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MCP Croit Ceph

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MCP Croit Ceph

AI-powered management for Croit Ceph clusters via the Model Context Protocol (MCP)

Connect your AI assistant (like Claude) directly to your Croit Ceph cluster for intelligent cluster management, troubleshooting, and monitoring.

What is this?

An MCP server that gives AI assistants access to your Croit Ceph cluster's REST API. Ask your AI to:

  • "Show me all pools with errors"

  • "List OSDs on server node-5"

  • "Search logs for slow requests in the last hour"

  • "What's the cluster health status?"

The AI can then interact with your cluster through natural language.

Key Features

🚀 Smart & Efficient

  • Automatic token optimization - Responses optimized to save 80-95% on AI token costs

  • Field selection - Request only the data you need (e.g., just id + name)

  • Built-in filtering - grep-like search without multiple API calls

  • Intelligent summaries - Large datasets get smart summaries with drill-down capability

🔍 Advanced Log Search

  • Native VictoriaLogs integration for powerful log analysis

  • Natural language queries: "Find OSD failures in the last 24 hours"

  • Pattern detection and anomaly identification

  • Pre-built debug templates for common issues

🛡️ Production Ready

  • Role-based access control (ADMIN vs VIEWER)

  • Automatic API discovery from your cluster

  • Docker support with included OpenAPI spec

  • Comprehensive error handling

Quick Start

Using Docker (Recommended)

docker run --rm -i \ -e CROIT_HOST="https://your-cluster.com" \ -e CROIT_API_TOKEN="your-api-token" \ croit/mcp-croit-ceph:latest

With Claude Desktop

Add to ~/.config/claude/claude_desktop_config.json:

Basic configuration (fetches OpenAPI spec on startup):

{ "mcpServers": { "croit-ceph": { "command": "docker", "args": [ "run", "--rm", "-i", "-e", "CROIT_HOST=http://your-cluster.croit.io:8080", "-e", "CROIT_API_TOKEN=your-api-token-here", "croit/mcp-croit-ceph:latest" ] } } }

Optimized configuration (recommended - 2s startup instead of 5s):

{ "mcpServers": { "croit-ceph": { "command": "docker", "args": [ "run", "--rm", "-i", "-v", "/absolute/path/to/openapi.json:/config/openapi.json:ro", "-e", "CROIT_HOST=http://your-cluster.croit.io:8080", "-e", "CROIT_API_TOKEN=your-api-token-here", "-e", "OPENAPI_FILE=/config/openapi.json", "croit/mcp-croit-ceph:latest" ] } } }

With debug logging:

{ "mcpServers": { "croit-ceph": { "command": "docker", "args": [ "run", "--rm", "-i", "-e", "CROIT_HOST=http://your-cluster.croit.io:8080", "-e", "CROIT_API_TOKEN=your-api-token-here", "-e", "LOG_LEVEL=DEBUG", "croit/mcp-croit-ceph:latest" ] } } }

Note: Volume mounts require absolute paths (not ~/). To download the OpenAPI spec:

curl -H "Authorization: Bearer YOUR_TOKEN" \ http://your-cluster.croit.io:8080/api/swagger.json > openapi.json

Restart Claude Desktop after changing the configuration.

Configuration

Required Environment Variables

CROIT_HOST="https://your-cluster.com" # Your Croit cluster URL CROIT_API_TOKEN="your-api-token" # API token from Croit

Optional Environment Variables

# Use local OpenAPI spec for faster startup (2s vs 5s) OPENAPI_FILE="/config/openapi.json" # Use bundled spec (no external fetch, for offline/dev) USE_INCLUDED_API_SPEC="true" # Logging verbosity: DEBUG, INFO, WARNING, ERROR LOG_LEVEL="INFO" # Pass additional CLI arguments MCP_ARGS="--no-permission-check --max-category-tools 5"

See .env.example for docker usage template.

Getting an API Token

  1. Log into your Croit cluster web interface

  2. Go to Settings → API Tokens

  3. Create a new token with appropriate permissions

  4. Copy the token and use it in your configuration

Example AI Conversations

Check cluster health:

You: "What's the current cluster status?" AI: Calls list_endpoints → Finds status endpoint → Returns health summary

Find problems:

You: "Show me all pools with errors" AI: Calls /pools with fields=["id","name","status"] and filter for errors Returns only the 3 pools with issues (instead of all 100 pools)

Debug issues:

You: "Search logs for OSD failures in the last hour" AI: Uses croit_log_search with smart query parsing Returns summary + drill-down capability for details

Capacity planning:

You: "Which pools are over 80% full?" AI: Gets pools → Filters by usage → Returns list with recommendations

Features in Detail

Token Optimization

The server automatically reduces AI token consumption:

Without Optimization

With Optimization

Savings

100 pools, all fields → 4,000 tokens

100 pools, id+name → 300 tokens

92%

500 OSDs, full data → 15,000 tokens

Smart summary → 1,000 tokens

93%

How it works:

  1. Field Selection: Request only needed fields

  2. Smart Summaries: Large datasets get summaries with drill-down

  3. Caching: Repeated requests use cached data

  4. Auto-limiting: Sensible defaults prevent token explosions

Available Tools

The AI has access to these tools:

Core Tools:

  • list_endpoints - Discover available API endpoints

  • call_endpoint - Make API calls with optimization

  • search_last_result - Drill down into large responses

Category Tools (auto-generated):

  • manage_services - Ceph services

  • manage_pools - Storage pools

  • manage_servers - Cluster servers

  • manage_s3 - S3 buckets

  • And more...

Log Search:

  • croit_log_search - Advanced log analysis

  • croit_log_check - Quick log condition checks

Advanced Usage

Local Development

# Clone repository git clone https://github.com/croit/mcp-croit-ceph.git cd mcp-croit-ceph # Create virtual environment python3 -m venv venv source venv/bin/activate # Install dependencies pip install -r requirements.txt # Run directly export CROIT_HOST="https://your-cluster.com" export CROIT_API_TOKEN="your-token" python mcp-croit-ceph.py

Using Local OpenAPI Spec

For faster startup or offline development:

# Download spec from your cluster curl -H "Authorization: Bearer $CROIT_API_TOKEN" \ https://your-cluster/api/swagger.json > openapi.json # Use local spec python mcp-croit-ceph.py --openapi-file openapi.json

Command Line Options

python mcp-croit-ceph.py \ --openapi-file openapi.json \ # Use local OpenAPI spec --no-permission-check \ # Skip role check (faster) --max-category-tools 5 # Limit category tools

Permissions & Security

The server respects your API token's role:

  • ADMIN: Full access to all operations

  • VIEWER: Read-only access (no create/delete/update)

  • Invalid token: Server exits with error

Admin-only categories: maintenance, servers, config, hooks

Troubleshooting

Token not working:

  • Verify token in Croit web interface

  • Check token hasn't expired

  • Ensure token has correct permissions

Connection issues:

  • Verify CROIT_HOST is correct (include https://)

  • Check network connectivity to cluster

  • Verify firewall allows connection

No tools showing:

  • Check Docker logs for errors

  • Verify OpenAPI spec is valid

  • Try --no-permission-check to test

Enable debug logging:

export LOG_LEVEL=DEBUG python mcp-croit-ceph.py

Documentation

Contributing

Contributions welcome! Please:

  1. Fork the repository

  2. Create a feature branch

  3. Make your changes

  4. Run black formatter on Python files

  5. Submit a pull request

License

See LICENSE for details

Support

Made with ❤️ for the Ceph community

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