{"uid":"cap_008pzMN1To-3h8bp86t6D","slug":"agenttoll-weather-bias-score-ddb9d336","name":"AgentToll Weather Bias Score","description":"108+ receipt-backed x402 work products for AI agents. Clear prices, spend caps, buyer metadata, and structured results over Base USDC.","url":"https://agenttoll.dev/paid/osint/weather-bias","method":"POST","headers":{},"bodySchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["input"],"properties":{"input":{"type":"object","required":["type","method","bodyType","body"],"properties":{"body":{"required":["city"],"properties":{"city":{"type":"string","maxLength":30,"minLength":2},"model":{"type":"string","maxLength":50},"days_back":{"type":"integer","maximum":30,"minimum":2}}},"type":{"type":"string","const":"http"},"method":{"enum":["POST"],"type":"string"},"bodyType":{"enum":["json","form-data","text"],"type":"string"}},"additionalProperties":false},"output":{"type":"object","required":["type"],"properties":{"type":{"type":"string"},"example":{"type":"object"}}}}},"responseSchema":{"type":"json","example":{"bias_score":{"forecast_today_vs_recent_mean":1.2}}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.03","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"registry","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.03/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.03","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.03","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_IouC7L_HEVtxg-ODvYslk","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.03","costPer":"request","priority":0,"asset":null,"unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Analyzes and scores systematic bias in weather forecasts by comparing today's forecast against recent historical means","exampleAgentPrompt":"Can you check if today's weather forecast for Chicago is biased — like whether it's running significantly hotter or colder than the recent historical average for this time of year?","exampleUseCases":null,"resultDescription":"Returns a JSON object with a bias_score field containing a forecast_today_vs_recent_mean numeric value (e.g. 1.2), indicating how much today's forecast deviates from the recent historical mean — positive values indicate warmer/higher bias, negative values indicate cooler/lower bias.","failureModes":["Invalid or unsupported location returns 4xx error","Insufficient historical data for the requested location prevents bias computation","Missing required parameters (location or date) returns validation error","Payment failure via x402 protocol blocks the request","Service unavailability returns 5xx error"],"whenToPreferThis":"Use this endpoint when you need to detect or quantify systematic bias in weather forecasts for a specific location — particularly useful for research, journalism, environmental OSINT, or agent workflows that need to flag potentially unreliable forecast data. Prefer this over raw weather APIs when the goal is bias detection rather than forecast retrieval.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-09-14T18:53:18.158Z","isFirstParty":false}