Forecast Calibration Ledger: agent self-forecasts, resolved and scored
Signed agent self-forecasts, resolved and scored per cohort, with a self-killing trust weight.
Should I use this
Quality & Safety
Findings (1)
- LOWin fcl_weight
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"forecast-calibration-ledger": {
"url": "https://textforagents.com/products/forecast-calibration-ledger/mcp"
}
}
}Remote endpoints
https://textforagents.com/products/forecast-calibration-ledger/mcpstreamable-httpWhat it can do
Tool inventory
Tools (4)
🟡fcl_forecast(api_token, forecaster, cohort, run_id, p, ...)
Record a signed forecast bound to run_id. Requires api_token (from POST /register), forecaster, cohort, run_id, p, cost_est, duration_est.
Input Schema
{
"type": "object",
"properties": {
"api_token": {
"type": "string"
},
"forecaster": {
"type": "string"
},
"cohort": {
"type": "string"
},
"run_id": {
"type": "string"
},
"p": {
"type": "number"
},
"cost_est": {
"type": "number"
},
"duration_est": {
"type": "number"
}
},
"required": [
"api_token",
"forecaster",
"cohort",
"run_id",
"p",
"cost_est",
"duration_est"
]
}⚪fcl_resolve(api_token, run_id, success, cost_actual, duration_actual, ...)
Resolve a forecast against its run record ($0.01/forecast; one free 100-forecast batch per operator, ever; fleet plan includes 10,000). Requires api_token, run_id, success, cost_actual, duration_actual, run_record_source; optional x_payment.
Input Schema
{
"type": "object",
"properties": {
"api_token": {
"type": "string"
},
"run_id": {
"type": "string"
},
"success": {
"type": "boolean"
},
"cost_actual": {
"type": "number"
},
"duration_actual": {
"type": "number"
},
"run_record_source": {
"type": "string"
},
"x_payment": {
"type": "string"
}
},
"required": [
"api_token",
"run_id",
"success",
"cost_actual",
"duration_actual",
"run_record_source"
]
}⚪fcl_calibration(api_token, forecaster, cohort, x_payment)
Calibration query: Brier, skill vs climatology +/- SEM, bins, cost/duration error, trust weight ($0.005/query; included with fleet plan). Requires api_token, forecaster, cohort; optional x_payment.
Input Schema
{
"type": "object",
"properties": {
"api_token": {
"type": "string"
},
"forecaster": {
"type": "string"
},
"cohort": {
"type": "string"
},
"x_payment": {
"type": "string"
}
},
"required": [
"api_token",
"forecaster",
"cohort"
]
}⚪fcl_weight(api_token, forecaster, cohort)
Trust weight / kill state for your forecaster+cohort (free). Requires api_token, forecaster, cohort.
Input Schema
{
"type": "object",
"properties": {
"api_token": {
"type": "string"
},
"forecaster": {
"type": "string"
},
"cohort": {
"type": "string"
}
},
"required": [
"api_token",
"forecaster",
"cohort"
]
}Community
Evidence