weather_forecast
ActiveTool of xyz.lonestaroracle/mcp-server
7-model consensus + 80 ensemble members (GEFS 30 + ECMWF 50) for weather probability. When a threshold is given, returns both an empirical probability (direct member count) and a blended prob_exceeds (60% empirical / 40% Gumbel). Also returns method_divergence: if empirical and Gumbel disagree by >0.15, signal is forced to PASS regardless of spread. Also returns: signal (YES/NO/PASS), outlier (which model disagrees most with consensus). Coordinates aligned to NWS ASOS stations used by Kalshi/Polymarket for settlement. Cities: Chicago, New York, Miami, Houston, Phoenix, Seattle, Denver, Atlanta, Boston, LA. direction: 'greater' or 'less'. Cost: $0.02 via x402.
Parameters schema
{
"type": "object",
"required": [
"city"
],
"properties": {
"city": {
"type": "string"
},
"date": {
"type": "string",
"default": ""
},
"direction": {
"type": "string",
"default": "greater"
},
"threshold": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
],
"default": null
}
},
"additionalProperties": false
}No endpoints wrapped at confidence ≥ 0.70.
Parent server
xyz.lonestaroracle/mcp-server
https://github.com/Homie4570/lso-mcp
2/7 registries