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    "title": "Hotel Review Aggregator: Google, Tripadvisor, Booking & Yelp",
    "description": "Aggregate hotel reviews from Google, Tripadvisor, Booking.com, and Yelp in one property-matched dataset with normalized ratings and guest details.",
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    "schemas": {
      "inputSchema": {
        "type": "object",
        "required": [
          "hotel"
        ],
        "properties": {
          "hotel": {
            "title": "Hotel name",
            "minLength": 1,
            "maxLength": 300,
            "type": "string",
            "description": "Enter one hotel name. Use the property's full public name for the most reliable match.<br><br><b>Example:</b> <code>Hotel Adlon Kempinski</code>"
          },
          "location": {
            "title": "City or full address",
            "maxLength": 300,
            "type": "string",
            "description": "Required unless you provide a Google Maps link or Place ID. Enter a city, area, postal code, or full street address.<br><br><b>Example:</b> <code>Berlin, Germany</code>"
          },
          "countryCode": {
            "title": "Country (optional)",
            "enum": [
              "AF",
              "AL",
              "DZ",
              "AS",
              "AD",
              "AO",
              "AI",
              "AQ",
              "AG",
              "AR",
              "AM",
              "AW",
              "AU",
              "AT",
              "AZ",
              "BS",
              "BH",
              "BD",
              "BB",
              "BY",
              "BE",
              "BZ",
              "BJ",
              "BM",
              "BT",
              "BO",
              "BQ",
              "BA",
              "BW",
              "BV",
              "BR",
              "IO",
              "BN",
              "BG",
              "BF",
              "BI",
              "CV",
              "KH",
              "CM",
              "CA",
              "KY",
              "CF",
              "TD",
              "CL",
              "CN",
              "CX",
              "CC",
              "CO",
              "KM",
              "CG",
              "CD",
              "CK",
              "CR",
              "HR",
              "CU",
              "CW",
              "CY",
              "CZ",
              "CI",
              "DK",
              "DJ",
              "DM",
              "DO",
              "EC",
              "EG",
              "SV",
              "GQ",
              "ER",
              "EE",
              "SZ",
              "ET",
              "FK",
              "FO",
              "FJ",
              "FI",
              "FR",
              "GF",
              "PF",
              "TF",
              "GA",
              "GM",
              "GE",
              "DE",
              "GH",
              "GI",
              "GR",
              "GL",
              "GD",
              "GP",
              "GU",
              "GT",
              "GG",
              "GN",
              "GW",
              "GY",
              "HT",
              "HM",
              "VA",
              "HN",
              "HK",
              "HU",
              "IS",
              "IN",
              "ID",
              "IR",
              "IQ",
              "IE",
              "IM",
              "IL",
              "IT",
              "JM",
              "JP",
              "JE",
              "JO",
              "KZ",
              "KE",
              "KI",
              "KP",
              "KR",
              "XK",
              "KW",
              "KG",
              "LA",
              "LV",
              "LB",
              "LS",
              "LR",
              "LY",
              "LI",
              "LT",
              "LU",
              "MO",
              "MG",
              "MW",
              "MY",
              "MV",
              "ML",
              "MT",
              "MH",
              "MQ",
              "MR",
              "MU",
              "YT",
              "MX",
              "FM",
              "MD",
              "MC",
              "MN",
              "ME",
              "MS",
              "MA",
              "MZ",
              "MM",
              "NA",
              "NR",
              "NP",
              "NL",
              "NC",
              "NZ",
              "NI",
              "NE",
              "NG",
              "NU",
              "NF",
              "MK",
              "MP",
              "NO",
              "OM",
              "PK",
              "PW",
              "PS",
              "PA",
              "PG",
              "PY",
              "PE",
              "PH",
              "PN",
              "PL",
              "PT",
              "PR",
              "QA",
              "RO",
              "RU",
              "RW",
              "RE",
              "BL",
              "SH",
              "KN",
              "LC",
              "MF",
              "PM",
              "VC",
              "WS",
              "SM",
              "ST",
              "SA",
              "SN",
              "RS",
              "SC",
              "SL",
              "SG",
              "SX",
              "SK",
              "SI",
              "SB",
              "SO",
              "ZA",
              "GS",
              "SS",
              "ES",
              "LK",
              "SD",
              "SR",
              "SJ",
              "SE",
              "CH",
              "SY",
              "TW",
              "TJ",
              "TZ",
              "TH",
              "TL",
              "TG",
              "TK",
              "TO",
              "TT",
              "TN",
              "TM",
              "TC",
              "TV",
              "TR",
              "UG",
              "UA",
              "AE",
              "GB",
              "US",
              "UM",
              "UY",
              "UZ",
              "VU",
              "VE",
              "VN",
              "VG",
              "VI",
              "WF",
              "EH",
              "YE",
              "ZM",
              "ZW",
              "AX"
            ],
            "type": "string",
            "description": "Select the country where the hotel is located. This improves automatic property matching."
          },
          "sources": {
            "title": "Review sources",
            "minItems": 2,
            "uniqueItems": true,
            "type": "array",
            "description": "Choose which review sources to include in the dataset. Google, Tripadvisor, and Booking.com are the recommended default. Yelp coverage varies by region.<br><br>Google Maps is always used privately to establish the canonical hotel, even when Google reviews are not selected.",
            "items": {
              "type": "string",
              "enum": [
                "google",
                "tripadvisor",
                "booking",
                "yelp"
              ],
              "enumTitles": [
                "Google Maps reviews",
                "Tripadvisor reviews",
                "Booking.com reviews",
                "Yelp reviews (regional coverage)"
              ]
            },
            "default": [
              "google",
              "tripadvisor",
              "booking"
            ]
          },
          "maxReviews": {
            "title": "Maximum reviews across all sources",
            "minimum": 100,
            "maximum": 5000,
            "type": "integer",
            "description": "Maximum number of reviews across all matched sources. The allowance is balanced between sources and automatically reassigned when a source has fewer reviews available.",
            "default": 100
          },
          "sourceUrls": {
            "title": "Exact hotel links (optional)",
            "type": "object",
            "description": "Add exact property links when names are ambiguous. A Google link establishes the canonical hotel; every other source must match it before reviews are included.",
            "properties": {
              "google": {
                "title": "Google Maps hotel link",
                "description": "Add the exact Google Maps property link. This establishes the canonical hotel for the run.",
                "type": "string",
                "editor": "textfield"
              },
              "tripadvisor": {
                "title": "Tripadvisor hotel link",
                "description": "Exact Tripadvisor hotel page link.",
                "type": "string",
                "editor": "textfield"
              },
              "booking": {
                "title": "Booking.com hotel link",
                "description": "Exact Booking.com property page link.",
                "type": "string",
                "editor": "textfield"
              },
              "yelp": {
                "title": "Yelp hotel link",
                "description": "Exact Yelp business page link.",
                "type": "string",
                "editor": "textfield"
              }
            },
            "default": {},
            "additionalProperties": false
          },
          "googlePlaceId": {
            "title": "Google Maps Place ID (optional)",
            "pattern": "^[A-Za-z0-9_-]+$",
            "type": "string",
            "description": "Add an exact Google Place ID instead of a Google Maps link. This establishes the canonical hotel for the run."
          }
        }
      },
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                "type": "string"
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