SCRIPTMASTERLABS — Calibration Court

by FastDrop

MCP MCP VERIFIED Verified 3 hours ago Registry import free

Calibration Court MCP: model calibration leaderboard, ledger verify, paid recalibration via x402.

Calibration Court MCP: model calibration leaderboard, ledger verify, paid recalibration via x402. Official MCP Registry: com.scriptmasterlabs/calibration-court@1.0.0. Remote endpoint: https://calibration-court.onrender.com/mcp

Problem it solves

Discoverable MCP server listed in the official MCP Registry.

How it's different

Remote MCP endpoint ingested from the official registry and probed by FastDrop.

Ingested from the official MCP Registry

FastDrop pulled this entry from the official MCP Registry as com.scriptmasterlabs/calibration-court and probed the endpoint. The maker did not submit it, so the outbound link is not endorsed and the description is not theirs.

If this is your server, claim the listing to edit it and take ownership. The registry index lists everything else still awaiting a probe.

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Tools this endpoint exposes

Read directly from the endpoint on 24 Oct 2026. Not supplied by the maker.

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.