{"uid":"cap_T4Hdq4MX5IB1tKo1oQN15","slug":"app-store-reviews-analysis-644da6a2","name":"App Store Reviews Analysis","description":"Pay-per-call data and tools for AI agents, $0.002-0.01 per call in USDC via x402 (Base, Polygon or Solana), no account or API key; MAX tiers ($0.05-0.25) run deeper jobs. Agent toolkit: web search, search + read top pages, any page as clean markdown with a prompt-injection check, which-x402-API-to-call recommender, seller check. Data: Google Maps places with contacts, YouTube video data and transcripts, job listings (Indeed, LinkedIn, 13 boards), Google Ads Transparency, TikTok comments, Pinterest, Airbnb, Redfin, AliExpress, app stores, live sports, website and SEO checks, Shopify store tech stacks, and onchain token / address risk checks.","url":"https://agent-data.centorprat.workers.dev/tools/app-review-problem-scanner?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"apps":{"type":"array","items":{"type":"string"},"maxItems":3,"description":"App names or App Store ids (e.g. McDonald's, 324684580) and/or Google Play package names or URLs (e.g. com.spotify.music). One problem brief per app."},"country":{"type":"string","description":"Two-letter App Store country code for the app lookup and reviews (e.g. us, gb, de, fr, jp)."},"maxReviews":{"type":"integer","description":"Apple serves the most recent reviews in pages of 50 (up to ~500)."}}},"responseSchema":{"type":"json","example":{"items":[{"appId":"922103212","found":true,"store":"apple","appUrl":"https://apps.apple.com/us/app/mcdonalds/id922103212?uo=4","seller":"McDonalds USA LLC","appName":"McDonald's","country":"us","totalRatings":7884233,"overallRating":4.84,"currentVersion":"26.72.5","avgRatingRecent":1.62,"reviewsAnalyzed":200,"problemReviewRate":90,"ratingDistribution":{"1":135,"2":30,"3":20,"4":5,"5":10}}]}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.05","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","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":"$0.05/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.05","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.05","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_IhYDdkQfKqMZkAQF6lez2","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.05","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Scans recent App Store reviews for up to 3 apps and returns a structured problem brief covering issue themes, complaint-spike versions, rating trends, and sample user complaints.","exampleAgentPrompt":"Can you scan the recent App Store reviews for 'Robinhood' and 'Coinbase' in the US and tell me what the main problems users are reporting, which versions caused spikes in complaints, and how recent ratings compare to lifetime ratings?","exampleUseCases":[{"title":"Competitor app weakness research","prompt":"Pull a problem brief from App Store reviews for 'Spotify' and 'Apple Music' in the US — I want to know what issues users are complaining about most and whether a recent update triggered a spike in negative reviews."},{"title":"Pre-launch quality benchmark","prompt":"Scan the App Store reviews for 'Duolingo' in the US using the last 500 reviews and give me a breakdown of the main bug themes, crash reports, and what version users started complaining most loudly."},{"title":"Customer support issue triage","prompt":"Check the App Store reviews for our app 'MyFitnessPal' in the UK and tell me what login, billing, or update-related problems users are reporting most recently so I can brief the support team."}],"resultDescription":"Returns a structured problem brief per app containing: identified issue theme categories (e.g. crashes, login failures, billing errors, update breakage), the app version where complaints spiked, a comparison of recent vs. lifetime star ratings, and verbatim sample complaint excerpts from users. Failed lookups are excluded and not charged.","failureModes":["App name does not resolve to a unique App Store match — returns no result for that item","Numeric App Store ID not found in the specified country store","Country code is invalid or unsupported — lookup fails","Fewer than enough reviews available to identify themes","Rate limit or Apple-side scraping restriction causes partial or empty results","All three items fail to resolve — no charge but empty response"],"whenToPreferThis":"Use this endpoint when you need a fast, structured digest of user-reported problems from App Store reviews without building your own scraper or Apple API integration. It is ideal for competitive intelligence, pre-launch benchmarking, support triage, or product quality monitoring on iOS apps. Prefer it over manual review reading when you need themes, version-level complaint spikes, and rating trend data in a single call for up to 3 apps simultaneously.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T06:42:52.157Z","isFirstParty":false,"canonicalSlug":"app-store-reviews-analysis-644da6a2"}