SCRIPTMASTERLABS — Calibration Court
com.scriptmasterlabs/calibration-court · v1.0.1 · MCP 2025-11-25
Calibration Court MCP: model calibration leaderboard, ledger verify, paid recalibration via x402.
Reachability
reachable
checked 2026-10-26 05:31 UTC
Registry status active
Tools pinned 5
ee02e9392cc7
Tools last changed
unchanged since first capture 2026-10-25
Provenance
Registry namespace com.scriptmasterlabs
(domain verified by the official registry)
Website
https://scriptmasterlabs.com
Remote endpoints
https://calibration-court.onrender.com/mcp (streamable-http)
Observed changes
| When (UTC) | Event | Detail |
|---|---|---|
| 2026-10-25 05:30 | first capture | 5 tools pinned |
Pinned tool definitions (5)
| Tool | Description |
|---|---|
| court_leaderboard | Live ranking of decision models by Brier score on resolved real-world questions. Free. Returns empty lists when nothing has resolved. |
| court_model_report | Calibration report for one model: Brier, ECE, reliability bins with Wilson intervals, overconfidence, drift. Free. |
| court_verify_ledger | Recompute the SHA-256 hash chain and cross-check derived tables. Free. |
| court_recalibrate | Paid (x402, USDC on Base). Map a model's raw probability to an empirically calibrated one using resolved outcomes on the ledger. Refuses with insufficient_data below 30 samples. |
| court_calibrate_labels | Paid (x402, USDC on Base). Fit isotonic calibration on YOUR labelled outcomes ({p,y} pairs) and recalibrate the given probabilities. Stateless; nothing is stored. |
Get alerted when this changes.
Email the moment com.scriptmasterlabs/calibration-court drifts, dies, or revives.
Status badge
[](https://toolpin.dev/servers/com.scriptmasterlabs/calibration-court)
Maintain this server? Add the badge to your README. It links your users to this live status page.