Calibration Court MCP: model calibration leaderboard, ledger verify, paid recalibration via x402.
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Paid (x402, USDC on Base). Fit isotonic calibration on YOUR labelled outcomes ({p,y} pairs) and recalibrate the given probabilities. Stateless; nothing is stored.
Paid (x402, USDC on Base). Fit isotonic calibration on YOUR labelled outcomes ({p,y} pairs) and recalibrate the given probabilities. Stateless; nothing is stored.
| Argument | Type | Description |
|---|---|---|
| probs* | array | |
| examples* | array |
{
"type": "object",
"required": [
"examples",
"probs"
],
"properties": {
"probs": {
"type": "array",
"items": {
"type": "number"
}
},
"examples": {
"type": "array",
"items": {
"type": "object",
"required": [
"p",
"y"
],
"properties": {
"p": {
"type": "number"
},
"y": {
"enum": [
0,
1
],
"type": "integer"
}
}
}
}
}
}Live ranking of decision models by Brier score on resolved real-world questions. Free. Returns empty lists when nothing has resolved.
| Argument | Type | Description |
|---|---|---|
| task_type | string |
{
"type": "object",
"properties": {
"task_type": {
"type": "string"
}
}
}Calibration report for one model: Brier, ECE, reliability bins with Wilson intervals, overconfidence, drift. Free.
| Argument | Type | Description |
|---|---|---|
| model* | string | |
| task_type | string |
{
"type": "object",
"required": [
"model"
],
"properties": {
"model": {
"type": "string"
},
"task_type": {
"type": "string"
}
}
}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.
| Argument | Type | Description |
|---|---|---|
| prob* | number | |
| model* | string | |
| task_type | string |
{
"type": "object",
"required": [
"model",
"prob"
],
"properties": {
"prob": {
"type": "number",
"maximum": 1,
"minimum": 0
},
"model": {
"type": "string"
},
"task_type": {
"type": "string"
}
}
}Recompute the SHA-256 hash chain and cross-check derived tables. Free.
No arguments.
{
"type": "object",
"properties": {}
}