Install
openclaw skills install @kynto2001-ctrl/carrier-reliability30-day carrier on-time performance prediction for any carrier and trade lane via 5-factor model
openclaw skills install @kynto2001-ctrl/carrier-reliabilityPredicts a carrier's on-time performance for a specific trade lane over the next 30 days using a 5-factor scoring model: Sea-Intelligence baseline (30%), AISstream schedule deviation (25%), destination berth congestion (20%), blank sailing probability (15%), and Freightos FBX rate volatility (10%).
Returns a reliability score (0-100), reliability level, trend direction, named action signal, alternative carrier options, and cost of inaction if you do not rebook.
At probability above 0.75, the REBOOK_NOW signal fires.
GET https://datasig.ai/signals/carrier-reliability?carrier=MSC&origin=CNSHA&destination=USSAV
Parameters:
carrier — MSC, MAERSK, CMACGM, HAPAG, EVERGREEN, COSCO, ONE, ZIM, YANGMINGorigin — CNSHA, CNYTN, CNNGB, CNQIN, KRPUSdestination — USLAX, USLGB, USOAK, USSEA, USSAV, USNYK{
"signal": "BOOK_WITH_CONFIDENCE",
"carrier": "MSC",
"trade_lane": "CNSHA→USSAV",
"reliability_score": 78,
"reliability_level": "MEDIUM",
"trend": "improving",
"urgency": "LOW",
"action_window": "monitor",
"alternative_carriers": [
{ "carrier": "GEMINI", "reliability_score": 87 },
{ "carrier": "HAPAG", "reliability_score": 79 }
],
"cost_of_inaction": "If reliability drops below 65: est. $500-2,000/container rebooking fees",
"confidence": 0.78,
"n_factors_available": 4
}
BOOK_WITH_CONFIDENCE — score >= 75, trend stable or improvingMONITOR_SCHEDULE — score 60-74, or trending downCONSIDER_ALTERNATIVES — score 50-59REBOOK_NOW — score < 50, or blank sailing prob > 0.75All via x402 micropayment on Base mainnet (USDC).
Public accuracy tracking at https://datasig.ai/accuracy/stats