SCRIPTMASTERLABS — Calibration Court
mcp remote · streamable-http · v1.0.1 · source: crawl
https://calibration-court.onrender.com/mcp
Calibration Court MCP: model calibration leaderboard, ledger verify, paid recalibration via x402.
Works
100
Verified Oct 31, 2026 · p50 567 ms · p95 661 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'calibration-court' |
| tools_listed | 15 | pass | 5 tools |
| schema_complete | 15 | pass | 5 of 5 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 567 ms |
| latency_p95 | 5 | pass | p95 661 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (5)
| Name | Description | Schema |
|---|---|---|
court_leaderboard | Live ranking of decision models by Brier score on resolved real-world questions. Free. Returns empty lists when nothing has resolved. | typed |
court_model_report | Calibration report for one model: Brier, ECE, reliability bins with Wilson intervals, overconfidence, drift. Free. | typed |
court_verify_ledger | Recompute the SHA-256 hash chain and cross-check derived tables. Free. | typed |
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. | typed |
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. | typed |
Badge
Paste into your README. It updates on every verification.
[](https://app.agent-xm.com/a/com-scriptmasterlabs-calibration-court)
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