{
  "summary": {
    "retrievedDate": "2026-10-05",
    "researchSpendUsd": "3.46",
    "paidRequests": 20,
    "notes": [
      "AI responses may reuse cached observations. These retrievals are not independent repeat experiments.",
      "Only the eleven A-K rankings requests contribute to the AI mention baseline.",
      "Official APIs for ChatGPT, Claude and Gemini; native search for Perplexity; live SERP for Google AI Overviews.",
      "Keyword values are reported US monthly estimates. The response does not identify the underlying reporting period.",
      "Cite42 publishes this research; competitors were researched from official documentation, not tested through their paid services."
    ],
    "requestedAiAnswers": 55,
    "completeAiAnswers": 54,
    "cite42MentionedAnswers": 0
  },
  "entries": [
    {
      "id": "keywords-us",
      "input": {
        "country": "us",
        "seeds": [
          "claude code seo",
          "claude seo",
          "seo mcp",
          "seo mcp server",
          "google trends mcp",
          "ai visibility api",
          "ai citation tracking",
          "dataforseo alternatives",
          "chatgpt keyword research",
          "ai visibility tracking",
          "keyword research api",
          "content gap analysis",
          "ai visibility tools",
          "google trends api",
          "keyword research mcp",
          "seo data api",
          "ai search monitoring",
          "ai prompt tracking",
          "seo api",
          "llm visibility",
          "generative engine optimization tools",
          "ai competitor analysis",
          "seo content brief",
          "dataforseo pricing"
        ]
      },
      "isError": false,
      "chargedUsd": "0.09",
      "output": {
        "results": [
          {
            "requestedKeyword": "claude code seo",
            "keyword": "claude code seo",
            "status": "exact",
            "volume": 90,
            "cpc": 14.837332,
            "competition": 0.25,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "claude seo",
            "keyword": "claude seo",
            "status": "exact",
            "volume": 480,
            "cpc": 14.947421,
            "competition": 0.37,
            "competitionLevel": "MEDIUM"
          },
          {
            "requestedKeyword": "seo mcp",
            "keyword": "seo mcp",
            "status": "exact",
            "volume": 90,
            "cpc": 17.930996,
            "competition": 0.53,
            "competitionLevel": "MEDIUM"
          },
          {
            "requestedKeyword": "seo mcp server",
            "keyword": "seo mcp server",
            "status": "exact",
            "volume": 20,
            "cpc": 24.035924,
            "competition": 0.41,
            "competitionLevel": "MEDIUM"
          },
          {
            "requestedKeyword": "google trends mcp",
            "keyword": "google trends mcp",
            "status": "exact",
            "volume": 50,
            "cpc": 3.813872,
            "competition": 0.13,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "ai visibility api",
            "keyword": "ai visibility api",
            "status": "exact",
            "volume": 10,
            "cpc": null,
            "competition": 0.11,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "ai citation tracking",
            "keyword": "ai citation tracking",
            "status": "exact",
            "volume": 90,
            "cpc": 23.60306,
            "competition": 0.08,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "dataforseo alternatives",
            "keyword": "dataforseo alternatives",
            "status": "exact",
            "volume": 30,
            "cpc": 16.608501,
            "competition": 0.53,
            "competitionLevel": "MEDIUM"
          },
          {
            "requestedKeyword": "chatgpt keyword research",
            "keyword": "chatgpt keyword research",
            "status": "exact",
            "volume": 20,
            "cpc": null,
            "competition": 0.07,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "ai visibility tracking",
            "keyword": "ai visibility tracking",
            "status": "exact",
            "volume": 480,
            "cpc": 37.499211,
            "competition": 0.16,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "keyword research api",
            "keyword": "keyword research api",
            "status": "exact",
            "volume": 90,
            "cpc": 15.09703,
            "competition": 0.28,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "content gap analysis",
            "keyword": "content gap analysis",
            "status": "exact",
            "volume": 170,
            "cpc": 12.244405,
            "competition": 0.11,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "ai visibility tools",
            "keyword": "ai visibility tools",
            "status": "exact",
            "volume": 1600,
            "cpc": 54.025772,
            "competition": 0.26,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "google trends api",
            "keyword": "google trends api",
            "status": "exact",
            "volume": 1600,
            "cpc": 9.638111,
            "competition": 0.37,
            "competitionLevel": "MEDIUM"
          },
          {
            "requestedKeyword": "keyword research mcp",
            "keyword": "keyword research mcp",
            "status": "exact",
            "volume": 10,
            "cpc": 19.305417,
            "competition": 0.28,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "seo data api",
            "keyword": "seo data api",
            "status": "exact",
            "volume": 140,
            "cpc": 23.420488,
            "competition": 0.16,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "ai search monitoring",
            "keyword": "ai search monitoring",
            "status": "exact",
            "volume": 170,
            "cpc": null,
            "competition": 0.03,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "ai prompt tracking",
            "keyword": "ai prompt tracking",
            "status": "exact",
            "volume": 30,
            "cpc": 9.212158,
            "competition": 0.67,
            "competitionLevel": "HIGH"
          },
          {
            "requestedKeyword": "seo api",
            "keyword": "seo api",
            "status": "exact",
            "volume": 390,
            "cpc": 21.660348,
            "competition": 0.43,
            "competitionLevel": "MEDIUM"
          },
          {
            "requestedKeyword": "llm visibility",
            "keyword": "llm visibility",
            "status": "exact",
            "volume": 320,
            "cpc": 42.479566,
            "competition": 0.23,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "generative engine optimization tools",
            "keyword": "generative engine optimization tools",
            "status": "exact",
            "volume": 720,
            "cpc": 26.646238,
            "competition": 0.01,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "ai competitor analysis",
            "keyword": "ai competitor analysis",
            "status": "exact",
            "volume": 70,
            "cpc": 6.317088,
            "competition": 0.53,
            "competitionLevel": "MEDIUM"
          },
          {
            "requestedKeyword": "seo content brief",
            "keyword": "seo content brief",
            "status": "exact",
            "volume": 110,
            "cpc": null,
            "competition": 0.06,
            "competitionLevel": "LOW"
          },
          {
            "requestedKeyword": "dataforseo pricing",
            "keyword": "dataforseo pricing",
            "status": "exact",
            "volume": 70,
            "cpc": 2.621763,
            "competition": 0.41,
            "competitionLevel": "MEDIUM"
          }
        ],
        "requestId": "e1c45c39-a8cd-4c65-916b-de6de16ee4d3"
      }
    },
    {
      "id": "keyword-ideas",
      "input": {
        "seed": "keyword research api",
        "country": "us",
        "ideas": true
      },
      "isError": false,
      "chargedUsd": "0.12",
      "output": {
        "requestedKeyword": "keyword research api",
        "keyword": "keyword research api",
        "status": "exact",
        "volume": 90,
        "cpc": 15.09703,
        "competition": 0.28,
        "competitionLevel": "LOW",
        "ideas": [
          {
            "keyword": "keyword research api",
            "volume": 90,
            "cpc": 15.200679,
            "competition": 0.28,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "semrush api",
            "volume": 720,
            "cpc": 8.32954,
            "competition": 0.38,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "google keyword planner api",
            "volume": 90,
            "cpc": 18.874812,
            "competition": 0.39,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "keyword search volume api",
            "volume": 30,
            "cpc": 29.097195,
            "competition": 0.4,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "keyword research tool api",
            "volume": 70,
            "cpc": null,
            "competition": 0,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "keyword planner api",
            "volume": 30,
            "cpc": 22.744115,
            "competition": 0.4,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "semrush api pricing",
            "volume": 170,
            "cpc": 8.450916,
            "competition": 0.26,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "semrush api cost",
            "volume": 170,
            "cpc": 8.450916,
            "competition": 0.26,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "google ads keyword planner api",
            "volume": 30,
            "cpc": 4.643296,
            "competition": 0.28,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "google keyword tool api",
            "volume": 70,
            "cpc": null,
            "competition": 0.05,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "free keyword research api",
            "volume": 10,
            "cpc": 10.100386,
            "competition": 0.1,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "spyfu api",
            "volume": 40,
            "cpc": 7.552025,
            "competition": 0.55,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "ubersuggest api",
            "volume": 40,
            "cpc": 10.102024,
            "competition": 0.4,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "keyword suggestion tool api",
            "volume": 20,
            "cpc": null,
            "competition": 0,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "keyword tool api",
            "volume": 20,
            "cpc": null,
            "competition": 0.43,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "keyword suggestion api",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "keyword search api",
            "volume": 10,
            "cpc": 6.292007,
            "competition": 0.86,
            "competitionLevel": "HIGH"
          },
          {
            "keyword": "semrush api key",
            "volume": 50,
            "cpc": 3.968713,
            "competition": 0.21,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "semrush api access",
            "volume": 20,
            "cpc": null,
            "competition": 0.1,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "semrush api docs",
            "volume": 20,
            "cpc": null,
            "competition": 0.01,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "semrush api python",
            "volume": 10,
            "cpc": null,
            "competition": 0.14,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "semrush api credits",
            "volume": 10,
            "cpc": null,
            "competition": 0.1,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "semrush api google sheets",
            "volume": 10,
            "cpc": null,
            "competition": 0.14,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "semrush free api",
            "volume": 10,
            "cpc": 7.184334,
            "competition": 0.12,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "google keyword research api",
            "volume": 10,
            "cpc": null,
            "competition": 0.49,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "google keyword research tool api",
            "volume": 10,
            "cpc": null,
            "competition": 0.02,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "google keyword search api",
            "volume": 10,
            "cpc": null,
            "competition": 0.49,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "google keyword planner api python",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "google api keyword planner",
            "volume": 10,
            "cpc": null,
            "competition": 0.43,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "adwords keyword planner api",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "bing keyword tool api",
            "volume": 10,
            "cpc": null,
            "competition": 0,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "get keyword search volume api",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "google adwords keyword planner api",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "google adwords keyword tool api",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "google api for keyword search",
            "volume": 10,
            "cpc": 13.509621,
            "competition": 0.71,
            "competitionLevel": "HIGH"
          },
          {
            "keyword": "google keyword suggestion api",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "google keyword suggestion tool api",
            "volume": 10,
            "cpc": null,
            "competition": 0,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "keyword discovery api",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "keyword planner api python",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "keyword search tool api",
            "volume": 10,
            "cpc": null,
            "competition": 0.29,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "keyword tools api",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "kwfinder api",
            "volume": 10,
            "cpc": null,
            "competition": 0,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "semrush analytics api",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "semrush api example",
            "volume": 10,
            "cpc": null,
            "competition": null,
            "competitionLevel": null
          },
          {
            "keyword": "spyfu api pricing",
            "volume": 10,
            "cpc": 1.799521,
            "competition": 0.5,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "semrush traffic analytics api",
            "volume": 10,
            "cpc": null,
            "competition": 0.21,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "amazon keyword search volume api",
            "volume": 10,
            "cpc": null,
            "competition": 0,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "google keyword search volume api",
            "volume": 10,
            "cpc": null,
            "competition": 0,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "keyword api free",
            "volume": 10,
            "cpc": null,
            "competition": 0.33,
            "competitionLevel": "MEDIUM"
          },
          {
            "keyword": "semrush com api",
            "volume": 10,
            "cpc": null,
            "competition": 0.24,
            "competitionLevel": "LOW"
          }
        ],
        "requestId": "42c10472-9897-4565-8f47-678bacefc829"
      }
    },
    {
      "id": "trends-us",
      "input": {
        "term": "Google Trends",
        "geo": "United States",
        "timeframe": "past_12_months",
        "language": "en"
      },
      "isError": false,
      "chargedUsd": "0.05",
      "output": {
        "term": "google trends",
        "trend": "falling",
        "interestOverTime": [
          {
            "date": "2025-10-05",
            "value": 31
          },
          {
            "date": "2025-10-12",
            "value": 33
          },
          {
            "date": "2025-10-19",
            "value": 33
          },
          {
            "date": "2025-10-26",
            "value": 41
          },
          {
            "date": "2025-11-02",
            "value": 51
          },
          {
            "date": "2025-11-09",
            "value": 44
          },
          {
            "date": "2025-11-16",
            "value": 44
          },
          {
            "date": "2025-11-23",
            "value": 49
          },
          {
            "date": "2025-11-30",
            "value": 55
          },
          {
            "date": "2025-12-07",
            "value": 55
          },
          {
            "date": "2025-12-14",
            "value": 58
          },
          {
            "date": "2025-12-21",
            "value": 49
          },
          {
            "date": "2025-12-28",
            "value": 60
          },
          {
            "date": "2026-01-04",
            "value": 59
          },
          {
            "date": "2026-01-11",
            "value": 55
          },
          {
            "date": "2026-01-18",
            "value": 61
          },
          {
            "date": "2026-01-25",
            "value": 69
          },
          {
            "date": "2026-02-01",
            "value": 72
          },
          {
            "date": "2026-02-08",
            "value": 77
          },
          {
            "date": "2026-02-15",
            "value": 80
          },
          {
            "date": "2026-02-22",
            "value": 78
          },
          {
            "date": "2026-03-01",
            "value": 100
          },
          {
            "date": "2026-03-08",
            "value": 93
          },
          {
            "date": "2026-03-15",
            "value": 91
          },
          {
            "date": "2026-03-22",
            "value": 72
          },
          {
            "date": "2026-03-29",
            "value": 68
          },
          {
            "date": "2026-04-05",
            "value": 71
          },
          {
            "date": "2026-04-12",
            "value": 73
          },
          {
            "date": "2026-04-19",
            "value": 70
          },
          {
            "date": "2026-04-26",
            "value": 67
          },
          {
            "date": "2026-05-03",
            "value": 58
          },
          {
            "date": "2026-05-10",
            "value": 59
          },
          {
            "date": "2026-05-17",
            "value": 65
          },
          {
            "date": "2026-05-24",
            "value": 69
          },
          {
            "date": "2026-05-31",
            "value": 71
          },
          {
            "date": "2026-06-07",
            "value": 83
          },
          {
            "date": "2026-06-14",
            "value": 68
          },
          {
            "date": "2026-06-21",
            "value": 63
          },
          {
            "date": "2026-06-28",
            "value": 69
          },
          {
            "date": "2026-07-05",
            "value": 64
          },
          {
            "date": "2026-07-12",
            "value": 44
          },
          {
            "date": "2026-07-19",
            "value": 38
          },
          {
            "date": "2026-07-26",
            "value": 29
          },
          {
            "date": "2026-08-02",
            "value": 28
          },
          {
            "date": "2026-08-09",
            "value": 27
          },
          {
            "date": "2026-08-16",
            "value": 23
          },
          {
            "date": "2026-08-23",
            "value": 18
          },
          {
            "date": "2026-08-30",
            "value": 19
          },
          {
            "date": "2026-09-06",
            "value": 19
          },
          {
            "date": "2026-09-13",
            "value": 18
          },
          {
            "date": "2026-09-20",
            "value": 20
          },
          {
            "date": "2026-09-27",
            "value": 16
          },
          {
            "date": "2026-10-04",
            "value": 14
          }
        ],
        "risingQueries": [
          "how to use google authenticator",
          "how to set up google calendar",
          "how to organize google photos",
          "how to change home address on google maps",
          "how to use google maps offline",
          "google trends 2026",
          "how to set up google family link",
          "travel trends 2026",
          "how to turn off google location history",
          "design trends 2026",
          "google trends today",
          "google trends api",
          "google news trends",
          "google ai news",
          "tiktok trends",
          "google trends data",
          "google trends usa",
          "google trends products",
          "google trends youtube",
          "google ads",
          "google trends 2025"
        ],
        "topQueries": [
          "google trends 2026",
          "google trends 2025",
          "trends google search",
          "google search",
          "search trends",
          "google news trends",
          "what is google trends",
          "google trends data",
          "google trends today",
          "google trends api",
          "google trends youtube",
          "tiktok trends",
          "google trends analysis",
          "google trends products",
          "how to use google trends",
          "google ai news",
          "google trends usa",
          "google ads",
          "design trends 2026",
          "travel trends 2026",
          "how to use google authenticator",
          "how to set up google calendar",
          "how to organize google photos"
        ],
        "requestId": "5442165f-4350-47af-aa72-d488a01a1eb4"
      }
    },
    {
      "id": "trends-uk",
      "input": {
        "term": "Google Trends",
        "geo": "United Kingdom",
        "timeframe": "past_12_months",
        "language": "en"
      },
      "isError": false,
      "chargedUsd": "0.05",
      "output": {
        "term": "google trends",
        "trend": "rising",
        "interestOverTime": [
          {
            "date": "2025-10-05",
            "value": 25
          },
          {
            "date": "2025-10-12",
            "value": 24
          },
          {
            "date": "2025-10-19",
            "value": 26
          },
          {
            "date": "2025-10-26",
            "value": 34
          },
          {
            "date": "2025-11-02",
            "value": 39
          },
          {
            "date": "2025-11-09",
            "value": 41
          },
          {
            "date": "2025-11-16",
            "value": 36
          },
          {
            "date": "2025-11-23",
            "value": 35
          },
          {
            "date": "2025-11-30",
            "value": 42
          },
          {
            "date": "2025-12-07",
            "value": 43
          },
          {
            "date": "2025-12-14",
            "value": 55
          },
          {
            "date": "2025-12-21",
            "value": 34
          },
          {
            "date": "2025-12-28",
            "value": 69
          },
          {
            "date": "2026-01-04",
            "value": 40
          },
          {
            "date": "2026-01-11",
            "value": 46
          },
          {
            "date": "2026-01-18",
            "value": 46
          },
          {
            "date": "2026-01-25",
            "value": 50
          },
          {
            "date": "2026-02-01",
            "value": 65
          },
          {
            "date": "2026-02-08",
            "value": 60
          },
          {
            "date": "2026-02-15",
            "value": 46
          },
          {
            "date": "2026-02-22",
            "value": 45
          },
          {
            "date": "2026-03-01",
            "value": 51
          },
          {
            "date": "2026-03-08",
            "value": 57
          },
          {
            "date": "2026-03-15",
            "value": 57
          },
          {
            "date": "2026-03-22",
            "value": 59
          },
          {
            "date": "2026-03-29",
            "value": 52
          },
          {
            "date": "2026-04-05",
            "value": 45
          },
          {
            "date": "2026-04-12",
            "value": 47
          },
          {
            "date": "2026-04-19",
            "value": 47
          },
          {
            "date": "2026-04-26",
            "value": 49
          },
          {
            "date": "2026-05-03",
            "value": 39
          },
          {
            "date": "2026-05-10",
            "value": 42
          },
          {
            "date": "2026-05-17",
            "value": 41
          },
          {
            "date": "2026-05-24",
            "value": 42
          },
          {
            "date": "2026-05-31",
            "value": 37
          },
          {
            "date": "2026-06-07",
            "value": 25
          },
          {
            "date": "2026-06-14",
            "value": 28
          },
          {
            "date": "2026-06-21",
            "value": 58
          },
          {
            "date": "2026-06-28",
            "value": 56
          },
          {
            "date": "2026-07-05",
            "value": 44
          },
          {
            "date": "2026-07-12",
            "value": 67
          },
          {
            "date": "2026-07-19",
            "value": 52
          },
          {
            "date": "2026-07-26",
            "value": 61
          },
          {
            "date": "2026-08-02",
            "value": 48
          },
          {
            "date": "2026-08-09",
            "value": 100
          },
          {
            "date": "2026-08-16",
            "value": 69
          },
          {
            "date": "2026-08-23",
            "value": 35
          },
          {
            "date": "2026-08-30",
            "value": 59
          },
          {
            "date": "2026-09-06",
            "value": 44
          },
          {
            "date": "2026-09-13",
            "value": 32
          },
          {
            "date": "2026-09-20",
            "value": 27
          },
          {
            "date": "2026-09-27",
            "value": 20
          },
          {
            "date": "2026-10-04",
            "value": 16
          }
        ],
        "risingQueries": [
          "travel trends 2026",
          "google trends 2026",
          "google trends eyes hurt",
          "how to set up google alerts",
          "how to use google flights",
          "is google trends accurate",
          "how to use google keep",
          "google my business profile",
          "google ai news",
          "google reviews",
          "google trends api",
          "google trends us",
          "google trends data",
          "tiktok trends",
          "google trends youtube",
          "google trends products",
          "what is google trends",
          "google ads",
          "uk google trends"
        ],
        "topQueries": [
          "google trends 2026",
          "uk google trends",
          "google search trends",
          "search trends",
          "google search",
          "what is google trends",
          "google trends data",
          "google reviews",
          "google trends youtube",
          "google trends us",
          "google trends api",
          "tiktok trends",
          "google trends products",
          "google ads",
          "ads google ads",
          "travel trends 2026",
          "google ai news",
          "google trends eyes hurt",
          "how to set up google alerts",
          "how to use google flights",
          "is google trends accurate"
        ],
        "requestId": "2dc4b50b-72e2-4381-8837-7576139e0d41"
      }
    },
    {
      "id": "A",
      "input": {
        "query": "What are the best SEO MCP servers for Claude and ChatGPT?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "What are the best SEO MCP servers for Claude and ChatGPT?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 0.4,
            "avgPosition": 2.5,
            "byModel": {
              "chatgpt": null,
              "claude": 2,
              "perplexity": null,
              "gemini": 3,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 1,
            "avgPosition": 1.2,
            "byModel": {
              "chatgpt": 1,
              "claude": 1,
              "perplexity": 1,
              "gemini": 2,
              "google_ai_overview": 1
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 0.6,
            "avgPosition": 3.67,
            "byModel": {
              "chatgpt": null,
              "claude": 4,
              "perplexity": 3,
              "gemini": 4,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0.6,
            "avgPosition": 2,
            "byModel": {
              "chatgpt": null,
              "claude": 3,
              "perplexity": 2,
              "gemini": 1,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0.2,
            "avgPosition": 3,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": 3
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0.2,
            "avgPosition": 2,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": 2
            }
          }
        ],
        "sources": [
          {
            "url": "https://contextbolt.com/blog/best-seo-mcp-servers/",
            "title": "Best SEO MCP Servers 2026: 10 Tested, Free to $129/mo",
            "citedBy": [
              "claude",
              "perplexity",
              "gemini"
            ],
            "count": 3
          },
          {
            "url": "https://seoprofy.com/blog/best-mcp-server-for-seo/",
            "title": "Best MCP Server for SEO in 2026: Features & Use Cases Description",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://keyword.com/blog/best-mcp-servers-for-seo/",
            "title": "Best MCP Servers for SEO: Supported Platforms and Pricing",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://backlinkcrm.io/seo-mcp-servers/",
            "title": "Best SEO MCP Servers In 2026 (Tested and Compared)",
            "citedBy": [
              "claude",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://ryandoser.com/best-seo-mcp-servers/",
            "title": "7 Best SEO MCP Servers in 2026 (Tested by Agency Owner)",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://www.seoptimer.com/blog/seo-mcp/",
            "title": "Top SEO MCP Servers in 2026: Tools and Use Cases",
            "citedBy": [
              "claude",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://searchlayered.com/best-mcps-seo/",
            "title": "searchlayered.com",
            "citedBy": [
              "perplexity",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://seranking.com/blog/best-seo-mcps/",
            "title": "seranking.com",
            "citedBy": [
              "perplexity",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://github.com/Raffaele86/seo-stack-mcp?utm_source=openai",
            "title": "GitHub - Raffaele86/seo-stack-mcp: The complete open-source SEO data stack for AI agents — Google Search Console, GA4, Bing Webmaster, Microsoft Clarity, AdSense, Keyword Planner & Open PageRank in one MCP server (86 tools), with built-in analyst tools · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/Autom8Minds/seo-mcp?utm_source=openai",
            "title": "GitHub - Autom8Minds/seo-mcp: MCP server with 29 SEO tools: page analysis, accessibility, site crawling, near-duplicate detection, orphan pages, crawl comparison, Core Web Vitals, schema validation, keyword research, and more · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 5,
              "denominator": 5,
              "percentage": 100,
              "label": "100% — 5 of 5 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 3,
              "denominator": 5,
              "percentage": 60,
              "label": "60% — 3 of 5 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 3,
              "denominator": 5,
              "percentage": 60,
              "label": "60% — 3 of 5 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            }
          ]
        },
        "requestId": "f32fee1d-d313-494f-af98-3ca98163a4b1"
      }
    },
    {
      "id": "B",
      "input": {
        "query": "Which tools can I use for SEO and keyword research in Claude Code?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "Which tools can I use for SEO and keyword research in Claude Code?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 0.8,
            "avgPosition": 1.25,
            "byModel": {
              "chatgpt": null,
              "claude": 1,
              "perplexity": 1,
              "gemini": 2,
              "google_ai_overview": 1
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 0.8,
            "avgPosition": 2.5,
            "byModel": {
              "chatgpt": null,
              "claude": 2,
              "perplexity": 2,
              "gemini": 4,
              "google_ai_overview": 2
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 0.2,
            "avgPosition": 3,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": 3,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0.2,
            "avgPosition": 1,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": 1,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          }
        ],
        "sources": [
          {
            "url": "https://docs.anthropic.com/en/docs/agents-and-tools/mcp?utm_source=openai",
            "title": "Model Context Protocol (MCP) - Anthropic",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://docs.anthropic.com/en/docs/claude-code/cli-usage?utm_source=openai",
            "title": "CLI reference - Anthropic",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://www.seo.com/basics/on-page-seo/keyword-research/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.seo.com/tools/keyword-research/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://zapier.com/blog/best-seo-tools/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://moz.com/beginners-guide-to-seo/keyword-research",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.semrush.com/blog/keyword-research-tools/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://blog.hubspot.com/marketing/seo-tools",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://gizmodo.com/seo/best-tools/keyword-research",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.pcmag.com/picks/the-best-seo-tools",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 4,
              "denominator": 5,
              "percentage": 80,
              "label": "80% — 4 of 5 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 4,
              "denominator": 5,
              "percentage": 80,
              "label": "80% — 4 of 5 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            }
          ]
        },
        "requestId": "d814f866-0b5e-4d9b-85f3-a49e33be3eb9"
      }
    },
    {
      "id": "C",
      "input": {
        "query": "What are the best MCP servers for accessing Google Trends data?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "What are the best MCP servers for accessing Google Trends data?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          }
        ],
        "sources": [
          {
            "url": "https://github.com/HasData/google-trends-mcp?utm_source=openai",
            "title": "GitHub - HasData/google-trends-mcp: Google Trends MCP server by HasData: interest over time, by region, and related queries and topics, as JSON. · GitHub",
            "citedBy": [
              "chatgpt",
              "perplexity",
              "google_ai_overview"
            ],
            "count": 3
          },
          {
            "url": "https://github.com/andrewlwn77/google-trends-mcp",
            "title": "GitHub - andrewlwn77/google-trends-mcp: Google Trend MCP server · GitHub",
            "citedBy": [
              "claude",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://improvado.io/mcp/google-trends",
            "title": "Google Trends MCP — Query Search Trend Data with AI",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://glama.ai/mcp/servers/trendsmcp-ai/google-search-trends-mcp",
            "title": "google-search-trends-mcp by trendsmcp-ai",
            "citedBy": [
              "claude",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://mcpmarket.com/server/google-news-trends",
            "title": "Google News Trends: Free Real-time News & Trend Data",
            "citedBy": [
              "claude",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://glama.ai/mcp/servers?query=google+trends",
            "title": "google trends MCP Servers",
            "citedBy": [
              "perplexity",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://mcpservers.org/servers/twominutereports/google-trends-mcp",
            "title": "mcpservers.org",
            "citedBy": [
              "perplexity",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHM5qFyVOjCV43ip2TAIl-F_91dfi3zAVVhp_C53lWMae-uiZyHcB6_WGAR6Kpj-BIZICFf__rHn3rqMm-AJhZdG_6eI8uLiv3eX1MYgv2GTV6uynLQ0VdOeslSmPIQ6Bq2zdyPekiKFU-dRg==",
            "resolvedUrl": "https://apify.com/apify/google-trends-scraper/api/mcp",
            "title": "apify.com",
            "citedBy": [
              "gemini",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFlGj4vYqnAp3I8SbM5tdN2YIXkggB4RUwsyx0JWwZ8tmsjQBMy1KfLwXpJU8OnsAQaLH-Pu_5m-4b45w0CsGhuXPzAMliKa4iQlzOd66c7FBZqragJ70n8q1By4LIlwDSdHE6VEk6BC_1_mAlrMq3J4w==",
            "resolvedUrl": "https://codelabs.developers.google.com/next26/adk-mcp-tools",
            "title": "google.com",
            "citedBy": [
              "gemini",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://github.com/ducnhd/google-data-mcp?utm_source=openai",
            "title": "GitHub - ducnhd/google-data-mcp: MCP server for Google Trends, YouTube listings, Ads Transparency and Google Play reviews — no API key, no browser · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            }
          ]
        },
        "requestId": "01744a02-813f-4c23-b719-f17ac3108b6b"
      }
    },
    {
      "id": "D",
      "input": {
        "query": "What AI visibility APIs can developers use without a monthly subscription?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "What AI visibility APIs can developers use without a monthly subscription?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 0.2,
            "avgPosition": 2,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": 2,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 0.6,
            "avgPosition": 1.33,
            "byModel": {
              "chatgpt": 1,
              "claude": null,
              "perplexity": 1,
              "gemini": 2,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0.2,
            "avgPosition": 1,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": 1,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0.2,
            "avgPosition": 1,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": 1
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0.2,
            "avgPosition": 2,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": 2
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0.2,
            "avgPosition": 3,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": 3
            }
          }
        ],
        "sources": [
          {
            "url": "https://github.com/nikhonit/llm-mentions-skills?utm_source=openai",
            "title": "GitHub - nikhonit/llm-mentions-skills: Agent skills to track brand mentions, ranks & citations across ChatGPT, Claude, Gemini & Perplexity — AI brand monitoring + GEO for Claude, Cursor & any agent · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/api-evangelist/dataforseo?utm_source=openai",
            "title": "GitHub - api-evangelist/dataforseo: DataForSEO — independent third-party profile of a public API surface, by API Evangelist. DataForSEO is an SEO data platform offering REST APIs for SERP results, keyword data, backlink analysis, on-page audits, domain analytics, and competitor research across 100+ search engines. It provides pay-as-you-go access to structured SEO and digital marketi · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/testedmedia/seo-command-center?utm_source=openai",
            "title": "GitHub - testedmedia/seo-command-center: Self-hosted SEO platform: rank tracking, keyword research, competitor gaps, AI Overview visibility, site audits, link gaps, and local map-pack grids — for ~$4/month on DataForSEO instead of $139/month SaaS. · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://www.edenai.co/post/top-free-generative-ai-apis-and-open-source-models",
            "title": "Best Free AI APIs and Open-Source AI Models in 2026",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/OuterSpacee/free-ai-apis",
            "title": "GitHub - OuterSpacee/free-ai-apis: A collective list of free AI APIs for developers. 100+ APIs, 15 categories. No credit card required. · GitHub",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/zebbern/no-cost-ai",
            "title": "GitHub - zebbern/no-cost-ai: 80+ free AI services for chat, image, video, voice & APIs (may sometimes include access to lead gen ai models for free) · GitHub",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://developer.puter.com/tutorials/free-unlimited-ai-api/",
            "title": "Free, Unlimited AI API",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://dev.to/0012303/11-free-ai-apis-you-can-use-without-paying-openai-1l2k",
            "title": "11 Free AI APIs You Can Use Without Paying OpenAI - DEV Community",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://freeapihub.com/blog/best-free-ai-apis-developers",
            "title": "Best Free AI APIs in 2026: Real Limits Compared",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://aicurator.io/free-ai-apis/",
            "title": "Top 10 Free AI APIs for 2026: The Ultimate List for Developers",
            "citedBy": [
              "claude"
            ],
            "count": 1
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 3,
              "denominator": 5,
              "percentage": 60,
              "label": "60% — 3 of 5 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            }
          ]
        },
        "requestId": "62855d7e-6d8e-436f-84ff-5b79a7a9a683"
      }
    },
    {
      "id": "E",
      "input": {
        "query": "What are the best alternatives to DataForSEO for a solo developer who needs SEO data?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "What are the best alternatives to DataForSEO for a solo developer who needs SEO data?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 0.2,
            "avgPosition": 3,
            "byModel": {
              "chatgpt": 3,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 0.4,
            "avgPosition": 2,
            "byModel": {
              "chatgpt": 2,
              "claude": null,
              "perplexity": null,
              "gemini": 2,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 1,
            "avgPosition": 1,
            "byModel": {
              "chatgpt": 1,
              "claude": 1,
              "perplexity": 1,
              "gemini": 1,
              "google_ai_overview": 1
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0.8,
            "avgPosition": 2.25,
            "byModel": {
              "chatgpt": null,
              "claude": 2,
              "perplexity": 2,
              "gemini": 3,
              "google_ai_overview": 2
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          }
        ],
        "sources": [
          {
            "url": "https://seobotai.com/blog/dataforseo-alternatives-the-best-options-for-seo-data-api-in-2026/",
            "title": "seobotai.com",
            "citedBy": [
              "perplexity",
              "gemini",
              "google_ai_overview"
            ],
            "count": 3
          },
          {
            "url": "https://seranking.com/blog/dataforseo-alternatives/",
            "title": "6 Best DataForSEO Alternatives for SEO Data & APIs (2026)",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://dailyemerald.com/187704/promotedposts/what-are-the-5-best-dataforseo-alternatives-in-2026/",
            "title": "What are the 5 Best DataForSEO Alternatives in 2026? - Daily Emerald",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://searchenginewatch.com/dataforseo-alternatives/",
            "title": "5 best DataForSEO alternatives we recommend in 2026",
            "citedBy": [
              "claude",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://www.sitepoint.com/5-best-data-for-seo-alternatives-a-senior-expert-breakdown/",
            "title": "5 Best DataForSEO Alternatives 2026: SE Ranking, SerpAPI…",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://blog.mean.ceo/startup-news-dataforseo-alternatives-2026-guide-tips-mistakes/",
            "title": "Startup News: Best DataForSEO Alternatives in 2026 , Guide, Mistakes, and Insider Tips",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://stackademic.com/blog/6-best-dataforseo-competitors-for-seo-experts-2026",
            "title": "6 Best DataForSEO Competitors for SEO Experts (2026)",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://ryandoser.com/dataforseo-alternatives/",
            "title": "7 DataForSEO Alternatives (From Someone Who Stayed)",
            "citedBy": [
              "perplexity",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://daily.dev/posts/5-best-dataforseo-alternatives-2026-se-ranking-serpapi--hjmlyvkpc",
            "title": "daily.dev",
            "citedBy": [
              "perplexity",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEykF5u4k6UtMnaRDCBmP6FYyh7G6F2vzajKsc2bF0OKh_d26p7vFfWsA-eL7SJa9_IRPvHB7SNsgiqOKDCZVrZcmdS_b7UD0DVXnWAZv13LwjBgf0eb6-QAX5lsqE5MhpYCp99ioV4Kg==",
            "resolvedUrl": "https://rankparse.com/blog/dataforseo-alternatives",
            "title": "rankparse.com",
            "citedBy": [
              "gemini",
              "google_ai_overview"
            ],
            "count": 2
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 5,
              "denominator": 5,
              "percentage": 100,
              "label": "100% — 5 of 5 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 4,
              "denominator": 5,
              "percentage": 80,
              "label": "80% — 4 of 5 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            }
          ]
        },
        "requestId": "906d0168-c6da-4c94-a245-623f00d44fa5"
      }
    },
    {
      "id": "F",
      "input": {
        "query": "Which tools track the websites and URLs cited by ChatGPT, Claude and Perplexity?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "Which tools track the websites and URLs cited by ChatGPT, Claude and Perplexity?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 0.4,
            "avgPosition": 3.5,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": 4,
              "google_ai_overview": 3
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 0.6,
            "avgPosition": 3.33,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": 1,
              "gemini": 5,
              "google_ai_overview": 4
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0.8,
            "avgPosition": 1.25,
            "byModel": {
              "chatgpt": 1,
              "claude": null,
              "perplexity": 2,
              "gemini": 1,
              "google_ai_overview": 1
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0.4,
            "avgPosition": 2,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": 2,
              "google_ai_overview": 2
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0.4,
            "avgPosition": 3,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": 3,
              "gemini": 3,
              "google_ai_overview": null
            }
          }
        ],
        "sources": [
          {
            "url": "https://llmpulse.ai/blog/best-ai-citation-tracking-tools/",
            "title": "llmpulse.ai",
            "citedBy": [
              "perplexity",
              "gemini",
              "google_ai_overview"
            ],
            "count": 3
          },
          {
            "url": "https://nicklafferty.com/blog/best-ai-citation-analysis-tools/?utm_source=openai",
            "title": "AI Citation Analysis Tools (2026): How to Track Where ChatGPT, Perplexity & Gemini Cite You",
            "citedBy": [
              "chatgpt",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://apify.com/muhammadafzal/ai-citation-monitor?utm_source=openai",
            "title": "AI Citation Monitor — ChatGPT, Perplexity & More · Apify",
            "citedBy": [
              "chatgpt",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEHY2wtKVEaO-fLriJVr0t8-bsirawOuQY9dNZrcDNqyfPgKBLrXAQzRXhPAvwTiol7-kZXIk43N3XfJykPj9MLtz99gG740NteCkrVpzAaeNqrk1-gYz1EDopMWrIPuqQxMCjr0MhJTD7-fcj2E7fGg8aQLWdVEU8Pv3Bl0Q6-LRdamGWDItWNmJsJvcdN3Rz2IQElYUv64i3myPBVOMaHDopHMtB5",
            "resolvedUrl": "https://viali.ai/resources/top-8-marketing-tools-to-track-citation-sources-across-chatgpt-perplexity-and-claude/",
            "title": "viali.ai",
            "citedBy": [
              "gemini",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://chromewebstore.google.com/detail/citation-sleuth/aojclnilhdceejkhkajjnbbdcefodkjo?utm_source=openai",
            "title": "Citation Sleuth - Chrome Web Store",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://citationdesk.com/guides/tracking-citations-across-four-llms/?utm_source=openai",
            "title": "Tracking citations across ChatGPT, Claude & Perplexity · CitationDesk",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://indexly.ai/features/ai-citation-tracker?utm_source=openai",
            "title": "Indexly | AI Citation Tracking by Indexly — See Which Sources AI Cites for Your Brand",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://www.surva.ai/products/ai-citation-tracking?utm_source=openai",
            "title": "AI Citation Tracking | Get Cited by ChatGPT, Perplexity, Claude & Gemini",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://www.get-ryze.ai/blog/chatgpt-visibility-tracker-tools-2026",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.xseek.io/sources",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 3,
              "denominator": 5,
              "percentage": 60,
              "label": "60% — 3 of 5 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 4,
              "denominator": 5,
              "percentage": 80,
              "label": "80% — 4 of 5 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            }
          ]
        },
        "requestId": "3006266f-4797-4f88-8fdb-2624fba7d2ad"
      }
    },
    {
      "id": "G",
      "input": {
        "query": "How can I track my brand's visibility in ChatGPT and other AI search engines?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "How can I track my brand's visibility in ChatGPT and other AI search engines?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 0.8,
            "avgPosition": 2,
            "byModel": {
              "chatgpt": null,
              "claude": 1,
              "perplexity": 1,
              "gemini": 2,
              "google_ai_overview": 4
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 0.2,
            "avgPosition": 2,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": 2,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0.2,
            "avgPosition": 1,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": 1,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0.4,
            "avgPosition": 2.5,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": 3,
              "gemini": null,
              "google_ai_overview": 2
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0.2,
            "avgPosition": 3,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": 3
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0.2,
            "avgPosition": 1,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": 1
            }
          }
        ],
        "sources": [
          {
            "url": "https://www.wix.com/studio/ai-search-lab/best-tools-to-track-brand-visibility-in-ai-search",
            "title": "14 best tools to track brand visibility in AI search",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://www.semrush.com/free-tools/ai-search-visibility-checker/",
            "title": "Free AI Visibility Tool: Check Brand Visibility in AI Search",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://amplitude.com/ai-visibility",
            "title": "AI Visibility Platform",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://help.openai.com/en/articles/12627856?utm_source=openai",
            "title": "Publishers and Developers - FAQ | OpenAI Help Center",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://developers.google.com/search/blog/2026/06/gen-ai-performance-reports?hl=en&utm_source=openai",
            "title": "Introducing Search Generative AI performance reports in Search Console  |  Google Search Central Blog  |  Google for Developers",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://otterly.ai/",
            "title": "AI Search Monitoring Tool: Track ChatGPT, Perplexity & Google AIO",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://builtin.com/articles/ai-brand-visibility-tools",
            "title": "Best AI Brand Visibility Tools",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://businesscloud.co.uk/news/ai-search-is-the-new-seo-how-to-track-win-your-brand-visibility-in-chatgpt/",
            "title": "AI search is the new SEO: How to track & win your brand visibility in ChatGPT",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://growthx.ai/learn/ai-search/improve-brand-visibility-ai-search",
            "title": "How to improve your brand's visibility in AI search",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://www.therankmasters.com/insights/ai-visibility/best-tools-tracking-brand-visibility-ai-search",
            "title": "Best AI Search Visibility Tools 2026",
            "citedBy": [
              "claude"
            ],
            "count": 1
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 4,
              "denominator": 5,
              "percentage": 80,
              "label": "80% — 4 of 5 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 1,
              "denominator": 5,
              "percentage": 20,
              "label": "20% — 1 of 5 checked answers"
            }
          ]
        },
        "requestId": "1644c9a3-8c73-4c57-b406-0fec0099b20c"
      }
    },
    {
      "id": "H",
      "input": {
        "query": "How can I use ChatGPT to do keyword research with real search volume data?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.19",
      "output": {
        "query": "How can I use ChatGPT to do keyword research with real search volume data?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 1,
            "avgPosition": 2,
            "byModel": {
              "chatgpt": 2,
              "claude": 1,
              "perplexity": 2,
              "gemini": 3
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 1,
            "avgPosition": 1.5,
            "byModel": {
              "chatgpt": 1,
              "claude": 2,
              "perplexity": 1,
              "gemini": 2
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 0.25,
            "avgPosition": 1,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": 1
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null
            }
          }
        ],
        "sources": [
          {
            "url": "https://searchengineland.com/keyword-research-chatgpt-prompts-393741",
            "title": "How to use ChatGPT for keyword research (with actual prompts)",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://respona.com/blog/keyword-research-chatgpt/",
            "title": "How We Do Keyword Research with ChatGPT",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://platform.openai.com/docs/quickstart/make-your-first-api-request?utm_source=openai",
            "title": "Developer quickstart - OpenAI API",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://sparktoro.com/blog/new-research-google-search-grew-20-in-2024-receives-373x-more-searches-than-chatgpt/",
            "title": "New Research: Google Search Grew 20%+ in 2024; receives ~373X more searches than ChatGPT - SparkToro",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://www.firebrand.marketing/2024/03/how-to-use-chatgpt-for-seo-keyword-research/",
            "title": "How to Use ChatGPT for SEO Keyword Research - Firebrand",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://www.seoclarity.net/research/how-many-searches-really-happen-on-chatgpt-new-data-refined-model",
            "title": "How Many Searches Really Happen on ChatGPT? New Data = Refined Model",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://www.semrush.com/blog/chatgpt-search-insights/",
            "title": "ChatGPT traffic analysis: Insights from 17 months of clickstream data",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://contextbolt.com/blog/chatgpt-keyword-research/",
            "title": "Can ChatGPT Do Keyword Research? What It Gets Wrong",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://en.wikipedia.org/wiki/You.com",
            "title": "You.com",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://ahrefs.com/blog/chatgpt-has-12-percent-of-googles-search-volume/",
            "title": "ChatGPT Has 12% of Google's Search Volume but Google Sends 190x More Traffic to Websites",
            "citedBy": [
              "claude"
            ],
            "count": 1
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "error"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 4,
          "requestedAnswers": 5,
          "excludedAnswers": 1,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 4,
              "percentage": 0,
              "label": "0% — 0 of 4 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 4,
              "denominator": 4,
              "percentage": 100,
              "label": "100% — 4 of 4 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 4,
              "denominator": 4,
              "percentage": 100,
              "label": "100% — 4 of 4 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 1,
              "denominator": 4,
              "percentage": 25,
              "label": "25% — 1 of 4 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 0,
              "denominator": 4,
              "percentage": 0,
              "label": "0% — 0 of 4 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 0,
              "denominator": 4,
              "percentage": 0,
              "label": "0% — 0 of 4 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 0,
              "denominator": 4,
              "percentage": 0,
              "label": "0% — 0 of 4 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 0,
              "denominator": 4,
              "percentage": 0,
              "label": "0% — 0 of 4 checked answers"
            }
          ]
        },
        "requestId": "32d36b4c-9383-45ca-bcce-74aa7ba140c6"
      }
    },
    {
      "id": "I",
      "input": {
        "query": "What are the best keyword research APIs for developers?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "What are the best keyword research APIs for developers?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 0.8,
            "avgPosition": 2.25,
            "byModel": {
              "chatgpt": 1,
              "claude": 3,
              "perplexity": null,
              "gemini": 3,
              "google_ai_overview": 2
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 0.4,
            "avgPosition": 2,
            "byModel": {
              "chatgpt": 2,
              "claude": 2,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 1,
            "avgPosition": 2.2,
            "byModel": {
              "chatgpt": 3,
              "claude": 4,
              "perplexity": 2,
              "gemini": 1,
              "google_ai_overview": 1
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0.8,
            "avgPosition": 1.75,
            "byModel": {
              "chatgpt": null,
              "claude": 1,
              "perplexity": 1,
              "gemini": 2,
              "google_ai_overview": 3
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          }
        ],
        "sources": [
          {
            "url": "https://searchatlas.com/blog/keyword-research-api/",
            "title": "7 Best Keyword Research API Tools Every SEO Pro Should Know",
            "citedBy": [
              "claude",
              "perplexity",
              "gemini"
            ],
            "count": 3
          },
          {
            "url": "https://plainenglish.io/marketing/top-10-best-keyword-research-apis-for-ai-first-developers",
            "title": "Top 10 Best Keyword Research APIs for AI-First Developers",
            "citedBy": [
              "claude",
              "perplexity",
              "google_ai_overview"
            ],
            "count": 3
          },
          {
            "url": "https://answersocrates.com/blog/best-keyword-research-apis/",
            "title": "answersocrates.com",
            "citedBy": [
              "perplexity",
              "gemini",
              "google_ai_overview"
            ],
            "count": 3
          },
          {
            "url": "https://dataforseo.com/apis/keyword-data-api",
            "title": "dataforseo.com",
            "citedBy": [
              "perplexity",
              "gemini",
              "google_ai_overview"
            ],
            "count": 3
          },
          {
            "url": "https://seranking.com/keyword-research-api.html",
            "title": "seranking.com",
            "citedBy": [
              "perplexity",
              "gemini",
              "google_ai_overview"
            ],
            "count": 3
          },
          {
            "url": "https://www.dashclicks.com/blog/keyword-research-api-2026",
            "title": "Best Keyword Research API for SEOs in 2026",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://www.portotheme.com/choosing-the-best-keyword-research-api-for-generative-and-answer-engine-environments/",
            "title": "Best Keyword Research API for 2026: The Senior GEO Choice",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://distribb.io/blog/best-keyword-research-api",
            "title": "Best Keyword Research API Tools for 2026",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://collaborator.pro/blog/keyword-research-api",
            "title": "collaborator.pro",
            "citedBy": [
              "perplexity",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://developer.semrush.com/api/v4/seo/keyword-reports/?utm_source=openai",
            "title": "Keyword reports | Semrush API",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 4,
              "denominator": 5,
              "percentage": 80,
              "label": "80% — 4 of 5 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 5,
              "denominator": 5,
              "percentage": 100,
              "label": "100% — 5 of 5 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 4,
              "denominator": 5,
              "percentage": 80,
              "label": "80% — 4 of 5 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            }
          ]
        },
        "requestId": "65652779-ed9f-4a77-a15a-003704b9ec81"
      }
    },
    {
      "id": "J",
      "input": {
        "query": "Which tools help find content gaps by comparing AI recommendations with keyword demand?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "Which tools help find content gaps by comparing AI recommendations with keyword demand?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 1,
            "avgPosition": 1.2,
            "byModel": {
              "chatgpt": 1,
              "claude": 2,
              "perplexity": 1,
              "gemini": 1,
              "google_ai_overview": 1
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 0.8,
            "avgPosition": 1.75,
            "byModel": {
              "chatgpt": 2,
              "claude": 1,
              "perplexity": 2,
              "gemini": 2,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0.4,
            "avgPosition": 3,
            "byModel": {
              "chatgpt": null,
              "claude": 3,
              "perplexity": 3,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          }
        ],
        "sources": [
          {
            "url": "https://blog.apify.com/ai-tools-for-content-gap-analysis/",
            "title": "Best AI tools for content gap analysis: top 9 by category",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://rightblogger.com/tool/content-gap",
            "title": "Free AI Content Gap Analysis Tool (Article vs. Article)",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://slatehq.com/blog/best-content-gap-analysis-tools",
            "title": "12 Best Content Gap Analysis Tools for AI Search in 2026 - Slate",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://www.semrush.com/blog/content-gap-analysis/",
            "title": "ai toolkit icon",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://diyai.io/ai-tools/seo/best-ai-tools-content-gap-analysis/",
            "title": "Best AI Content Gap Analysis Tools 2026: SEO, AI Search and ...",
            "citedBy": [
              "perplexity",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://searchengineland.com/build-ai-powered-content-gap-analysis-workflow-481781",
            "title": "searchengineland.com",
            "citedBy": [
              "perplexity",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://www.click.co.uk/insights/what-is-content-gap-analysis-how-ai-is-transforming-the-way-brands-identify-content-opportunities/",
            "title": "What is content gap analysis​? How AI is transforming the way brands identify content opportunities",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://distribb.io/blog/content-gap-analysis-tool",
            "title": "13 Best Content Gap Analysis Tools for 2026",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://blog.madwriter.pro/ai-content-gap-analysis-software/",
            "title": "11 AI Content Gap Analysis Software Tools That Actually Find Missing Keywords",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://rankauthority.com/which-ai-tool-finds-competitor-content-gaps-2/",
            "title": "Which AI Tool Finds Competitor Content Gaps? - Rank Authority",
            "citedBy": [
              "claude"
            ],
            "count": 1
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 5,
              "denominator": 5,
              "percentage": 100,
              "label": "100% — 5 of 5 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 4,
              "denominator": 5,
              "percentage": 80,
              "label": "80% — 4 of 5 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            }
          ]
        },
        "requestId": "a06a2170-57b4-4789-9d86-b26ca80382bf"
      }
    },
    {
      "id": "K",
      "input": {
        "query": "What are the best AI visibility tools for tracking brand mentions across ChatGPT, Claude, Gemini and Perplexity?",
        "competitors": [
          "Cite42",
          "Semrush",
          "Ahrefs",
          "DataForSEO",
          "SE Ranking",
          "Profound",
          "Otterly",
          "Peec AI"
        ],
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "What are the best AI visibility tools for tracking brand mentions across ChatGPT, Claude, Gemini and Perplexity?",
        "rankings": [
          {
            "competitor": "Cite42",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Semrush",
            "mentionRate": 1,
            "avgPosition": 3,
            "byModel": {
              "chatgpt": 3,
              "claude": 3,
              "perplexity": 2,
              "gemini": 5,
              "google_ai_overview": 2
            }
          },
          {
            "competitor": "Ahrefs",
            "mentionRate": 0.4,
            "avgPosition": 2.5,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": 1,
              "gemini": null,
              "google_ai_overview": 4
            }
          },
          {
            "competitor": "DataForSEO",
            "mentionRate": 0,
            "avgPosition": null,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": null,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "SE Ranking",
            "mentionRate": 0.4,
            "avgPosition": 2.5,
            "byModel": {
              "chatgpt": null,
              "claude": 1,
              "perplexity": null,
              "gemini": 4,
              "google_ai_overview": null
            }
          },
          {
            "competitor": "Profound",
            "mentionRate": 0.8,
            "avgPosition": 1.5,
            "byModel": {
              "chatgpt": 1,
              "claude": 2,
              "perplexity": null,
              "gemini": 2,
              "google_ai_overview": 1
            }
          },
          {
            "competitor": "Otterly",
            "mentionRate": 0.4,
            "avgPosition": 3,
            "byModel": {
              "chatgpt": null,
              "claude": null,
              "perplexity": null,
              "gemini": 1,
              "google_ai_overview": 5
            }
          },
          {
            "competitor": "Peec AI",
            "mentionRate": 0.6,
            "avgPosition": 2.67,
            "byModel": {
              "chatgpt": 2,
              "claude": null,
              "perplexity": null,
              "gemini": 3,
              "google_ai_overview": 3
            }
          }
        ],
        "sources": [
          {
            "url": "https://www.position.digital/blog/best-ai-visibility-tracking-tools/",
            "title": "The Best AI Visibility Tracking Tools (My Honest Reviews)",
            "citedBy": [
              "claude",
              "gemini",
              "google_ai_overview"
            ],
            "count": 3
          },
          {
            "url": "https://www.rivo.io/blog/ai-visibility-tracking-tools",
            "title": "Rivo",
            "citedBy": [
              "claude",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://amplitude.com/compare/best-ai-visibility-tools",
            "title": "Best AI Visibility Tools in 2026",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://www.integrate.io/blog/best-ai-visibility-tracking-tools/",
            "title": "Best AI Visibility Tracking Tools (2026)",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://zapier.com/blog/best-ai-visibility-tool/",
            "title": "The 9 best AI visibility tools in 2026",
            "citedBy": [
              "perplexity",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHApT8yGXY36zTaAPerR02wvi8rM4x9k3wRp5Bu9trvR1qmrBywhER5fqcsOUEoACyCV7Iw4YzPub2YEsywRRH2nJAcBeC_HTFIxfHCz53El130zL4MgrOosT6VInnehgrMYKaxGDBBJcnV4BL05ea78LZsNk_ySNfBJDg2bsWOAg48kM04Hj4Fgkao30s90xsZoR9NLoN-lKdRF37be10m0iMq",
            "resolvedUrl": "https://www.reddit.com/r/ProductMarketing/comments/1k10tlt/top_5_tools_to_monitor_your_brands_presence_in_ai/",
            "title": "reddit.com",
            "citedBy": [
              "gemini",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://searchengineland.com/tools/ai-visibility-checker?utm_source=openai",
            "title": "AI visibility tools: How to track and grow your presence in AI search",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://promptwatch.com/blog/llm-visibility-tools?utm_source=openai",
            "title": "The Best LLM Visibility Tools in 2026: 8 Platforms Compared | Promptwatch",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://searchengineland.com/ai-share-of-voice-metrics-that-matter-more-479611?utm_source=openai",
            "title": "The problem with AI share of voice and 3 metrics that matter more",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://seocrawl.ai/ai-visibility-checker",
            "title": "AI Visibility Checker (FREE) for ChatGPT, Claude & Gemini",
            "citedBy": [
              "claude"
            ],
            "count": 1
          }
        ],
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking.",
          "mentions": [
            {
              "brand": "Cite42",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "Semrush",
              "numerator": 5,
              "denominator": 5,
              "percentage": 100,
              "label": "100% — 5 of 5 checked answers"
            },
            {
              "brand": "Ahrefs",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            },
            {
              "brand": "DataForSEO",
              "numerator": 0,
              "denominator": 5,
              "percentage": 0,
              "label": "0% — 0 of 5 checked answers"
            },
            {
              "brand": "SE Ranking",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            },
            {
              "brand": "Profound",
              "numerator": 4,
              "denominator": 5,
              "percentage": 80,
              "label": "80% — 4 of 5 checked answers"
            },
            {
              "brand": "Otterly",
              "numerator": 2,
              "denominator": 5,
              "percentage": 40,
              "label": "40% — 2 of 5 checked answers"
            },
            {
              "brand": "Peec AI",
              "numerator": 3,
              "denominator": 5,
              "percentage": 60,
              "label": "60% — 3 of 5 checked answers"
            }
          ]
        },
        "requestId": "163800f2-2f0a-45a6-ad7f-a6d501097a20"
      }
    },
    {
      "id": "citation-seo",
      "input": {
        "query": "What are the best SEO MCP servers for Claude and ChatGPT?",
        "url": "https://www.cite42.dev",
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "What are the best SEO MCP servers for Claude and ChatGPT?",
        "sources": [
          {
            "url": "https://contextbolt.com/blog/best-seo-mcp-servers/",
            "title": "Best SEO MCP Servers 2026: 10 Tested, Free to $129/mo",
            "citedBy": [
              "claude",
              "perplexity",
              "gemini"
            ],
            "count": 3
          },
          {
            "url": "https://seoprofy.com/blog/best-mcp-server-for-seo/",
            "title": "Best MCP Server for SEO in 2026: Features & Use Cases Description",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://keyword.com/blog/best-mcp-servers-for-seo/",
            "title": "Best MCP Servers for SEO: Supported Platforms and Pricing",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://backlinkcrm.io/seo-mcp-servers/",
            "title": "Best SEO MCP Servers In 2026 (Tested and Compared)",
            "citedBy": [
              "claude",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://ryandoser.com/best-seo-mcp-servers/",
            "title": "7 Best SEO MCP Servers in 2026 (Tested by Agency Owner)",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://www.seoptimer.com/blog/seo-mcp/",
            "title": "Top SEO MCP Servers in 2026: Tools and Use Cases",
            "citedBy": [
              "claude",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://searchlayered.com/best-mcps-seo/",
            "title": "searchlayered.com",
            "citedBy": [
              "perplexity",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://seranking.com/blog/best-seo-mcps/",
            "title": "seranking.com",
            "citedBy": [
              "perplexity",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://github.com/Raffaele86/seo-stack-mcp?utm_source=openai",
            "title": "GitHub - Raffaele86/seo-stack-mcp: The complete open-source SEO data stack for AI agents — Google Search Console, GA4, Bing Webmaster, Microsoft Clarity, AdSense, Keyword Planner & Open PageRank in one MCP server (86 tools), with built-in analyst tools · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/Autom8Minds/seo-mcp?utm_source=openai",
            "title": "GitHub - Autom8Minds/seo-mcp: MCP server with 29 SEO tools: page analysis, accessibility, site crawling, near-duplicate detection, orphan pages, crawl comparison, Core Web Vitals, schema validation, keyword research, and more · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/sharozdawa/awesome-seo-mcp-servers?utm_source=openai",
            "title": "GitHub - sharozdawa/awesome-seo-mcp-servers: A curated list of MCP servers, agent skills, and AI-powered tools for SEO professionals · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/m4mansoor/seo-agent?utm_source=openai",
            "title": "GitHub - m4mansoor/seo-agent: Open-source SEO agent for link building. Plans campaigns and builds verified backlinks from Claude, Cursor, Codex or ChatGPT via MCP. WordPress, Shopify and desktop apps in development. 1,245-site library. · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/Stackwise-digital/seo-mcp?utm_source=openai",
            "title": "GitHub - Stackwise-digital/seo-mcp: Free, open-source MCP server for SEO auditing with real-time web monitoring via Firehose (Ahrefs). 28 rules, site crawling, deep analysis — works with Claude Desktop, Claude Code, and Cursor. · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://blog.answersocrates.com/best-seo-mcp/",
            "title": "The 7 Best SEO MCP in 2026 (Tested in ChatGPT)",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://houtini.com/the-best-mcps-for-claude-desktop/",
            "title": "Best MCP Servers for Claude Desktop (2026) · Houtini",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://aiclicks.io/blog/best-seo-mcp-servers",
            "title": "Best SEO MCP Servers in 2026 (Tested and Ranked)",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://houtini.com/articles/the-best-mcps-for-claude-desktop/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://mcp.directory/blog/best-seo-mcp-servers-2026",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://scrapegraphai.com/blog/top-10-best-mcp-servers-for-seo-in-2026",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://databar.ai/blog/article/best-mcp-servers-claude-code-gtm-teams",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.devopsschool.com/blog/best-mcp-server-for-seo-in-2025-top-5-tools-compared/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.marketing91.com/mcp-server-for-seo/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://dashthis.com/blog/seo-mcp/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/fastmcp-me/best-seo-mcp",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://agilityportal.io/blog/10-best-mcp-servers-for-seo-and-ai-powered-keyword-research",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.frase.io/blog/mcp-servers-for-seo",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://searchengineland.com/guide/use-mcp-servers-speed-up-seo-research",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHw-Crs0M0mdaIWTXV3rcx9xFQ377OHJRz0An74zwetZnSQzSoGhgFruFkCSrHhUKwLusJ8jWA5VvPiU9e_TQdWBnsyD3IN8tmlyqhGj_VSk6MlX_lw",
            "resolvedUrl": "https://contextbolt.com/seo/mcp/",
            "title": "contextbolt.com",
            "citedBy": [
              "gemini"
            ],
            "count": 1
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHEck-64S41KP3CYsKDfLbavaVcb4dQ_tRb9vSULBPbyOwZR7ctKMXFkvUyhHkXQHM8njzLkYGK-5lOf7V3XgTw7ppTUF1r5ohiNf3sMLkfKp0HQuQ=",
            "resolvedUrl": "https://openseo.so/features/mcp",
            "title": "openseo.so",
            "citedBy": [
              "gemini"
            ],
            "count": 1
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFWVw7hwUuVnEuwpgp3nur2UsVVDmrBNkQHhxtv1iQkOAgWLY8-FrOR2lOozoVAEaK11dAj9eNl0FqdH5MvxG9OW2AcdHruA3u3H9F2F8QgqdGKVi2pWmESDAwQ3ba2WinNkES0hjyjnDDPKgZ-KwSc5P0D2djeB9UHztRe2mR--CMtGwIUQMgD72880ssQZBAWgQ==",
            "resolvedUrl": "https://medium.com/@conormonaghan44/the-5-best-mcps-for-seo-claude-code-or-codex-ce83e95d2041",
            "title": "medium.com",
            "citedBy": [
              "gemini"
            ],
            "count": 1
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHajxHosnQtGbsIhWjtkV_qjHc0jjX7OoqLZ4hY12sRu__pVoxZVhtdObQpCdB3n6fSo5zwEAiOQZpKakjNRjj2-wYi6PjbtCtq2f2IDrvOTtKo48T_1zgzCcbCyOUI-ep7DrMumQ==",
            "resolvedUrl": "https://www.theseoagent.ai/blog/best-mcp-for-seo",
            "title": "theseoagent.ai",
            "citedBy": [
              "gemini"
            ],
            "count": 1
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHvlZUh__iNCtuda9lwt4hUsxNfwXBeic7AZCSjEZPM3CradMOQFGkvOm9fuV9pOP8uJddk44ERiGngFCnp61DJ0yqguf-F7J__bQFRBG3OzYMja6yb4jrxo0zWvTkGwz6n-v6roucYI0iBtEv3DuP_UoE0Xezg8NtG9_DP8ZGjt3ccmw==",
            "resolvedUrl": "https://www.reddit.com/r/SEO_Experts/comments/1tocuo7/best_mcp_server_for_seo/",
            "title": "reddit.com",
            "citedBy": [
              "gemini"
            ],
            "count": 1
          },
          {
            "url": "https://drewgarrett.org/blog/seo-tools/ai-seo-tools",
            "title": "The AI SEO Tools I Actually Use, Task by Task - Drew Garrett",
            "citedBy": [
              "google_ai_overview"
            ],
            "count": 1
          },
          {
            "url": "https://www.linkedin.com/posts/syedbalkhi_introducing-aioseo-mcp-for-wordpress-a-lot-activity-7475166754193887232-R4Mz",
            "title": "AIOSEO MCP for WordPress with 28 SEO Abilities and AI Tools",
            "citedBy": [
              "google_ai_overview"
            ],
            "count": 1
          },
          {
            "url": "https://www.reddit.com/r/geotoolsreview/comments/1whuuxh/best_mcp_servers_for_ai_visibility_5_tools_to/",
            "title": "Best MCP Servers for AI Visibility: 5 Tools to Track ChatGPT ...",
            "citedBy": [
              "google_ai_overview"
            ],
            "count": 1
          },
          {
            "url": "https://www.smarte.pro/blog/best-mcp-servers",
            "title": "The 10 Best MCP Servers in 2026 (Ranked by Use Case)",
            "citedBy": [
              "google_ai_overview"
            ],
            "count": 1
          },
          {
            "url": "https://foglift.io/blog/best-ai-search-tools-mcp-integration",
            "title": "Best AI Search MCP Tools for Cursor and Claude Code",
            "citedBy": [
              "google_ai_overview"
            ],
            "count": 1
          }
        ],
        "lookup": {
          "url": "https://www.cite42.dev",
          "cited": false,
          "citedBy": []
        },
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking. Citation presence refers to returned search sources for the watched URL, not consumer chat citation cards.",
          "citation": {
            "url": "https://www.cite42.dev",
            "numerator": 0,
            "denominator": 5,
            "percentage": 0,
            "label": "0% — 0 of 5 checked answers"
          }
        },
        "requestId": "adc679e6-5358-45fa-8506-cd39aac828b4"
      }
    },
    {
      "id": "citation-trends",
      "input": {
        "query": "What are the best MCP servers for accessing Google Trends data?",
        "url": "https://www.cite42.dev/tools/google-trends",
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "query": "What are the best MCP servers for accessing Google Trends data?",
        "sources": [
          {
            "url": "https://github.com/HasData/google-trends-mcp?utm_source=openai",
            "title": "GitHub - HasData/google-trends-mcp: Google Trends MCP server by HasData: interest over time, by region, and related queries and topics, as JSON. · GitHub",
            "citedBy": [
              "chatgpt",
              "perplexity",
              "google_ai_overview"
            ],
            "count": 3
          },
          {
            "url": "https://github.com/andrewlwn77/google-trends-mcp",
            "title": "GitHub - andrewlwn77/google-trends-mcp: Google Trend MCP server · GitHub",
            "citedBy": [
              "claude",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://improvado.io/mcp/google-trends",
            "title": "Google Trends MCP — Query Search Trend Data with AI",
            "citedBy": [
              "claude",
              "perplexity"
            ],
            "count": 2
          },
          {
            "url": "https://glama.ai/mcp/servers/trendsmcp-ai/google-search-trends-mcp",
            "title": "google-search-trends-mcp by trendsmcp-ai",
            "citedBy": [
              "claude",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://mcpmarket.com/server/google-news-trends",
            "title": "Google News Trends: Free Real-time News & Trend Data",
            "citedBy": [
              "claude",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://glama.ai/mcp/servers?query=google+trends",
            "title": "google trends MCP Servers",
            "citedBy": [
              "perplexity",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://mcpservers.org/servers/twominutereports/google-trends-mcp",
            "title": "mcpservers.org",
            "citedBy": [
              "perplexity",
              "gemini"
            ],
            "count": 2
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHM5qFyVOjCV43ip2TAIl-F_91dfi3zAVVhp_C53lWMae-uiZyHcB6_WGAR6Kpj-BIZICFf__rHn3rqMm-AJhZdG_6eI8uLiv3eX1MYgv2GTV6uynLQ0VdOeslSmPIQ6Bq2zdyPekiKFU-dRg==",
            "resolvedUrl": "https://apify.com/apify/google-trends-scraper/api/mcp",
            "title": "apify.com",
            "citedBy": [
              "gemini",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFlGj4vYqnAp3I8SbM5tdN2YIXkggB4RUwsyx0JWwZ8tmsjQBMy1KfLwXpJU8OnsAQaLH-Pu_5m-4b45w0CsGhuXPzAMliKa4iQlzOd66c7FBZqragJ70n8q1By4LIlwDSdHE6VEk6BC_1_mAlrMq3J4w==",
            "resolvedUrl": "https://codelabs.developers.google.com/next26/adk-mcp-tools",
            "title": "google.com",
            "citedBy": [
              "gemini",
              "google_ai_overview"
            ],
            "count": 2
          },
          {
            "url": "https://github.com/ducnhd/google-data-mcp?utm_source=openai",
            "title": "GitHub - ducnhd/google-data-mcp: MCP server for Google Trends, YouTube listings, Ads Transparency and Google Play reviews — no API key, no browser · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/den-indance/google-trends-mcp/?utm_source=openai",
            "title": "GitHub - den-indance/google-trends-mcp: MCP server for Google Trends with proxy rotation and auto-retry on Google blocks connects agents to live keyword interest, related queries, and regional popularity. · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/trendsmcp-ai/google-search-trends-mcp?utm_source=openai",
            "title": "GitHub - trendsmcp-ai/google-search-trends-mcp: Google Search trends as an MCP tool for Claude, Cursor, VS Code and more. Weekly series, growth percentages, and live trending searches. Powered by trendsmcp.ai · GitHub",
            "citedBy": [
              "chatgpt"
            ],
            "count": 1
          },
          {
            "url": "https://lobehub.com/mcp/cryptoken-googletrendsmcp",
            "title": "Google Trends MCP Server",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://glama.ai/mcp/servers/yusuf-polat/Google-Trends",
            "title": "Google Trends MCP Server by yusuf-polat",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://glama.ai/mcp/servers/HasData/google-trends-mcp",
            "title": "Google Trends MCP Server by HasData",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/andrewlwn77/google-trends-mcp/blob/main/CLAUDE.md",
            "title": "google-trends-mcp/CLAUDE.md at main · andrewlwn77/google-trends-mcp",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://glama.ai/mcp/servers/mamrrez/gtrends-mcp-full",
            "title": "Google Trends MCP Server by mamrrez",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/trendsmcp-ai/google-trends-mcp",
            "title": "GitHub - trendsmcp-ai/google-trends-mcp: MCP server for live Google Trends data. Query search volume, breakout keywords, and 5-year history from Claude, Cursor, VS Code and more. · GitHub",
            "citedBy": [
              "claude"
            ],
            "count": 1
          },
          {
            "url": "https://improvado.io/blog/best-mcp-servers-for-marketing-data",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://mcp-marketplace.io/server/google-trends-mcp-server",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://glama.ai/mcp/servers/trendsmcp-ai/news-volume-mcp",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://glama.ai/mcp/servers/trendsmcp/google-search-trends-mcp",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://glama.ai/mcp/servers/trendsmcp-ai/google-trends-mcp",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://hasdata.com/mcp/google-trends",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://libraries.io/pypi/google-search-trends-mcp",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.pulsemcp.com/servers/trends",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.marketing91.com/mcp-server-for-seo/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/trendsmcp-ai/Trends-MCP",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.pulsemcp.com/servers/jmanek-google-news-trends",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://apify.com/data_xplorer/google-trends-trending-now/api/mcp",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://tldr.tech/blog/60-second-triage-agentic-soc",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.developersdigest.tech/blog/openai-dots-agent-workflow",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.businesswire.com/news/home/20260929662286/en/Informa-TechTarget-Launches-MCP-Server-to-Bring-Buyer-Intelligence-into-AI-Workflows",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.businesswire.com/news/home/20260924298422/en/UserTesting-Brings-Human-Insight-Directly-into-AI-Workflows-with-New-MCP-Servers",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://finance.yahoo.com/technology/ai/articles/cookieyes-launches-mcp-server-manage-060300763.html",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://quasa.io/insights/what-an-mcp-server-actually-exposes-and-what-it-never-decides-alone",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.unite.ai/ox-security-finds-mcp-servers-reaching-china-russia-and-home-networks/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.infosecurity-magazine.com/news/mcp-creating-major-governance-gaps/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.einpresswire.com/article/944930991/modero-ships-the-first-mcp-server-for-telecom-advisory-firms",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://newswav.com/article/google-home-can-now-be-controlled-by-third-party-ai-agents-but-early-access-A2609_SWzt4U",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.macobserver.com/news/safari-27-mcp-server-web-developers/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.latestly.com/google-trends/29092026/mcc/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.abplive.com/topic/google-trends/page-4/amp",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.latestly.com/google-trends/22102025/mcc/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.latestly.com/google-trends/23092025/mca/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.latestly.com/google-trends/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://www.latestly.com/google-trends/29042026/mpsc/",
            "title": "",
            "citedBy": [
              "perplexity"
            ],
            "count": 1
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFjFrDznz35bT9uT8LsfESm3YUq_CqCMIW9zqZO-9kyGIIaLbcvUft5nZtbJtn7gBIOHNsXRbmidcHRBf3bop0YKE8OyL2V5PWAGNacrc1Y2emyO9xcomoLfCExcOEtIZOdqv-wz3NIWaIXDA2xZjwcoC8fBtVdgJQVvV8BhNnopM2vr8bV0itSDXJ0bI9Rq5YYN9W20w==",
            "resolvedUrl": "https://www.reddit.com/r/mcp/comments/1wes9zc/trends_mcp_trend_data_from_google_trends_youtube/",
            "title": "reddit.com",
            "citedBy": [
              "gemini"
            ],
            "count": 1
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF5TZW4xBvbOVgx3Yg8iXNidK7m4dbkW03_-S0I2MjHawzj5Kso-TMbJUoLFH6zJT3vXXlubpSiYTS4DtlaTx4Nqk9nI412QvAeUQh9mwA1b6gubQa3SDrMqmCPu3Wc",
            "resolvedUrl": "https://mcp.so/servers/google-trends-mcp",
            "title": "mcp.so",
            "citedBy": [
              "gemini"
            ],
            "count": 1
          },
          {
            "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGz5uhOIAAlcEB7L7hWSbxWWB7Trg2JcuzOU9XRCO6ZjoyRQhG4t0jV1kQYCQQHRai0tgZN2gWiO3CrWEuv7Mxz_G578lm0pZgqiC3zhP3W-nm-b8859uUlK8TBP-NegCm6",
            "resolvedUrl": "https://www.markifact.com/google-trends-mcp",
            "title": "markifact.com",
            "citedBy": [
              "gemini"
            ],
            "count": 1
          },
          {
            "url": "https://github.com/jmanek/google-news-trends-mcp",
            "title": "GitHub - jmanek/google-news-trends-mcp: MCP server for Google News and Google Trends · GitHub",
            "citedBy": [
              "google_ai_overview"
            ],
            "count": 1
          },
          {
            "url": "https://cursor.directory/plugins/google-trends-mcp-server",
            "title": "Google Trends MCP Server | Cursor Directory",
            "citedBy": [
              "google_ai_overview"
            ],
            "count": 1
          },
          {
            "url": "https://mcpmarket.com/server/google-trends-1",
            "title": "Google Trends",
            "citedBy": [
              "google_ai_overview"
            ],
            "count": 1
          },
          {
            "url": "https://skywork.ai/skypage/en/google-news-ai-engineer-dive/1978706891771256832",
            "title": "Google News & Trends MCP Server: The AI Engineer's Deep Dive",
            "citedBy": [
              "google_ai_overview"
            ],
            "count": 1
          }
        ],
        "lookup": {
          "url": "https://www.cite42.dev/tools/google-trends",
          "cited": false,
          "citedBy": []
        },
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "metrics": {
          "definitionVersion": "2026-09-23-v1",
          "checkedAnswers": 5,
          "requestedAnswers": 5,
          "excludedAnswers": 0,
          "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking. Citation presence refers to returned search sources for the watched URL, not consumer chat citation cards.",
          "citation": {
            "url": "https://www.cite42.dev/tools/google-trends",
            "numerator": 0,
            "denominator": 5,
            "percentage": 0,
            "label": "0% — 0 of 5 checked answers"
          }
        },
        "requestId": "938b1f43-d39e-46ce-bf38-a7314608b36b"
      }
    },
    {
      "id": "content-gap-workflow",
      "input": {
        "topic": "SEO MCP servers and AI visibility APIs",
        "audience": "solo developers using Claude Code",
        "brand": "Cite42",
        "competitors": [
          "Ahrefs",
          "Semrush",
          "DataForSEO",
          "SE Ranking"
        ],
        "country": "us",
        "channels": [
          "ai_search",
          "seo_keywords",
          "google_trends"
        ],
        "models": [
          "chatgpt",
          "perplexity"
        ]
      },
      "isError": false,
      "chargedUsd": "0.33",
      "output": {
        "status": "workflow_result",
        "workflow": "find_content_opportunities",
        "summary": "Find content opportunities by combining AI visibility, SEO keyword demand, Google Trends, Reddit questions, and YouTube signals.",
        "input": {
          "topic": "SEO MCP servers and AI visibility APIs",
          "audience": "solo developers using Claude Code",
          "brand": "Cite42",
          "competitors": [
            "Ahrefs",
            "Semrush",
            "DataForSEO",
            "SE Ranking"
          ],
          "country": "us",
          "channels": [
            "ai_search",
            "seo_keywords",
            "google_trends"
          ],
          "models": [
            "chatgpt",
            "perplexity"
          ]
        },
        "results": [
          {
            "endpoint": "/v1/search",
            "tool": "cite42_search",
            "why": "See what AI models already answer for the market, topic, or query.",
            "ok": true,
            "data": {
              "measurement": {
                "methodologyVersion": "2026-09-28-v1",
                "surfaces": [
                  {
                    "model": "chatgpt",
                    "provider": "OpenAI",
                    "access": "official-api",
                    "webSearch": "auto",
                    "status": "complete",
                    "finishReason": "stop"
                  },
                  {
                    "model": "perplexity",
                    "provider": "Perplexity",
                    "access": "native-search",
                    "webSearch": "always",
                    "status": "complete",
                    "finishReason": "stop"
                  }
                ]
              },
              "query": "SEO MCP servers and AI visibility APIs for solo developers using Claude Code",
              "results": [
                {
                  "model": "chatgpt",
                  "ok": true,
                  "answer": "If you’re a solo developer using **Claude Code**, the sweet spot is to pair:\n\n1. **An SEO MCP server** for site/content access and automation  \n2. **An AI visibility API** for tracking how your brand/content appears in AI answers across models\n\nAnthropic officially supports **MCP in Claude Code**, including connecting Claude Code to remote MCP servers and using Claude Code as an MCP server itself. Anthropic also provides a Connectors Directory and requires MCP servers to follow security and compatibility requirements. ([docs.anthropic.com](https://docs.anthropic.com/en/docs/mcp?utm_source=openai))\n\n### Practical setup for a solo developer\n- **Use MCP for actions and context**: connect to your CMS, docs, analytics, Search Console, GitHub, and task tools so Claude Code can inspect content, generate fixes, and automate workflows. ([docs.anthropic.com](https://docs.anthropic.com/en/docs/mcp?utm_source=openai))\n- **Use an AI visibility API for measurement**: feed prompts/queries into a monitoring layer that records whether your site/brand is cited or mentioned in AI answers. This is complementary to SEO, not a replacement.  \n- **Keep it simple**: one MCP server for your own stack, one visibility provider/API, and a small weekly review loop.\n\n### What to look for in an SEO MCP server\nPrioritize servers that give Claude Code:\n- read access to your **content**, **metadata**, and **internal links**\n- access to **Search Console / analytics**",
                  "citations": [
                    {
                      "url": "https://docs.anthropic.com/en/docs/mcp?utm_source=openai",
                      "title": "Model Context Protocol (MCP) - Anthropic"
                    },
                    {
                      "url": "https://support.anthropic.com/en/articles/11697096-anthropic-mcp-directory-policy?utm_source=openai",
                      "title": "Anthropic MCP Directory Policy | Anthropic Help Center"
                    }
                  ],
                  "latencyMs": 7587,
                  "finishReason": "stop",
                  "truncated": false,
                  "excerpt": true
                },
                {
                  "model": "perplexity",
                  "ok": true,
                  "answer": "For a **solo developer using Claude Code**, the best practical setup is usually a **two-layer stack**: a **free first-party source** for your own site data, plus a **pay-as-you-go visibility API** for broader SERP and competitor research. The strongest general-purpose picks in the results are **Google Search Console MCP** for owned-site performance and **DataForSEO MCP** for raw SEO/visibility data; if you want an all-in-one hosted option, **SE Ranking MCP** is the most commonly positioned fit for solo operators who want fewer moving parts.[4][6][9][13]\n\nA useful way to choose:\n\n| Need | Best fit from results | Why it fits |\n|---|---|---|\n| **Your own site’s clicks, impressions, positions** | **Google Search Console MCP** | Free, first-party data, low setup, good for quick wins and technical audits.[4][12][13] |\n| **Raw SERPs, keyword volumes, backlink/domain data** | **DataForSEO MCP** | Pay-as-you-go, developer-oriented, broad data coverage, works well with Claude Code.[2][4][11] |\n| **One hosted suite with many SEO tools** | **SE Ranking MCP** | Broad feature set, remote MCP, includes AI visibility in several comparisons, reduces setup burden.[3][9][17] |\n| **Backlinks and competitor intelligence** | **Ahrefs MCP** | Strong backlink/competitor data, but the MCP access is tied to higher pricing in several results.[3][4][7] |\n| **Local SEO / map-grid tracking** | **Local Falcon MCP** | Best when local rank tracking is the main job.[3] |",
                  "citations": [
                    {
                      "url": "https://www.theseoagent.ai/blog/best-mcp-for-seo",
                      "title": ""
                    },
                    {
                      "url": "https://contextbolt.com/blog/best-seo-mcp-servers/",
                      "title": ""
                    },
                    {
                      "url": "https://github.com/RankSpotAI/awesome-seo-mcp",
                      "title": ""
                    },
                    {
                      "url": "https://ryandoser.com/best-seo-mcp-servers/",
                      "title": ""
                    },
                    {
                      "url": "https://mcpplaygroundonline.com/blog/seo-mcp-servers",
                      "title": ""
                    },
                    {
                      "url": "https://scrapegraphai.com/blog/top-10-best-mcp-servers-for-seo-in-2026",
                      "title": ""
                    },
                    {
                      "url": "https://www.sprites.ai/blog/best-mcp-servers-for-seo",
                      "title": ""
                    },
                    {
                      "url": "https://cyberpress.org/the-8-best-mcp-seo-tools-in-2026/",
                      "title": ""
                    },
                    {
                      "url": "https://www.devopsschool.com/blog/best-mcp-server-for-seo-in-2025-top-5-tools-compared/",
                      "title": ""
                    },
                    {
                      "url": "https://nightwatch.io/blog/best-seo-mcp-servers/",
                      "title": ""
                    },
                    {
                      "url": "https://www.softwaresuggest.com/blog/mcp-servers-for-seo/",
                      "title": ""
                    },
                    {
                      "url": "https://www.marketing91.com/mcp-server-for-seo/",
                      "title": ""
                    },
                    {
                      "url": "https://diyai.io/ai-tools/seo/best-mcp-server-for-seo-5-expert-tools-i-use-for-saas/",
                      "title": ""
                    },
                    {
                      "url": "https://mcp.so/tags/seo",
                      "title": ""
                    },
                    {
                      "url": "https://glama.ai/mcp/servers/soyrageagency/seo-mcp-server/tree",
                      "title": ""
                    },
                    {
                      "url": "https://github.com/fastmcp-me/best-seo-mcp",
                      "title": ""
                    },
                    {
                      "url": "https://www.portotheme.com/what-is-the-best-mcp-server-for-seo-in-2026/",
                      "title": ""
                    },
                    {
                      "url": "https://fast.io/resources/best-mcp-servers-search/",
                      "title": ""
                    }
                  ],
                  "latencyMs": 5436,
                  "finishReason": "stop",
                  "truncated": false,
                  "excerpt": true
                }
              ]
            }
          },
          {
            "endpoint": "/v1/keywords",
            "tool": "cite42_keywords",
            "why": "Add SEO keyword demand, CPC, competition, and related keyword ideas.",
            "ok": true,
            "data": {
              "requestedKeyword": "SEO MCP servers and AI visibility APIs",
              "keyword": "seo mcp servers and ai visibility apis",
              "status": "no_data",
              "volume": null,
              "cpc": null,
              "competition": null,
              "competitionLevel": null,
              "alternatives": [
                {
                  "keyword": "mcp servers",
                  "relationship": "broader_variant",
                  "volume": 60500,
                  "cpc": 27.877171,
                  "competition": 0.27,
                  "competitionLevel": "LOW"
                },
                {
                  "keyword": "model context protocol servers",
                  "relationship": "related_variant",
                  "volume": 1300,
                  "cpc": 5.934436,
                  "competition": 0.03,
                  "competitionLevel": "LOW"
                }
              ],
              "ideas": [
                {
                  "keyword": "mcp servers",
                  "volume": 60500,
                  "cpc": 27.877171,
                  "competition": 0.27,
                  "competitionLevel": "LOW"
                }
              ]
            }
          },
          {
            "endpoint": "/v1/trends",
            "tool": "cite42_trends",
            "why": "Check Google Trends direction, interest over time, and rising queries.",
            "ok": true,
            "data": {
              "term": "mcp servers",
              "trend": "falling",
              "interestOverTime": [
                {
                  "date": "2025-10-05",
                  "value": 32
                },
                {
                  "date": "2025-10-12",
                  "value": 34
                },
                {
                  "date": "2025-10-19",
                  "value": 32
                },
                {
                  "date": "2025-10-26",
                  "value": 36
                },
                {
                  "date": "2025-11-02",
                  "value": 37
                },
                {
                  "date": "2025-11-09",
                  "value": 38
                },
                {
                  "date": "2025-11-16",
                  "value": 34
                },
                {
                  "date": "2025-11-23",
                  "value": 25
                },
                {
                  "date": "2025-11-30",
                  "value": 31
                },
                {
                  "date": "2025-12-07",
                  "value": 39
                },
                {
                  "date": "2025-12-14",
                  "value": 35
                },
                {
                  "date": "2025-12-21",
                  "value": 27
                },
                {
                  "date": "2025-12-28",
                  "value": 30
                },
                {
                  "date": "2026-01-04",
                  "value": 38
                },
                {
                  "date": "2026-01-11",
                  "value": 39
                },
                {
                  "date": "2026-01-18",
                  "value": 40
                },
                {
                  "date": "2026-01-25",
                  "value": 42
                },
                {
                  "date": "2026-02-01",
                  "value": 47
                },
                {
                  "date": "2026-02-08",
                  "value": 45
                },
                {
                  "date": "2026-02-15",
                  "value": 54
                },
                {
                  "date": "2026-02-22",
                  "value": 60
                },
                {
                  "date": "2026-03-01",
                  "value": 70
                },
                {
                  "date": "2026-03-08",
                  "value": 55
                },
                {
                  "date": "2026-03-15",
                  "value": 57
                },
                {
                  "date": "2026-03-22",
                  "value": 49
                },
                {
                  "date": "2026-03-29",
                  "value": 47
                },
                {
                  "date": "2026-04-05",
                  "value": 53
                },
                {
                  "date": "2026-04-12",
                  "value": 54
                },
                {
                  "date": "2026-04-19",
                  "value": 49
                },
                {
                  "date": "2026-04-26",
                  "value": 47
                },
                {
                  "date": "2026-05-03",
                  "value": 46
                },
                {
                  "date": "2026-05-10",
                  "value": 54
                },
                {
                  "date": "2026-05-17",
                  "value": 58
                },
                {
                  "date": "2026-05-24",
                  "value": 80
                },
                {
                  "date": "2026-05-31",
                  "value": 78
                },
                {
                  "date": "2026-06-07",
                  "value": 100
                },
                {
                  "date": "2026-06-14",
                  "value": 88
                },
                {
                  "date": "2026-06-21",
                  "value": 75
                },
                {
                  "date": "2026-06-28",
                  "value": 68
                },
                {
                  "date": "2026-07-05",
                  "value": 62
                },
                {
                  "date": "2026-07-12",
                  "value": 35
                },
                {
                  "date": "2026-07-19",
                  "value": 22
                },
                {
                  "date": "2026-07-26",
                  "value": 24
                },
                {
                  "date": "2026-08-02",
                  "value": 24
                },
                {
                  "date": "2026-08-09",
                  "value": 22
                },
                {
                  "date": "2026-08-16",
                  "value": 17
                },
                {
                  "date": "2026-08-23",
                  "value": 14
                },
                {
                  "date": "2026-08-30",
                  "value": 16
                },
                {
                  "date": "2026-09-06",
                  "value": 17
                },
                {
                  "date": "2026-09-13",
                  "value": 20
                },
                {
                  "date": "2026-09-20",
                  "value": 16
                },
                {
                  "date": "2026-09-27",
                  "value": 15
                },
                {
                  "date": "2026-10-04",
                  "value": 10
                }
              ],
              "risingQueries": [],
              "topQueries": [
                "best mcp servers",
                "claude mcp",
                "claude mcp servers",
                "what is mcp",
                "mcp server",
                "github mcp",
                "claude code mcp servers",
                "mcp servers list",
                "what are mcp servers",
                "free mcp servers"
              ]
            }
          },
          {
            "endpoint": "/v1/reddit/trends",
            "tool": "cite42_reddit_trends",
            "why": "Add what people discuss on Reddit, as summarized threads with source links.",
            "ok": false,
            "skipped": true,
            "error": "Excluded by the channels input."
          },
          {
            "endpoint": "/v1/youtube/trends",
            "tool": "cite42_youtube_trends",
            "why": "Add video-market demand, creator angles, titles, formats, and channel examples.",
            "ok": false,
            "skipped": true,
            "error": "Excluded by the channels input."
          },
          {
            "endpoint": "/v1/citations",
            "tool": "cite42_citations",
            "why": "Find the sources AI models cite for the topic and identify citation gaps.",
            "ok": true,
            "data": {
              "query": "SEO MCP servers and AI visibility APIs for solo developers using Claude Code",
              "sources": [
                {
                  "url": "https://docs.anthropic.com/en/docs/mcp?utm_source=openai",
                  "title": "Model Context Protocol (MCP) - Anthropic",
                  "citedBy": [
                    "chatgpt"
                  ],
                  "count": 1
                },
                {
                  "url": "https://support.anthropic.com/en/articles/11697096-anthropic-mcp-directory-policy?utm_source=openai",
                  "title": "Anthropic MCP Directory Policy | Anthropic Help Center",
                  "citedBy": [
                    "chatgpt"
                  ],
                  "count": 1
                },
                {
                  "url": "https://www.theseoagent.ai/blog/best-mcp-for-seo",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://contextbolt.com/blog/best-seo-mcp-servers/",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://github.com/RankSpotAI/awesome-seo-mcp",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://ryandoser.com/best-seo-mcp-servers/",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://mcpplaygroundonline.com/blog/seo-mcp-servers",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://scrapegraphai.com/blog/top-10-best-mcp-servers-for-seo-in-2026",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://www.sprites.ai/blog/best-mcp-servers-for-seo",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://cyberpress.org/the-8-best-mcp-seo-tools-in-2026/",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://www.devopsschool.com/blog/best-mcp-server-for-seo-in-2025-top-5-tools-compared/",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://nightwatch.io/blog/best-seo-mcp-servers/",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://www.softwaresuggest.com/blog/mcp-servers-for-seo/",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://www.marketing91.com/mcp-server-for-seo/",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://diyai.io/ai-tools/seo/best-mcp-server-for-seo-5-expert-tools-i-use-for-saas/",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://mcp.so/tags/seo",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://glama.ai/mcp/servers/soyrageagency/seo-mcp-server/tree",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://github.com/fastmcp-me/best-seo-mcp",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://www.portotheme.com/what-is-the-best-mcp-server-for-seo-in-2026/",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                },
                {
                  "url": "https://fast.io/resources/best-mcp-servers-search/",
                  "title": "",
                  "citedBy": [
                    "perplexity"
                  ],
                  "count": 1
                }
              ],
              "measurement": {
                "methodologyVersion": "2026-09-28-v1",
                "surfaces": [
                  {
                    "model": "chatgpt",
                    "provider": "OpenAI",
                    "access": "official-api",
                    "webSearch": "auto",
                    "status": "complete",
                    "finishReason": "stop"
                  },
                  {
                    "model": "perplexity",
                    "provider": "Perplexity",
                    "access": "native-search",
                    "webSearch": "always",
                    "status": "complete",
                    "finishReason": "stop"
                  }
                ]
              },
              "metrics": {
                "definitionVersion": "2026-09-23-v1",
                "checkedAnswers": 2,
                "requestedAnswers": 2,
                "excludedAnswers": 0,
                "note": "A descriptive sample, not a market-wide score. Small samples can swing sharply. Failed, empty and incomplete answers are excluded. Cached observations may be reused. A mention is not an endorsement; position is first-mention order, not a Google ranking. Citation presence refers to returned search sources for the watched URL, not consumer chat citation cards."
              }
            }
          }
        ],
        "suggestedPrompt": "Find content opportunities for \"SEO MCP servers and AI visibility APIs\" for solo developers using Claude Code for Cite42 against Ahrefs, Semrush, DataForSEO, SE Ranking. Prioritize ideas with demand, weak existing AI answers, and clear citation/source gaps.",
        "requestId": "09111e4e-6212-4202-b3fc-e143ee6f11f0"
      }
    },
    {
      "id": "seo-answer",
      "input": {
        "query": "Which tools can I use for SEO and keyword research in Claude Code?",
        "fullSweep": true
      },
      "isError": false,
      "chargedUsd": "0.20",
      "output": {
        "measurement": {
          "methodologyVersion": "2026-09-28-v1:aio-v2",
          "surfaces": [
            {
              "model": "chatgpt",
              "provider": "OpenAI",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "claude",
              "provider": "Anthropic",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "perplexity",
              "provider": "Perplexity",
              "access": "native-search",
              "webSearch": "always",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "gemini",
              "provider": "Google Gemini",
              "access": "official-api",
              "webSearch": "auto",
              "status": "complete",
              "finishReason": "stop"
            },
            {
              "model": "google_ai_overview",
              "provider": "Google AI Overviews",
              "access": "live-serp",
              "webSearch": "always",
              "status": "complete"
            }
          ]
        },
        "query": "Which tools can I use for SEO and keyword research in Claude Code?",
        "results": [
          {
            "model": "chatgpt",
            "ok": true,
            "answer": "In **Claude Code**, the main way to add **SEO and keyword research tools** is through **MCP (Model Context Protocol) servers**. Anthropic’s docs say you can add your own MCP servers to Claude Code, which is the right path for connecting external SEO/keyword sources and tooling. ([docs.anthropic.com](https://docs.anthropic.com/en/docs/agents-and-tools/mcp?utm_source=openai))\n\nWhat that means in practice:\n- **Web search / browsing via an MCP server** for checking SERPs, competitor pages, and topic research. Anthropic also has a web search tool in the broader Claude platform, but in Claude Code the extensibility point is MCP. ([docs.anthropic.com](https://docs.anthropic.com/en/docs/agents-and-tools/mcp?utm_source=openai))\n- **Your own SEO datasets or APIs** exposed through MCP, such as keyword databases, rank trackers, Search Console exports, or site crawls. Claude Code can then query them as tools. ([docs.anthropic.com](https://docs.anthropic.com/en/docs/agents-and-tools/mcp?utm_source=openai))\n- **Local command-line tools via Bash** for things like processing CSV keyword exports, scraping your own data, or running SEO scripts, with tool permissions controlled by `--allowedTools`. ([docs.anthropic.com](https://docs.anthropic.com/en/docs/claude-code/cli-usage?utm_source=openai))\n\nIf you want, I can also suggest a **practical Claude Code SEO stack** — for example, which MCP servers or APIs to connect for keyword discovery, SERP analysis, and content briefs.",
            "citations": [
              {
                "url": "https://docs.anthropic.com/en/docs/agents-and-tools/mcp?utm_source=openai",
                "title": "Model Context Protocol (MCP) - Anthropic"
              },
              {
                "url": "https://docs.anthropic.com/en/docs/claude-code/cli-usage?utm_source=openai",
                "title": "CLI reference - Anthropic"
              }
            ],
            "latencyMs": 0,
            "finishReason": "stop",
            "truncated": false
          },
          {
            "model": "claude",
            "ok": true,
            "answer": "I don't have information about specific SEO and keyword research tools that are available within Claude Code. Claude Code is a code execution environment, so the tools you can use would depend on:\n\n1. **Available libraries and APIs** - You could integrate with SEO/keyword research APIs like:\n   - SEMrush API\n   - Ahrefs API\n   - Google Search Console API\n   - Google Keyword Planner API\n   - Moz API\n   - Ubersuggest API\n\n2. **Python packages** - Libraries for web scraping and analysis like:\n   - Beautiful Soup (web scraping)\n   - Requests (HTTP requests)\n   - Selenium (browser automation)\n   - NLTK or spaCy (natural language processing)\n\n3. **Data analysis tools** - Pandas, NumPy, and other libraries for processing and analyzing keyword/SEO data\n\nHowever, I'd recommend checking the official Claude documentation or asking directly in Claude to see:\n- What external APIs or services can be accessed\n- Which Python packages are available in your specific Claude Code environment\n- Any rate limits or restrictions on external tool usage\n\nIf you have access to Claude, you could ask it directly about which SEO tools it can help you implement or integrate with, and it can provide more specific guidance for your use case.",
            "citations": [],
            "latencyMs": 0,
            "finishReason": "stop",
            "truncated": false
          },
          {
            "model": "perplexity",
            "ok": true,
            "answer": "If you want **SEO and keyword research inside Claude Code**, the best approach is to connect Claude Code to external keyword/SEO tools and use Claude for analysis, clustering, and content planning. Commonly used tools include **Semrush**, **Ahrefs**, **Google Search Console**, **Google Keyword Planner**, **Moz Keyword Explorer**, **Google Trends**, **Keywords Everywhere**, and **AnswerThePublic**.[2][4][5][6][10][11]\n\nA practical setup is:\n\n- **Semrush** — strong all-in-one option for keyword difficulty, search volume, intent, clustering, and competitor gap analysis.[5][12][15][17]\n- **Ahrefs** — good for keyword ideas, difficulty, search volume, and quick-win opportunities.[10][13][16]\n- **Google Search Console** — best for your own site’s real performance data, including clicks, impressions, CTR, and queries already bringing traffic.[2][6][12]\n- **Google Keyword Planner** — useful for related keyword discovery and search-volume estimates from Google Ads data.[2][4][10]\n- **Google Trends** — useful for seasonality, breakout topics, and comparing topic popularity over time.[2][4][10]\n- **Moz Keyword Explorer** — helpful for keyword volume, difficulty, and SERP features.[4][11][16]\n- **Keywords Everywhere** — lightweight browser-based keyword data for search volume, CPC, and related terms.[1][6]\n- **AnswerThePublic** — useful for question-based keyword ideas and search intent research.[2][4][10]\n- **WordStream** and **Ubersuggest** — useful for early-stage brainstorming and broader keyword idea generation.[2][9]\n\nIf by “in Claude Code” you mean *what can Claude Code directly do*, Claude can help you:\n\n- generate keyword lists from a seed topic,\n- cluster keywords into content themes,\n- turn exported data from Semrush/Ahrefs/Search Console into briefs,\n- identify gaps and opportunities in competitor keyword exports,\n- draft SEO outlines, titles, and meta descriptions from the research data.\n\nIf you want, I can also give you a **recommended Claude Code workflow** for SEO keyword research, or a **prompt template** you can paste into Claude Code.",
            "citations": [
              {
                "url": "https://www.seo.com/basics/on-page-seo/keyword-research/",
                "title": ""
              },
              {
                "url": "https://www.seo.com/tools/keyword-research/",
                "title": ""
              },
              {
                "url": "https://zapier.com/blog/best-seo-tools/",
                "title": ""
              },
              {
                "url": "https://moz.com/beginners-guide-to-seo/keyword-research",
                "title": ""
              },
              {
                "url": "https://www.semrush.com/blog/keyword-research-tools/",
                "title": ""
              },
              {
                "url": "https://blog.hubspot.com/marketing/seo-tools",
                "title": ""
              },
              {
                "url": "https://gizmodo.com/seo/best-tools/keyword-research",
                "title": ""
              },
              {
                "url": "https://www.pcmag.com/picks/the-best-seo-tools",
                "title": ""
              },
              {
                "url": "https://blog.hubspot.com/marketing/best-keyword-research-tools",
                "title": ""
              },
              {
                "url": "https://ahrefs.com/blog/free-keyword-research-tools/",
                "title": ""
              },
              {
                "url": "https://moz.com/free-seo-tools",
                "title": ""
              },
              {
                "url": "https://www.semrush.com/kb/1187-keyword-research",
                "title": ""
              },
              {
                "url": "https://www.searchenginejournal.com/best-keyword-research-tools/478604/",
                "title": ""
              },
              {
                "url": "https://www.semrush.com/analytics/keywordmagic/",
                "title": ""
              },
              {
                "url": "https://www.semrush.com/kb/806-seo-toolkit",
                "title": ""
              },
              {
                "url": "https://moz.com/explorer",
                "title": ""
              },
              {
                "url": "https://www.semrush.com/features/keyword-research/",
                "title": ""
              },
              {
                "url": "https://www.wordstream.com/keywords",
                "title": ""
              }
            ],
            "latencyMs": 0,
            "finishReason": "stop",
            "truncated": false
          },
          {
            "model": "gemini",
            "ok": true,
            "answer": "When doing SEO and keyword research inside **Claude Code**, you need to bridge the gap between Claude’s text-generation capabilities and live search metrics (like search volume, keyword difficulty, and rankings). Because vanilla Claude cannot look up real-time search data on its own, developers and marketers use a combination of **Model Context Protocol (MCP) servers**, **Claude Skills/Plugins**, and **API integrations** directly in the terminal.\n\nThe top tools, plugins, and extensions used for SEO and keyword research in Claude Code include:\n\n---\n\n### 1. Dedicated SEO Plugins & Skills for Claude Code\nYou can install open-source plugins and workflow skills directly into your Claude Code environment using commands like `/plugin` or package registries.\n\n*   **`claude-seo` (AgriciDaniel / AI Marketing Hub):** A comprehensive open-source SEO skill package designed for Claude Code. It deploys dozens of parallel sub-agents to handle technical SEO, content quality (E-E-A-T), Schema generation, GEO/AI search optimization, and keyword-focused content mapping. You can interact with it using terminal commands like `/seo audit` or custom keyword workflows.\n*   **AutoSEO (`codextde/autoseo`):** A modular skill pack installable via package managers (e.g., `npx -y skills add codextde/autoseo --skill keyword-research`) that maps out keyword-research workflows, intent clustering, and long-tail discovery directly inside your `.claude/skills` directory.\n*   **Marketing Skill Packs:** Community-driven toolsets (such as modular marketing plugins on GitHub) that feature built-in routines like `/keyword-research` to intake a seed topic, analyze target audiences, and spit out structured, prioritized keyword clusters with intent mapping.\n\n---\n\n### 2. Live SEO Data Connectors (MCP Servers)\nTo get accurate keyword difficulty, search volume, and SERP data instead of AI-generated estimates, you can connect live SEO data providers via **Model Context Protocol (MCP)** servers:\n\n*   **SE Ranking MCP:** SE Ranking offers official MCP integrations that give Claude access to over 180 tools. Once connected, Claude Code can pull live keyword research metrics, backlink profiles, and domain analytics to generate localized content briefs and keyword reports.\n*   **Semrush MCP:** Enables direct querying of Semrush's vast index for keyword metrics, gap analysis, and competitive research right inside your Claude Code session.\n*   **DataForSEO / Hosted SEO MCPs (e.g., Manifold, ContextBolt):** These act as lightweight middleware or hosted MCP endpoints that pass real-time search volume, CPC, and SERP listings into Claude on a pay-per-call or subscription basis, allowing Claude to perform automated keyword clustering and triage.\n\n---\n\n### 3. Native Data Integrations (APIs & Files)\nClaude Code excels at reading local project files, interacting with codebases, and calling command-line tools, making direct API integrations powerful:\n\n*   **Google Search Console (GSC) API / MCP:** Connecting a GSC integration allows Claude Code to pull your actual impression, click, and ranking data. You can ask it to analyze keyword cannibalization, find \"striking distance\" keywords (ranking positions 11–20), and spot declining queries directly from your terminal.\n*   **CSV / Spreadsheet Processing:** If you prefer not to use paid third-party APIs, you can drop CSV exports from tools like Ahrefs, Semrush, or GSC straight into your project folder. You can then instruct Claude Code to parse, cluster by search intent, filter out low-value terms, and format the output into clean Markdown or JSON files.\n\n---\n\n### Recommended Setup Workflow\n1. **Install a tool/skill:** Add an open-source SEO skill package to your Claude Code workspace (e.g., via `npx` or `/plugin marketplace add`).\n2. **Connect Data:** Hook up an MCP server (like SE Ranking, Semrush, or a data provider like DataForSEO) or supply a CSV export to give Claude real numbers.\n3. **Run Commands:** Use prompts or shortcuts like `/keyword-research` or `/seo` to let Claude handle the heavy lifting of clustering, intent mapping, and generating content outlines based on live data.",
            "citations": [
              {
                "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF8ewwnUugY_n-EBLBc0vt1hNTolZ2yiET7yW8Pe7uTxyDtgmIPsM4zo5wdY0KiQ44gLH7CVMFEeABl-I6sadtnyJ5DVYkrz1ObU8a9glXwDV9sBbvhcOCKAX4RQSYTxJU=",
                "title": "landing.so"
              },
              {
                "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHMrT-z4CTTGAydu7_0u9KO9Vo1katnBwMyYwZ9YzTuUc3zFrFy0mKzvphIlbMjwmoFf48UlOv4K7YytaxQGWY8vKG24M8muvH_YAyQ0CzXREL1sljxPw1BzCRUtCyeM5w=",
                "title": "github.com"
              },
              {
                "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF2XxsWP08ncffDljvdxs_bdKyvqPmpMVNykWvdgp46SWjpPxn1IBV8SHvrMujdIuGvTEsovsFlMibXp1vwBnNw3BBCb3RXsqVipFuea2pYhAYf1bifgGZ210Xe2ERiMz7q8Q==",
                "title": "seranking.com"
              },
              {
                "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFUHqwtD_0CZzulJPrnXpcOxWEHqRXB8g0y1AKc5kaNYd97PIFjM6D7q8yx3taws7ARorqnOqOQhv2vkN9wUSMfBKHBBr9oosnowiE_qev4lGje7zBYLubTy1qKTb6fQLzWYJxCIrCeixtyW5jkVWgj8DPKhKV_",
                "title": "skillsdirectory.com"
              },
              {
                "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEm13XosPOfVkOPjTZD-CrgpVhJbBOlZAcCRB_Z5gsKzsp9xRagQU0Dp0UOo4IsIjSeyXXTuj6GXoTSxcRqAikq2-NTkQAoujHCWO-O5hKo2Cos0w5qF-7uzb-iQ4ZjE5ysFVpiatrHaf48aqEU",
                "title": "claudecodehq.com"
              },
              {
                "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG1ydwvLpMcppZ_B3AdcCc0XgFgC3Jg_MreomQsggXwAjKRzcB9d3Onzv0Jw3VtwPiKl8JjrIY8fkP4Bkv21mHJmRhiYBnciKWYCdeDSSpqLl47_1Qn1hsRzwkE9C2eAfv6sOquwIkWwyDwpkgqET7Y",
                "title": "contextbolt.com"
              },
              {
                "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGwLmLmuWfQcwtjrGlZeSTjKgRQbSWkfP2DjJxQh5d7cl54cdl0L0COktGitdTlZlxYNylwfNXB5c1h4vF4NSA3lRHeoQEcalz45s84QYDUvJ-daXCFqe0MRTPO9LU1xCDUO6CNy633HkY1CA8Xds7Wdarkq__SwYAh19rYUg==",
                "title": "semrush.com"
              },
              {
                "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGzut1AaKjhLDc8aI5_R0g-Kv4h9Z65spIQ7-fwg5QJm0AA4XlBCbSukbwuVWZ5qpKJw-eohLndQnROCKOGpbg-ZhqFDmKTl2M3eIKnOKVOk-szUvETN74U446cuquVFqnmZhiU5CIiXz2Wlugq90U7YrwCwfk4hw==",
                "title": "context-link.ai"
              },
              {
                "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE8_jFh63WDecMAmUByeWEgvX5XieIFarVjRFyyXunjok75bdsZJc2Gt1jMukdomJo7jzTbfUQ9sGkrpf5nG9t767gyXjrr7IjSCzs4H71UvSL1k5sW3QfjLIbUsedIUTY=",
                "title": "youtube.com"
              },
              {
                "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHO0pjy4dRegFquqKEacrXHfr2CEIf99_P20XK0NLb5Kr-nt21ClUvCt8n1PCWqnqNV1jamtMhzfc6mWTdoB3wr2XhmAX75oJJK0kOpT0oaTNRZhq10AhHKS7aZ4nP0qnBATg==",
                "title": "ahrefs.com"
              }
            ],
            "latencyMs": 0,
            "finishReason": "stop",
            "truncated": false
          },
          {
            "model": "google_ai_overview",
            "ok": true,
            "answer": "You can use **Model Context Protocol (MCP) connectors** and **specialized SEO skills** to perform keyword research and data analysis directly inside Claude Code.\n\n### MCP Connectors and Data Sources\n\n- **Semrush MCP** : Pulls live keyword metrics, domain overviews, competitor gaps, and organic rankings straight into your terminal via your existing Semrush subscription [0.13].\n- **Ahrefs SEO Automation** : Integrates Ahrefs metrics to perform backlink profiling, domain rating tracking, and organic keyword audits.\n- **Google Search Console (GSC) MCP** : Connects live search performance data using tools like RightBlogger or Metrifyr to find striking-distance keywords, click-through-rate drops, and real search demand.\n- **Serpstat MCP** : Runs rank tracking, competitor keyword gap analyses, and traffic-sorted URL reports.\n- **Moz Pro Connector** : Brings Domain Authority (DA) scores, spam scores, and keyword data into the conversational workflow.\n\n### Claude Code SEO & Keyword Skills\n\n- **SEO Keyword Research Skill** : An 8-phase workflow that uncovers search demand, classifies user intent, tags marketing funnel stages (TOFU/MOFU/BOFU), and performs Generative Engine Optimization (GEO) checks.\n- **SEO & AEO Keyword Research Skill** : Stratifies keywords into difficulty tiers, checks for keyword cannibalization, and creates content mapping roadmaps for both standard engines and AI answer platforms.\n\nFurther Exploration\n\n- Explore open-source workflows in the Claude Code Skill for SEO.\n- Read the Claude Code SEO Workflow Guide on scaling traffic through topic clustering.\n\nIf you'd like, let me know:\n\n- Which **SEO data provider** (such as Semrush, Ahrefs, or Google Search Console) you currently use\n- Whether you want help setting up an **MCP connector** or loading a **specific skill**\n\nI can give you step-by-step instructions.",
            "citations": [
              {
                "url": "https://www.reddit.com/r/ClaudeWorkflows/comments/1t8p0is/workflow_claude_code_skill_for_seodriven_blog/",
                "title": "[Workflow] Claude Code Skill for SEO"
              },
              {
                "url": "https://mcpmarket.com/tools/skills/seo-aeo-keyword-research-6",
                "title": "SEO & AEO Keyword Research Tool - Claude Code Skill"
              },
              {
                "url": "https://mcpmarket.com/tools/skills/seo-keyword-research-2",
                "title": "SEO Keyword Research - Claude Code Skill - MCP Market"
              },
              {
                "url": "https://www.reddit.com/r/AISEOInsider/comments/1sq9y72/claude_code_seo_workflow_that_scales_traffic/",
                "title": "Claude Code SEO Workflow That Scales Traffic Without Hiring ..."
              }
            ],
            "latencyMs": 0
          }
        ],
        "requestId": "9d6e2b65-20af-4858-b2c2-49d025e52717"
      }
    },
    {
      "id": "long-tail",
      "input": {
        "seed": "claude code keyword research with cite42",
        "country": "us",
        "ideas": false
      },
      "isError": false,
      "chargedUsd": "0.03",
      "output": {
        "requestedKeyword": "claude code keyword research with cite42",
        "keyword": "claude code keyword research with cite42",
        "status": "no_data",
        "volume": null,
        "cpc": null,
        "competition": null,
        "competitionLevel": null,
        "alternatives": [
          {
            "keyword": "ai coding assistant",
            "relationship": "broader_variant",
            "volume": 18100,
            "cpc": 17.993422,
            "competition": 0.07,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "ai code editor",
            "relationship": "related_variant",
            "volume": 3600,
            "cpc": 17.508236,
            "competition": 0.08,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "ai software development tools",
            "relationship": "related_variant",
            "volume": 170,
            "cpc": 18.904966,
            "competition": 0.19,
            "competitionLevel": "LOW"
          },
          {
            "keyword": "ai programming assistant",
            "relationship": "related_variant",
            "volume": 90,
            "cpc": 16.367547,
            "competition": 0.19,
            "competitionLevel": "LOW"
          }
        ],
        "requestId": "838bcd61-92de-4ba3-a107-722840e394da"
      }
    }
  ]
}

