{
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  "info": {
    "title": "Yelp Scraper - Extract Business Data, Contacts & Reviews",
    "description": "Scrape Yelp businesses at scale — name, rating, reviews count, address, phone, hours, photos, categories, and direct contact info. MCP-ready. $3/1K results.",
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          "searchQuery": {
            "title": "Search Query",
            "type": "string",
            "description": "Use this when the user provides a keyword, business type, or category (e.g. 'restaurants', 'dentists', 'coffee shops', 'auto repair'). Do NOT use this when the user provides specific Yelp URLs — use Start URLs for that instead.",
            "default": "restaurants"
          },
          "location": {
            "title": "Location",
            "type": "string",
            "description": "City, state, ZIP code, or address to search in. Examples: 'New York, NY', 'Los Angeles, CA', '90210', 'Chicago Downtown'. Paired with Search Query. Ignored when Start URLs are provided.",
            "default": "New York, NY"
          },
          "startUrls": {
            "title": "Start URLs",
            "type": "array",
            "description": "Use this when the user provides direct Yelp business page URLs (e.g. https://www.yelp.com/biz/joes-pizza-new-york). Do NOT use this for keyword searches — use Search Query instead. Accepts multiple URLs.",
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                "url"
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          },
          "maxResults": {
            "title": "Max Results",
            "minimum": 1,
            "maximum": 1000,
            "type": "integer",
            "description": "Maximum number of businesses to scrape and return. Each business = 1 billable event at $0.003. Start with 10–50 to test before scaling.",
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          },
          "includeReviews": {
            "title": "Include Reviews",
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          "maxReviewsPerBusiness": {
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            "maximum": 20,
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          },
          "proxyType": {
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            "enum": [
              "datacenter",
              "residential",
              "none"
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            "description": "Proxy strategy for scraping. 'datacenter' is fast and cost-effective — start here. Switch to 'residential' if you encounter blocks (slower, higher cost). 'none' for local testing only — will likely be blocked by Yelp.",
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              "actId": {
                "type": "string"
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              "userId": {
                "type": "string"
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              "startedAt": {
                "type": "string",
                "format": "date-time",
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              "finishedAt": {
                "type": "string",
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              "status": {
                "type": "string",
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              },
              "meta": {
                "type": "object",
                "properties": {
                  "origin": {
                    "type": "string",
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                  },
                  "userAgent": {
                    "type": "string"
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                }
              },
              "stats": {
                "type": "object",
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                  "inputBodyLen": {
                    "type": "integer",
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                  },
                  "rebootCount": {
                    "type": "integer",
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                  "restartCount": {
                    "type": "integer",
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                  },
                  "computeUnits": {
                    "type": "integer",
                    "example": 0
                  }
                }
              },
              "options": {
                "type": "object",
                "properties": {
                  "build": {
                    "type": "string",
                    "example": "latest"
                  },
                  "timeoutSecs": {
                    "type": "integer",
                    "example": 300
                  },
                  "memoryMbytes": {
                    "type": "integer",
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                  },
                  "diskMbytes": {
                    "type": "integer",
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              },
              "buildId": {
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              "defaultKeyValueStoreId": {
                "type": "string"
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              "defaultDatasetId": {
                "type": "string"
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              "defaultRequestQueueId": {
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              "buildNumber": {
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              "containerUrl": {
                "type": "string"
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              "usage": {
                "type": "object",
                "properties": {
                  "ACTOR_COMPUTE_UNITS": {
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                  "DATASET_READS": {
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                  "DATASET_WRITES": {
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                  "KEY_VALUE_STORE_LISTS": {
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              "usageTotalUsd": {
                "type": "number",
                "example": 0.00005
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                  "KEY_VALUE_STORE_WRITES": {
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                  "KEY_VALUE_STORE_LISTS": {
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