{
  "page": "https://directindex.org/stats/grade-ab",
  "cite": "25% of business websites are ready for AI agents (The Direct Index, 17 October 2026, directindex.org/stats/grade-ab).",
  "licence": "ODbL",
  "computedAt": "2026-10-17T18:02:16.397Z",
  "frozenCopies": [],
  "topic": {
    "id": "grade-ab",
    "title": "25% of business websites are ready for AI agents",
    "group": "Agents",
    "base": "scanned business websites",
    "unit": "pct",
    "ranked": true,
    "caveat": "Ready means grade A or B on the Agent-Direct Score, the open method on /methodology. Provisional grades are included."
  },
  "global": {
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    "num": 41882,
    "den": 170576,
    "cities": 675
  },
  "byKind": {
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      "v": 32.4,
      "num": 25657,
      "den": 79214,
      "cities": 135
    },
    "cafes": {
      "v": 23.3,
      "num": 7595,
      "den": 32657,
      "cities": 135
    },
    "salons": {
      "v": 13.9,
      "num": 2361,
      "den": 16993,
      "cities": 135
    },
    "clinics": {
      "v": 16.1,
      "num": 5020,
      "den": 31259,
      "cities": 135
    },
    "tours": {
      "v": 11.9,
      "num": 1249,
      "den": 10453,
      "cities": 135
    }
  },
  "cities": [
    {
      "slug": "miami",
      "name": "Miami",
      "country": "US",
      "kind": "restaurants",
      "value": 50.7,
      "num": 109,
      "of": 215,
      "rank": 1,
      "ranked_among": 101,
      "page": "https://directindex.org/city/miami"
    },
    {
      "slug": "dublin",
      "name": "Dublin",
      "country": "IE",
      "kind": "restaurants",
      "value": 50.2,
      "num": 205,
      "of": 408,
      "rank": 2,
      "ranked_among": 101,
      "page": "https://directindex.org/city/dublin"
    },
    {
      "slug": "aarhus",
      "name": "Aarhus",
      "country": "DK",
      "kind": "restaurants",
      "value": 49.2,
      "num": 131,
      "of": 266,
      "rank": 3,
      "ranked_among": 101,
      "page": "https://directindex.org/city/aarhus"
    },
    {
      "slug": "minneapolis",
      "name": "Minneapolis",
      "country": "US",
      "kind": "restaurants",
      "value": 48.2,
      "num": 201,
      "of": 417,
      "rank": 4,
      "ranked_among": 101,
      "page": "https://directindex.org/city/minneapolis"
    },
    {
      "slug": "lille",
      "name": "Lille",
      "country": "FR",
      "kind": "restaurants",
      "value": 48.1,
      "num": 127,
      "of": 264,
      "rank": 5,
      "ranked_among": 101,
      "page": "https://directindex.org/city/lille"
    },
    {
      "slug": "edinburgh",
      "name": "Edinburgh",
      "country": "GB",
      "kind": "restaurants",
      "value": 47.7,
      "num": 216,
      "of": 453,
      "rank": 6,
      "ranked_among": 101,
      "page": "https://directindex.org/city/edinburgh"
    },
    {
      "slug": "valencia",
      "name": "Valencia",
      "country": "ES",
      "kind": "restaurants",
      "value": 47.3,
      "num": 123,
      "of": 260,
      "rank": 7,
      "ranked_among": 101,
      "page": "https://directindex.org/city/valencia"
    },
    {
      "slug": "utrecht",
      "name": "Utrecht",
      "country": "NL",
      "kind": "restaurants",
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      "of": 551,
      "rank": 8,
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      "page": "https://directindex.org/city/utrecht"
    },
    {
      "slug": "washington",
      "name": "Washington",
      "country": "US",
      "kind": "restaurants",
      "value": 46.7,
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      "of": 1299,
      "rank": 9,
      "ranked_among": 101,
      "page": "https://directindex.org/city/washington"
    },
    {
      "slug": "calgary",
      "name": "Calgary",
      "country": "CA",
      "kind": "restaurants",
      "value": 46.6,
      "num": 271,
      "of": 582,
      "rank": 10,
      "ranked_among": 101,
      "page": "https://directindex.org/city/calgary"
    },
    {
      "slug": "madrid",
      "name": "Madrid",
      "country": "ES",
      "kind": "restaurants",
      "value": 44.7,
      "num": 462,
      "of": 1033,
      "rank": 11,
      "ranked_among": 101,
      "page": "https://directindex.org/city/madrid"
    },
    {
      "slug": "glasgow",
      "name": "Glasgow",
      "country": "GB",
      "kind": "restaurants",
      "value": 44.4,
      "num": 111,
      "of": 250,
      "rank": 12,
      "ranked_among": 101,
      "page": "https://directindex.org/city/glasgow"
    },
    {
      "slug": "birmingham",
      "name": "Birmingham",
      "country": "GB",
      "kind": "restaurants",
      "value": 44.1,
      "num": 137,
      "of": 311,
      "rank": 13,
      "ranked_among": 101,
      "page": "https://directindex.org/city/birmingham"
    },
    {
      "slug": "dallas",
      "name": "Dallas",
      "country": "US",
      "kind": "restaurants",
      "value": 44.1,
      "num": 312,
      "of": 707,
      "rank": 13,
      "ranked_among": 101,
      "page": "https://directindex.org/city/dallas"
    },
    {
      "slug": "nantes",
      "name": "Nantes",
      "country": "FR",
      "kind": "restaurants",
      "value": 43.9,
      "num": 165,
      "of": 376,
      "rank": 15,
      "ranked_among": 101,
      "page": "https://directindex.org/city/nantes"
    },
    {
      "slug": "ghent",
      "name": "Ghent",
      "country": "BE",
      "kind": "restaurants",
      "value": 43.3,
      "num": 182,
      "of": 420,
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      "ranked_among": 101,
      "page": "https://directindex.org/city/ghent"
    },
    {
      "slug": "orlando",
      "name": "Orlando",
      "country": "US",
      "kind": "restaurants",
      "value": 43.2,
      "num": 121,
      "of": 280,
      "rank": 17,
      "ranked_among": 101,
      "page": "https://directindex.org/city/orlando"
    },
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      "slug": "boston",
      "name": "Boston",
      "country": "US",
      "kind": "restaurants",
      "value": 42.7,
      "num": 346,
      "of": 811,
      "rank": 18,
      "ranked_among": 101,
      "page": "https://directindex.org/city/boston"
    },
    {
      "slug": "sydney",
      "name": "Sydney",
      "country": "AU",
      "kind": "restaurants",
      "value": 42.4,
      "num": 316,
      "of": 746,
      "rank": 19,
      "ranked_among": 101,
      "page": "https://directindex.org/city/sydney"
    },
    {
      "slug": "new-york",
      "name": "New York",
      "country": "US",
      "kind": "restaurants",
      "value": 42.3,
      "num": 1747,
      "of": 4126,
      "rank": 20,
      "ranked_among": 101,
      "page": "https://directindex.org/city/new-york"
    },
    {
      "slug": "san-francisco",
      "name": "San Francisco",
      "country": "US",
      "kind": "restaurants",
      "value": 42.2,
      "num": 464,
      "of": 1100,
      "rank": 21,
      "ranked_among": 101,
      "page": "https://directindex.org/city/san-francisco"
    },
    {
      "slug": "london",
      "name": "London",
      "country": "GB",
      "kind": "restaurants",
      "value": 41.9,
      "num": 1226,
      "of": 2929,
      "rank": 22,
      "ranked_among": 101,
      "page": "https://directindex.org/city/london"
    },
    {
      "slug": "phoenix",
      "name": "Phoenix",
      "country": "US",
      "kind": "restaurants",
      "value": 41.8,
      "num": 205,
      "of": 491,
      "rank": 23,
      "ranked_among": 101,
      "page": "https://directindex.org/city/phoenix"
    },
    {
      "slug": "manchester",
      "name": "Manchester",
      "country": "GB",
      "kind": "restaurants",
      "value": 41.6,
      "num": 99,
      "of": 238,
      "rank": 24,
      "ranked_among": 101,
      "page": "https://directindex.org/city/manchester"
    },
    {
      "slug": "austin",
      "name": "Austin",
      "country": "US",
      "kind": "restaurants",
      "value": 41.5,
      "num": 265,
      "of": 638,
      "rank": 25,
      "ranked_among": 101,
      "page": "https://directindex.org/city/austin"
    },
    {
      "slug": "san-diego",
      "name": "San Diego",
      "country": "US",
      "kind": "restaurants",
      "value": 41.5,
      "num": 330,
      "of": 795,
      "rank": 25,
      "ranked_among": 101,
      "page": "https://directindex.org/city/san-diego"
    },
    {
      "slug": "paris",
      "name": "Paris",
      "country": "FR",
      "kind": "restaurants",
      "value": 41.1,
      "num": 1173,
      "of": 2853,
      "rank": 27,
      "ranked_among": 101,
      "page": "https://directindex.org/city/paris"
    },
    {
      "slug": "charlotte",
      "name": "Charlotte",
      "country": "US",
      "kind": "restaurants",
      "value": 40.5,
      "num": 137,
      "of": 338,
      "rank": 28,
      "ranked_among": 101,
      "page": "https://directindex.org/city/charlotte"
    },
    {
      "slug": "chicago",
      "name": "Chicago",
      "country": "US",
      "kind": "restaurants",
      "value": 40.1,
      "num": 609,
      "of": 1517,
      "rank": 29,
      "ranked_among": 101,
      "page": "https://directindex.org/city/chicago"
    },
    {
      "slug": "lyon",
      "name": "Lyon",
      "country": "FR",
      "kind": "restaurants",
      "value": 39.8,
      "num": 335,
      "of": 841,
      "rank": 30,
      "ranked_among": 101,
      "page": "https://directindex.org/city/lyon"
    },
    {
      "slug": "atlanta",
      "name": "Atlanta",
      "country": "US",
      "kind": "restaurants",
      "value": 39.6,
      "num": 195,
      "of": 493,
      "rank": 31,
      "ranked_among": 101,
      "page": "https://directindex.org/city/atlanta"
    },
    {
      "slug": "vancouver",
      "name": "Vancouver",
      "country": "CA",
      "kind": "restaurants",
      "value": 39.6,
      "num": 369,
      "of": 931,
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      "ranked_among": 101,
      "page": "https://directindex.org/city/vancouver"
    },
    {
      "slug": "philadelphia",
      "name": "Philadelphia",
      "country": "US",
      "kind": "restaurants",
      "value": 39.4,
      "num": 252,
      "of": 640,
      "rank": 33,
      "ranked_among": 101,
      "page": "https://directindex.org/city/philadelphia"
    },
    {
      "slug": "barcelona",
      "name": "Barcelona",
      "country": "ES",
      "kind": "restaurants",
      "value": 39.3,
      "num": 267,
      "of": 679,
      "rank": 34,
      "ranked_among": 101,
      "page": "https://directindex.org/city/barcelona"
    },
    {
      "slug": "auckland",
      "name": "Auckland",
      "country": "NZ",
      "kind": "restaurants",
      "value": 38.9,
      "num": 130,
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      "rank": 35,
      "ranked_among": 101,
      "page": "https://directindex.org/city/auckland"
    },
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      "slug": "los-angeles",
      "name": "Los Angeles",
      "country": "US",
      "kind": "restaurants",
      "value": 38.7,
      "num": 557,
      "of": 1440,
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      "page": "https://directindex.org/city/los-angeles"
    },
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      "slug": "strasbourg",
      "name": "Strasbourg",
      "country": "FR",
      "kind": "restaurants",
      "value": 38.7,
      "num": 142,
      "of": 367,
      "rank": 36,
      "ranked_among": 101,
      "page": "https://directindex.org/city/strasbourg"
    },
    {
      "slug": "houston",
      "name": "Houston",
      "country": "US",
      "kind": "restaurants",
      "value": 38.5,
      "num": 235,
      "of": 610,
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      "ranked_among": 101,
      "page": "https://directindex.org/city/houston"
    },
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      "slug": "seattle",
      "name": "Seattle",
      "country": "US",
      "kind": "restaurants",
      "value": 38.2,
      "num": 334,
      "of": 874,
      "rank": 39,
      "ranked_among": 101,
      "page": "https://directindex.org/city/seattle"
    },
    {
      "slug": "the-hague",
      "name": "The Hague",
      "country": "NL",
      "kind": "restaurants",
      "value": 38.2,
      "num": 195,
      "of": 510,
      "rank": 39,
      "ranked_among": 101,
      "page": "https://directindex.org/city/the-hague"
    },
    {
      "slug": "denver",
      "name": "Denver",
      "country": "US",
      "kind": "restaurants",
      "value": 37.9,
      "num": 289,
      "of": 763,
      "rank": 41,
      "ranked_among": 101,
      "page": "https://directindex.org/city/denver"
    },
    {
      "slug": "lausanne",
      "name": "Lausanne",
      "country": "CH",
      "kind": "restaurants",
      "value": 37.7,
      "num": 109,
      "of": 289,
      "rank": 42,
      "ranked_among": 101,
      "page": "https://directindex.org/city/lausanne"
    },
    {
      "slug": "brussels",
      "name": "Brussels",
      "country": "BE",
      "kind": "restaurants",
      "value": 37.5,
      "num": 300,
      "of": 800,
      "rank": 43,
      "ranked_among": 101,
      "page": "https://directindex.org/city/brussels"
    },
    {
      "slug": "marseille",
      "name": "Marseille",
      "country": "FR",
      "kind": "restaurants",
      "value": 37.2,
      "num": 81,
      "of": 218,
      "rank": 44,
      "ranked_among": 101,
      "page": "https://directindex.org/city/marseille"
    },
    {
      "slug": "toronto",
      "name": "Toronto",
      "country": "CA",
      "kind": "restaurants",
      "value": 37,
      "num": 414,
      "of": 1118,
      "rank": 45,
      "ranked_among": 101,
      "page": "https://directindex.org/city/toronto"
    },
    {
      "slug": "melbourne",
      "name": "Melbourne",
      "country": "AU",
      "kind": "restaurants",
      "value": 36.9,
      "num": 358,
      "of": 970,
      "rank": 46,
      "ranked_among": 101,
      "page": "https://directindex.org/city/melbourne"
    },
    {
      "slug": "brisbane",
      "name": "Brisbane",
      "country": "AU",
      "kind": "restaurants",
      "value": 36.7,
      "num": 94,
      "of": 256,
      "rank": 47,
      "ranked_among": 101,
      "page": "https://directindex.org/city/brisbane"
    },
    {
      "slug": "antwerp",
      "name": "Antwerp",
      "country": "BE",
      "kind": "restaurants",
      "value": 35.8,
      "num": 152,
      "of": 424,
      "rank": 48,
      "ranked_among": 101,
      "page": "https://directindex.org/city/antwerp"
    },
    {
      "slug": "bordeaux",
      "name": "Bordeaux",
      "country": "FR",
      "kind": "restaurants",
      "value": 35.5,
      "num": 129,
      "of": 363,
      "rank": 49,
      "ranked_among": 101,
      "page": "https://directindex.org/city/bordeaux"
    },
    {
      "slug": "eindhoven",
      "name": "Eindhoven",
      "country": "NL",
      "kind": "restaurants",
      "value": 35.4,
      "num": 98,
      "of": 277,
      "rank": 50,
      "ranked_among": 101,
      "page": "https://directindex.org/city/eindhoven"
    },
    {
      "slug": "singapore",
      "name": "Singapore",
      "country": "SG",
      "kind": "restaurants",
      "value": 35.2,
      "num": 191,
      "of": 542,
      "rank": 51,
      "ranked_among": 101,
      "page": "https://directindex.org/city/singapore"
    },
    {
      "slug": "toulouse",
      "name": "Toulouse",
      "country": "FR",
      "kind": "restaurants",
      "value": 35.2,
      "num": 150,
      "of": 426,
      "rank": 51,
      "ranked_among": 101,
      "page": "https://directindex.org/city/toulouse"
    },
    {
      "slug": "san-jose",
      "name": "San Jose",
      "country": "US",
      "kind": "restaurants",
      "value": 35.1,
      "num": 200,
      "of": 570,
      "rank": 53,
      "ranked_among": 101,
      "page": "https://directindex.org/city/san-jose"
    },
    {
      "slug": "turin",
      "name": "Turin",
      "country": "IT",
      "kind": "restaurants",
      "value": 35,
      "num": 100,
      "of": 286,
      "rank": 54,
      "ranked_among": 101,
      "page": "https://directindex.org/city/turin"
    },
    {
      "slug": "ottawa",
      "name": "Ottawa",
      "country": "CA",
      "kind": "restaurants",
      "value": 34.7,
      "num": 179,
      "of": 516,
      "rank": 55,
      "ranked_among": 101,
      "page": "https://directindex.org/city/ottawa"
    },
    {
      "slug": "nice",
      "name": "Nice",
      "country": "FR",
      "kind": "restaurants",
      "value": 32.8,
      "num": 121,
      "of": 369,
      "rank": 56,
      "ranked_among": 101,
      "page": "https://directindex.org/city/nice"
    },
    {
      "slug": "dresden",
      "name": "Dresden",
      "country": "DE",
      "kind": "restaurants",
      "value": 32.7,
      "num": 129,
      "of": 394,
      "rank": 57,
      "ranked_among": 101,
      "page": "https://directindex.org/city/dresden"
    },
    {
      "slug": "amsterdam",
      "name": "Amsterdam",
      "country": "NL",
      "kind": "restaurants",
      "value": 31.5,
      "num": 396,
      "of": 1257,
      "rank": 58,
      "ranked_among": 101,
      "page": "https://directindex.org/city/amsterdam"
    },
    {
      "slug": "dubai",
      "name": "Dubai",
      "country": "AE",
      "kind": "restaurants",
      "value": 31.5,
      "num": 63,
      "of": 200,
      "rank": 58,
      "ranked_among": 101,
      "page": "https://directindex.org/city/dubai"
    },
    {
      "slug": "florence",
      "name": "Florence",
      "country": "IT",
      "kind": "restaurants",
      "value": 31.5,
      "num": 63,
      "of": 200,
      "rank": 58,
      "ranked_among": 101,
      "page": "https://directindex.org/city/florence"
    },
    {
      "slug": "milan",
      "name": "Milan",
      "country": "IT",
      "kind": "restaurants",
      "value": 31,
      "num": 301,
      "of": 972,
      "rank": 61,
      "ranked_among": 101,
      "page": "https://directindex.org/city/milan"
    },
    {
      "slug": "hanover",
      "name": "Hanover",
      "country": "DE",
      "kind": "restaurants",
      "value": 29.6,
      "num": 136,
      "of": 459,
      "rank": 62,
      "ranked_among": 101,
      "page": "https://directindex.org/city/hanover"
    },
    {
      "slug": "bremen",
      "name": "Bremen",
      "country": "DE",
      "kind": "restaurants",
      "value": 28.4,
      "num": 126,
      "of": 443,
      "rank": 63,
      "ranked_among": 101,
      "page": "https://directindex.org/city/bremen"
    },
    {
      "slug": "montreal",
      "name": "Montreal",
      "country": "CA",
      "kind": "restaurants",
      "value": 27.7,
      "num": 219,
      "of": 791,
      "rank": 64,
      "ranked_among": 101,
      "page": "https://directindex.org/city/montreal"
    },
    {
      "slug": "rotterdam",
      "name": "Rotterdam",
      "country": "NL",
      "kind": "restaurants",
      "value": 27.7,
      "num": 122,
      "of": 440,
      "rank": 64,
      "ranked_among": 101,
      "page": "https://directindex.org/city/rotterdam"
    },
    {
      "slug": "lisbon",
      "name": "Lisbon",
      "country": "PT",
      "kind": "restaurants",
      "value": 27.4,
      "num": 298,
      "of": 1088,
      "rank": 66,
      "ranked_among": 101,
      "page": "https://directindex.org/city/lisbon"
    },
    {
      "slug": "leipzig",
      "name": "Leipzig",
      "country": "DE",
      "kind": "restaurants",
      "value": 27.3,
      "num": 108,
      "of": 395,
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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    },
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      "ranked_among": 33,
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    },
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      "ranked_among": 33,
      "page": "https://directindex.org/city/budapest-clinics"
    },
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      "slug": "paris-tours",
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      "country": "FR",
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    },
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    },
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    },
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      "page": "https://directindex.org/city/berlin-tours"
    },
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    },
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    },
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    },
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      "num": 5,
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      "rank": 8,
      "ranked_among": 8,
      "page": "https://directindex.org/city/tokyo-tours"
    }
  ]
}