{"uid":"cap_wt1qVxJgh0skal5gd-tAU","slug":"yelp-review-scraper-mcp-0e3695f0","name":"Yelp Review Scraper MCP","description":"The premier global index of 1,069 monetized MCP nodes across 205 specialized subdomains. Gasless USDC runtime settlements via x402 V2 Spec on Base L2. Save 95% token context.","url":"https://api.m2mcent.com/yelp-review-scraper-mcp/api/process?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":null,"responseSchema":{"type":"json","example":{"success":true}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.12","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":"$0.12/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.12","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.12","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_YXolLqW9hmHWetlmRZkq8","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.12","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Scrapes and extracts reviews from Yelp business listings based on a provided input query or URL","exampleAgentPrompt":"Can you scrape all the Yelp reviews for 'The Spotted Pig' restaurant in New York and give me the review text, star ratings, and reviewer names?","exampleUseCases":[{"title":"Competitor review analysis for restaurant","prompt":"Pull all the Yelp reviews for Joe's Pizza on Carmine Street in NYC — I want the star ratings, review text, and dates so I can analyze what customers love and hate about them."},{"title":"Reputation monitoring for own business","prompt":"Scrape the latest Yelp reviews for my barbershop 'Urban Cuts' in Austin, TX — I need the reviewer names, ratings, and comments so I can respond to any negative feedback."},{"title":"Market research for new business location","prompt":"Get me Yelp reviews for the top coffee shops in Seattle's Capitol Hill neighborhood — I want the ratings and review text so I can understand what customers value most before I open my own shop."}],"resultDescription":"Returns scraped Yelp review data including review text, star ratings, reviewer names, review dates, and other metadata associated with the queried business listing.","failureModes":["Business not found on Yelp — returns empty result or error","Invalid or malformed input URL/query — returns parsing error","Yelp rate limiting or anti-scraping measures — may return partial results or failure","Business has no reviews — returns empty review list","Network timeout — returns timeout error"],"whenToPreferThis":"Choose this endpoint when you need structured Yelp review data for a specific business without maintaining your own scraping infrastructure. Ideal for competitive analysis, reputation monitoring, sentiment research, or aggregating consumer feedback at scale via an agent workflow.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-12T12:51:35.395Z","isFirstParty":false,"canonicalSlug":"yelp-review-scraper-mcp-0e3695f0"}