trackmcp
Back to directory
croit

mcp-croit-ceph

View on GitHub

Model Context Protocol (MCP) server for croit Ceph cluster management. Dynamically generates tools from the extensive croit OpenAPI specifications.

1 stars PythonAI & Machine Learning Updated Sep 20, 2025

Documentation

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
  • 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

bash
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):

json
{
  "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):

json
{
  "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:

json
{
  "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:

bash
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

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

Optional Environment Variables

bash
# 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 SettingsAPI 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:

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

Find problems:

code
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:

code
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:

code
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 OptimizationWith OptimizationSavings
100 pools, all fields → 4,000 tokens100 pools, id+name → 300 tokens92%
500 OSDs, full data → 15,000 tokensSmart summary → 1,000 tokens93%

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

bash
# 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:

bash
# 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

bash
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:

bash
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

Frequently asked questions

What is mcp-croit-ceph?

mcp-croit-ceph is Model Context Protocol (MCP) server for croit Ceph cluster management. Dynamically generates tools from the extensive croit OpenAPI specifications.

How do I install mcp-croit-ceph?

Open the GitHub repository and follow its README. Most MCP servers are added to your client's MCP config, then called by your agent.

Is mcp-croit-ceph open source?

Yes — it is hosted on GitHub at https://github.com/croit/mcp-croit-ceph and has 1 stars.

Related MCP tools

Run your own MCP server? See who uses it and what to fix.

Measure it with TrackMCP