Coal Grade Quality MCP Server

MCP (Model Context Protocol) server that exposes a trained coal ore quality classifier as an LLM-accessible tool — allowing Claude and other MCP-compatible clients to classify coal images into quality grades .

What This Does

Upload a coal ore image → get a quality grade back through natural language.

Claude interprets the result, explains its reasoning, and flags any uncertainty

Related MCP server: readpic MCP Server

Grades

How It Works

Coal image (base64) ↓ Non-Local Means Denoising ↓ Color Histogram Extraction (96 features) ↓ StandardScaler normalization ↓ Logistic Regression prediction ↓ Grade + Confidence

MCP PRIMITIVES

Connect Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "coal-grade-server": {
      "command": "path/to/venv/Scripts/python.exe",
      "args": ["path/to/server.py"]
    }
  }
}