Provider Quality Predictor

Try before payment

Inspect a representative partial result, exact price and copy-ready upgrade instructions. No wallet, signature or payment required.

Copy-ready MCP call

{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "provider_quality_predictor",
    "arguments": {"history":[{"success":true,"quality":0.9,"latency_ms":100,"cost_atomic":3000},{"success":true,"quality":0.8,"latency_ms":120,"cost_atomic":3000},{"success":false,"quality":0.2,"latency_ms":500,"cost_atomic":3000},{"success":true,"quality":0.9,"latency_ms":90,"cost_atomic":3000},{"success":true,"quality":0.85,"latency_ms":110,"cost_atomic":3000}]}
  }
}

What the agent receives

Empirical prediction, Wilson interval, expected quality, latency, cost and sample confidence.

No API key or subscription. The first paid request returns HTTP 402 payment requirements; an x402 client signs and retries automatically.