{"description":"Daily ML serving reliability dashboard. Probes 30+ ML endpoints (forecast, classifier, anomaly, measurement, sentinel) with HTTP availability, p50/p95 latency, schema validation, model staleness, and honest-caveats presence.","endpoint":"/v1/atlas/serving-reliability","honest_caveats":["10 probes per endpoint is a small sample — p95 latency is noisy at n=10.","Probes hit localhost upstream (forecast_api.py on 127.0.0.1:5002); CF gateway / DNS / TLS issues are NOT detected here.","Schema validation is a top-level-keys superset check, NOT a full JSON-schema validation.","Model staleness is the most recent of either declared trained_at JSON field or sidecar mtime.","MCP server endpoints (Node.js runtime) are NOT included.","Daily snapshot — short-lived blips between cron runs are not captured."],"query_params":{"group":"Optional. One of forecast | classifier | anomaly | measurement | sentinel | atlas. Filters endpoints to that group."},"refresh":"daily at 04:00 UTC via cron","sidecar_last_modified":"2026-05-22T04:04:50Z","sidecar_path":"/opt/voidly-ai/ml-deploy/serving_reliability.json","sidecar_size_bytes":37424,"_voidly_pay":{"claim_did":"https://voidly.ai/pay/claim","for_builders":"https://voidly.ai/pay/for-builders","marketplace":"https://api.voidly.ai/v1/pay/marketplace","live_demo":"https://huggingface.co/spaces/emperor-mew/voidly-pay","universal_proxy":{"url":"https://api.voidly.ai/v1/pay/proxy","example":"https://api.voidly.ai/v1/pay/proxy?u=<https-url>&to=did:voidly:<your-did>&price=0.01","page":"https://voidly.ai/pay/proxy","note":"Paywall any public HTTPS URL with one query param. No SDK install required."},"install":{"typescript":"npm install @voidly/pay","python":"pip install voidly-pay","langchain":"pip install voidly-pay-langchain","vercel_ai":"npm install @voidly/pay-vercel-ai","mcp":"npx @voidly/pay-mcp","cli":"npm install -g @voidly/pay-cli"},"note":"Voidly Pay is the open agent-to-agent payment rail. Claim a DID + 10 starter credits in 60s, or paywall any URL via the universal proxy with one query param."}}