16.0.31:8443Yes
CEPH_USERNAMECeph username for API accessadminYes
CEPH_PASSWORDCeph password for authentication-Yes
CEPH_SSL_VERIFYEnable SSL certificate verificationtrueNo
CEPH_CERT_PATHPath to custom SSL certificate-No
LOG_LEVELLogging level (DEBUG, INFO, WARNING, ERROR)INFONo
MAX_REQUESTS_PER_MINUTERate limiting for API requests60No

Security Considerations

  • 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

🎯 Available Tools

The MCP server provides four main tools for AI assistants:

1. get_cluster_health

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?"

2. get_host_status

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?"

3. get_health_details

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"

4. get_host_details

Get comprehensive information about a specific host.

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"

📊 Example Interactions

Health Check

AI Assistant: "How is my Ceph cluster doing?"

Response: ✅ Cluster is healthy. All 3 hosts are online. OSDs: 12/12 up.
🟢 Overall Status: HEALTH_OK
🖥️  Hosts: 3/3 online
💾 OSDs: 12/12 up

Troubleshooting

AI Assistant: "What warnings does my cluster have?"

Response: 🟡 Cluster has 2 warning(s) requiring attention.
🟡 Warnings requiring attention:
   - OSD_NEARFULL: 1 osd(s) are getting full
   - POOL_BACKFILLFULL: 1 pool(s) are backfill full

🧪 Development

Running Tests

# 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

Code Quality

# 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

Project Structure

ceph-mcp-server/
├── src/ceph_mcp/
│   ├── __init__.py          # Package initialization
│   ├── server.py            # Main MCP server
│   ├── api/
│   │   └── ceph_client.py   # Ceph API client
│   ├── config/
│   │   └── settings.py      # Configuration management
│   ├── handlers/
│   │   └── health_handlers.py # Request handlers
│   ├── models/
│   │   └── ceph_models.py   # Data models
│   └── utils/               # Utility functions
├── tests/                   # Test suite
├── .env.example            # Environment template
├── pyproject.toml          # Project configuration
└── README.md              # This file

🐛 Troubleshooting

Common Issues

  1. 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
  2. Authentication Failed

    • Verify username and password are correct
    • Check that the user has appropriate permissions
    • Ensure the Ceph user account is active
  3. SSL Certificate Errors

    • For development: Set CEPH_SSL_VERIFY=false
    • For production: Use proper SSL certificates or specify CEPH_CERT_PATH
  4. Permission Denied

    • Ensure the Ceph user has read permissions for health and host information
    • Check Ceph user capabilities: ceph auth get client.your-username

Debugging

Enable debug logging to get more detailed information:

LOG_LEVEL=DEBUG uv run python -m ceph_mcp.server

🤝 Contributing

  1. Fork the repository
  2. Create a feature branch: git checkout -b feature-name
  3. Make your changes and add tests
  4. Run the test suite: uv run pytest
  5. Format code: uv run black src/ tests/
  6. Submit a pull request

📄 License

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

🙏 Acknowledgments

📞 Support

  • 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

Quick Actions

Key Features

Model Context Protocol
Secure Communication
Real-time Updates
Open Source