{
  "generatedAt": "2026-07-04T20:04:42.554Z",
  "dateModified": "2026-07-05",
  "project": "LLMs.txt Kit",
  "domain": "llmstxtkit.com",
  "status": "search_click_intent_pack_ready",
  "purpose": "A proof-linked SERP click intent planner that turns observed Search Console impressions without clicks into title, meta, CTA, FAQ, internal-link, and AI handoff tests without fake traffic.",
  "humanUrl": "https://llmstxtkit.com/resources/search-click-intent-pack.html",
  "toolUrl": "https://llmstxtkit.com/tools/serp-click-intent-planner.html",
  "jsonUrl": "https://llmstxtkit.com/data/search-click-intent-pack.json",
  "textUrl": "https://llmstxtkit.com/data/search-click-intent-pack.txt",
  "endpointJsonUrl": "https://llmstxtkit.com/data/search-click-intent.php",
  "wellKnownJsonUrl": "https://llmstxtkit.com/.well-known/search-click-intent-pack.json",
  "wellKnownTextUrl": "https://llmstxtkit.com/.well-known/search-click-intent-pack.txt",
  "wellKnownEndpointJsonUrl": "https://llmstxtkit.com/.well-known/search-click-intent.php",
  "sourceFiles": {
    "searchConsoleQueryMap": "https://llmstxtkit.com/data/search-console-query-map.json",
    "searchConsoleClickGapBrief": "https://llmstxtkit.com/data/search-console-click-gap-brief.json",
    "searchConsoleSnippetRefreshPack": "https://llmstxtkit.com/data/search-console-snippet-refresh-pack.json",
    "searchConsoleAnswerSnippetPack": "https://llmstxtkit.com/data/search-console-answer-snippet-pack.json",
    "aiPresearchDb": "https://llmstxtkit.com/data/ai-presearch-db.json"
  },
  "summary": {
    "rowCount": 10,
    "zeroClickRowCount": 9,
    "totalImpressions": 156,
    "totalClicks": 1,
    "currentCtr": 0.0041,
    "estimatedClickGap": 4.02,
    "topQuery": "chatgpt search visibility",
    "toolPage": "https://llmstxtkit.com/tools/serp-click-intent-planner.html"
  },
  "usagePolicy": {
    "improveExistingPagesFirst": true,
    "doNotCreateDoorwayPages": true,
    "doNotRunFakeSearchesOrSelfClicks": true,
    "measureRealSearchConsoleClicks": true,
    "changeOnlyOneSnippetAtATime": true,
    "citeProofLinks": true
  },
  "rows": [
    {
      "id": "search-click-intent-chatgpt-search-visibility",
      "query": "chatgpt search visibility",
      "cluster": "ChatGPT search visibility",
      "priority": "high-zero-click",
      "intentStage": "diagnose_visibility",
      "zeroClick": true,
      "traffic": {
        "impressions": 49,
        "clicks": 0,
        "currentCtr": 0,
        "benchmarkCtr": 0.03,
        "expectedClicksAtBenchmark": 1.47,
        "estimatedClickGap": 1.47,
        "priorityScore": 228
      },
      "target": {
        "observedLandingUrl": "https://llmstxtkit.com/guides/chatgpt-search-visibility.html",
        "observedLandingPath": "/guides/chatgpt-search-visibility.html",
        "recommendedTargetUrl": "https://llmstxtkit.com/tools/chatgpt-search-visibility-checker.html",
        "recommendedTargetPath": "/tools/chatgpt-search-visibility-checker.html",
        "answerPageUrl": "https://llmstxtkit.com/answers/chatgpt-search-visibility.html",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=chatgpt%20search%20visibility",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=chatgpt%20search%20visibility",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=chatgpt%20search%20visibility",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=chatgpt%20search%20visibility",
        "topicHubUrl": "https://llmstxtkit.com/topics/chatgpt-search-visibility.html"
      },
      "currentSnippet": {
        "title": "ChatGPT Search Visibility Checker: Free Live Domain Report",
        "metaDescription": "Check crawlability, robots.txt, llms.txt support, answer-page usefulness, proof files, and measurement readiness for ChatGPT search visibility.",
        "h1": "ChatGPT search visibility checker with a live domain report",
        "primaryCta": null
      },
      "proposedSnippet": {
        "title": "ChatGPT Search Visibility Checker: Free Live Domain Report",
        "metaDescription": "Check crawlability, robots.txt, llms.txt support, answer-page usefulness, proof files, and measurement readiness for ChatGPT search visibility.",
        "h1": "ChatGPT search visibility checker with a live domain report",
        "primaryCta": "Run live ChatGPT visibility report",
        "internalLinkAnchor": "ChatGPT search visibility checker",
        "clickPromise": "Run live ChatGPT visibility report, inspect crawlability and proof files, then measure real clicks or tool activations.",
        "aboveFoldAnswer": "Run the ChatGPT visibility troubleshooting pack, evidence matrix, live public-file report, debug pack, and CTR pack; review OAI-SearchBot separately from GPTBot and ChatGPT-User; then measure real clicks, referrals, logs, or tool activations.",
        "faqQuestion": "How do I improve ChatGPT search visibility without fake SEO tricks?",
        "faqAnswer": "Run the ChatGPT visibility troubleshooting pack, evidence matrix, live public-file report, debug pack, and CTR pack; review OAI-SearchBot separately from GPTBot and ChatGPT-User; then measure real clicks, referrals, logs, or tool activations."
      },
      "testPlan": {
        "changeOnlyOneSnippetAtATime": true,
        "firstAction": "Add or keep an above-fold link from /guides/chatgpt-search-visibility.html to /tools/chatgpt-search-visibility-checker.html using anchor \"ChatGPT search visibility checker\".",
        "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
        "primaryMetric": "Search Console query clicks",
        "secondaryMetric": "run_ai_search_visibility_report",
        "doNotCount": [
          "fake searches",
          "self-clicks",
          "crawler hits counted as users",
          "impressions alone"
        ],
        "nextActions": [
          "Add or keep an above-fold link from /guides/chatgpt-search-visibility.html to /tools/chatgpt-search-visibility-checker.html using anchor \"ChatGPT search visibility checker\".",
          "Keep the title stable unless CTR stays flat after a larger sample.",
          "Keep the meta description stable unless Search Console shows stronger mismatch.",
          "Keep the H1 stable and improve the first answer/CTA instead.",
          "Measure event run_ai_search_visibility_report plus Search Console clicks; ignore fake engagement."
        ]
      },
      "aiHandoff": {
        "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=chatgpt%20search%20visibility",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=chatgpt%20search%20visibility",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=chatgpt%20search%20visibility",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=chatgpt%20search%20visibility",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=chatgpt%20search%20visibility",
        "suggestedCitation": "LLMs.txt Kit treats ChatGPT search visibility as a live crawlability, crawler-policy, content, and measurement workflow rather than a guaranteed ranking shortcut."
      },
      "proofLinks": [
        {
          "label": "https://llmstxtkit.com/answers/chatgpt-search-visibility.html",
          "url": "https://llmstxtkit.com/answers/chatgpt-search-visibility.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=chatgpt%20search%20visibility",
          "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=chatgpt%20search%20visibility",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/tools/chatgpt-search-visibility-checker.html",
          "url": "https://llmstxtkit.com/tools/chatgpt-search-visibility-checker.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "type": "proof"
        },
        {
          "label": "ChatGPT visibility troubleshooting pack JSON",
          "url": "https://llmstxtkit.com/data/chatgpt-search-visibility-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "ChatGPT visibility well-known troubleshooting pack",
          "url": "https://llmstxtkit.com/.well-known/chatgpt-search-visibility-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "ChatGPT Search Visibility Evidence Matrix",
          "url": "https://llmstxtkit.com/resources/chatgpt-search-visibility-evidence-matrix.html",
          "type": "resource"
        },
        {
          "label": "ChatGPT evidence matrix JSON",
          "url": "https://llmstxtkit.com/data/chatgpt-search-visibility-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "ChatGPT evidence matrix well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/chatgpt-search-visibility-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "ChatGPT visibility guide with live report",
          "url": "https://llmstxtkit.com/guides/chatgpt-search-visibility.html",
          "type": "guide"
        },
        {
          "label": "ChatGPT visibility CTR pack JSON",
          "url": "https://llmstxtkit.com/data/chatgpt-search-visibility-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "ChatGPT visibility well-known CTR pack",
          "url": "https://llmstxtkit.com/.well-known/chatgpt-search-visibility-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "ChatGPT visibility debug pack JSON",
          "url": "https://llmstxtkit.com/data/chatgpt-search-visibility-debug-pack.json",
          "type": "dataset"
        },
        {
          "label": "ChatGPT visibility well-known debug pack",
          "url": "https://llmstxtkit.com/.well-known/chatgpt-search-visibility-debug-pack.json",
          "type": "dataset"
        }
      ]
    },
    {
      "id": "search-click-intent-robots-txt-google-generator",
      "query": "robots txt google generator",
      "cluster": "Google robots.txt generator",
      "priority": "high-zero-click",
      "intentStage": "build_or_generate",
      "zeroClick": true,
      "traffic": {
        "impressions": 26,
        "clicks": 0,
        "currentCtr": 0,
        "benchmarkCtr": 0.03,
        "expectedClicksAtBenchmark": 0.78,
        "estimatedClickGap": 0.78,
        "priorityScore": 136
      },
      "target": {
        "observedLandingUrl": "https://llmstxtkit.com/tools/ai-robots-txt-generator.html",
        "observedLandingPath": "/tools/ai-robots-txt-generator.html",
        "recommendedTargetUrl": "https://llmstxtkit.com/tools/google-robots-txt-generator.html",
        "recommendedTargetPath": "/tools/google-robots-txt-generator.html",
        "answerPageUrl": "https://llmstxtkit.com/answers/robots-txt-google-generator.html",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=robots%20txt%20google%20generator",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=robots%20txt%20google%20generator",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=robots%20txt%20google%20generator",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=robots%20txt%20google%20generator",
        "topicHubUrl": "https://llmstxtkit.com/topics/google-robots-txt.html"
      },
      "currentSnippet": {
        "title": "Robots.txt Google Generator: Free Googlebot-Safe Builder",
        "metaDescription": "Generate and test a Google-safe robots.txt that keeps Googlebot crawlable, separates Google-Extended, blocks private paths, and copies a safe draft.",
        "h1": "Create a Google-safe robots.txt for Google Search",
        "primaryCta": "Generate Google-safe robots.txt"
      },
      "proposedSnippet": {
        "title": "Robots.txt Google Generator: Free Googlebot-Safe Builder",
        "metaDescription": "Generate and test a Google-safe robots.txt that keeps Googlebot crawlable, separates Google-Extended, blocks private paths, and copies a safe draft.",
        "h1": "Create a Google-safe robots.txt for Google Search",
        "primaryCta": "Generate Google-safe robots.txt",
        "internalLinkAnchor": "robots.txt Google generator",
        "clickPromise": "Generate Google-safe robots.txt, copy a safe draft, and use the proof links before changing production files.",
        "aboveFoldAnswer": "Use the Google robots.txt troubleshooting pack first, then the safety evidence matrix, Googlebot-safe generator, safety pack, path tester, and live checker; keep Googlebot crawlable, separate Google-Extended, and use noindex or password protection when hiding pages is the goal.",
        "faqQuestion": "What should a Google-safe robots.txt generator do for AI crawler rules?",
        "faqAnswer": "Use the Google robots.txt troubleshooting pack first, then the safety evidence matrix, Googlebot-safe generator, safety pack, path tester, and live checker; keep Googlebot crawlable, separate Google-Extended, and use noindex or password protection when hiding pages is the goal."
      },
      "testPlan": {
        "changeOnlyOneSnippetAtATime": true,
        "firstAction": "Add or keep an above-fold link from /tools/ai-robots-txt-generator.html to /tools/google-robots-txt-generator.html using anchor \"robots.txt Google generator\".",
        "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
        "primaryMetric": "Search Console query clicks",
        "secondaryMetric": "generate_ai_robots_txt",
        "doNotCount": [
          "fake searches",
          "self-clicks",
          "crawler hits counted as users",
          "impressions alone"
        ],
        "nextActions": [
          "Add or keep an above-fold link from /tools/ai-robots-txt-generator.html to /tools/google-robots-txt-generator.html using anchor \"robots.txt Google generator\".",
          "Keep the title stable unless CTR stays flat after a larger sample.",
          "Keep the meta description stable unless Search Console shows stronger mismatch.",
          "Keep the H1 stable and improve the first answer/CTA instead.",
          "Measure event generate_ai_robots_txt plus Search Console clicks; ignore fake engagement."
        ]
      },
      "aiHandoff": {
        "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=robots%20txt%20google%20generator",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=robots%20txt%20google%20generator",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=robots%20txt%20google%20generator",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=robots%20txt%20google%20generator",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=robots%20txt%20google%20generator",
        "suggestedCitation": "LLMs.txt Kit separates Googlebot search crawling from Google-Extended, GPTBot, OAI-SearchBot, Applebot, PerplexityBot, and CCBot policy choices, then lets users test key paths before publishing robots.txt."
      },
      "proofLinks": [
        {
          "label": "https://llmstxtkit.com/answers/robots-txt-google-generator.html",
          "url": "https://llmstxtkit.com/answers/robots-txt-google-generator.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=robots%20txt%20google%20generator",
          "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=robots%20txt%20google%20generator",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/tools/google-robots-txt-generator.html",
          "url": "https://llmstxtkit.com/tools/google-robots-txt-generator.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "type": "proof"
        },
        {
          "label": "Google robots.txt Troubleshooting Pack",
          "url": "https://llmstxtkit.com/resources/google-robots-txt-troubleshooting-pack.html",
          "type": "resource"
        },
        {
          "label": "Google robots troubleshooting pack JSON",
          "url": "https://llmstxtkit.com/data/google-robots-txt-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "Google robots well-known troubleshooting pack",
          "url": "https://llmstxtkit.com/.well-known/google-robots-txt-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "Google Robots.txt Safety Evidence Matrix",
          "url": "https://llmstxtkit.com/resources/google-robots-txt-safety-evidence-matrix.html",
          "type": "resource"
        },
        {
          "label": "Google robots safety evidence matrix JSON",
          "url": "https://llmstxtkit.com/data/google-robots-txt-safety-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "Google robots safety evidence matrix well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/google-robots-txt-safety-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "Google robots.txt CTR pack JSON",
          "url": "https://llmstxtkit.com/data/google-robots-txt-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "Google robots.txt well-known CTR pack",
          "url": "https://llmstxtkit.com/.well-known/google-robots-txt-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "Google robots.txt safety pack JSON",
          "url": "https://llmstxtkit.com/data/google-robots-txt-safety-pack.json",
          "type": "dataset"
        },
        {
          "label": "Google robots.txt well-known safety pack",
          "url": "https://llmstxtkit.com/.well-known/google-robots-txt-safety-pack.json",
          "type": "dataset"
        }
      ]
    },
    {
      "id": "search-click-intent-llms-validator",
      "query": "llms validator",
      "cluster": "llms.txt validation",
      "priority": "medium-zero-click",
      "intentStage": "check_or_validate",
      "zeroClick": true,
      "traffic": {
        "impressions": 15,
        "clicks": 0,
        "currentCtr": 0,
        "benchmarkCtr": 0.03,
        "expectedClicksAtBenchmark": 0.45,
        "estimatedClickGap": 0.45,
        "priorityScore": 80
      },
      "target": {
        "observedLandingUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
        "observedLandingPath": "/tools/llms-txt-validator.html",
        "recommendedTargetUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
        "recommendedTargetPath": "/tools/llms-txt-validator.html",
        "answerPageUrl": "https://llmstxtkit.com/answers/llms-txt-validator.html",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20validator",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms%20validator",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms%20validator",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms%20validator",
        "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
      },
      "currentSnippet": {
        "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
        "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
        "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
        "primaryCta": "Check live /llms.txt or paste draft"
      },
      "proposedSnippet": {
        "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
        "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
        "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
        "primaryCta": "Check live /llms.txt or paste draft",
        "internalLinkAnchor": "llms.txt validator and checker",
        "clickPromise": "Check live /llms.txt or paste draft, review the fix-first report, and keep private paths out of public examples.",
        "aboveFoldAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing.",
        "faqQuestion": "How can I validate an llms.txt file before publishing it?",
        "faqAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing."
      },
      "testPlan": {
        "changeOnlyOneSnippetAtATime": true,
        "firstAction": "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
        "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
        "primaryMetric": "Search Console query clicks",
        "secondaryMetric": "analyze_llms_txt",
        "doNotCount": [
          "fake searches",
          "self-clicks",
          "crawler hits counted as users",
          "impressions alone"
        ],
        "nextActions": [
          "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
          "Keep the title stable unless CTR stays flat after a larger sample.",
          "Keep the meta description stable unless Search Console shows stronger mismatch.",
          "Make the H1 match the query intent: Validate llms.txt online with a free checker for live URLs and pasted drafts",
          "Measure event analyze_llms_txt plus Search Console clicks; ignore fake engagement."
        ]
      },
      "aiHandoff": {
        "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms%20validator",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20validator",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms%20validator",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms%20validator",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms%20validator",
        "suggestedCitation": "LLMs.txt Kit provides a browser-based, live-URL, and AI-readable llms.txt validator publish pack for checking /llms.txt reachability, structure, public links, private-path risks, Shopify risks, and copyable launch notes."
      },
      "proofLinks": [
        {
          "label": "https://llmstxtkit.com/answers/llms-txt-validator.html",
          "url": "https://llmstxtkit.com/answers/llms-txt-validator.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20validator",
          "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20validator",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/tools/llms-txt-validator.html",
          "url": "https://llmstxtkit.com/tools/llms-txt-validator.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "type": "proof"
        },
        {
          "label": "llms.txt Validator Troubleshooting Pack",
          "url": "https://llmstxtkit.com/resources/llms-txt-validator-troubleshooting-pack.html",
          "type": "resource"
        },
        {
          "label": "llms.txt validator troubleshooting pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator troubleshooting well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt Validator Publish Evidence Matrix",
          "url": "https://llmstxtkit.com/resources/llms-txt-validator-publish-evidence-matrix.html",
          "type": "resource"
        },
        {
          "label": "llms.txt validator evidence matrix JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator evidence matrix well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator CTR pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator well-known CTR pack",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator publish pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator well-known publish pack",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-pack.json",
          "type": "dataset"
        }
      ]
    },
    {
      "id": "search-click-intent-llmstxt-checker",
      "query": "llms.txt checker",
      "cluster": "llms.txt checker",
      "priority": "medium-zero-click",
      "intentStage": "check_or_validate",
      "zeroClick": true,
      "traffic": {
        "impressions": 9,
        "clicks": 0,
        "currentCtr": 0,
        "benchmarkCtr": 0.03,
        "expectedClicksAtBenchmark": 0.27,
        "estimatedClickGap": 0.27,
        "priorityScore": 68
      },
      "target": {
        "observedLandingUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
        "observedLandingPath": "/tools/llms-txt-validator.html",
        "recommendedTargetUrl": "https://llmstxtkit.com/tools/llms-txt-checker.html",
        "recommendedTargetPath": "/tools/llms-txt-checker.html",
        "answerPageUrl": "https://llmstxtkit.com/answers/llms-txt-checker.html",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20checker",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20checker",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20checker",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20checker",
        "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
      },
      "currentSnippet": {
        "title": "Free llms.txt Checker Online: Paste Draft or Live URL",
        "metaDescription": "Free llms.txt checker online. Paste a draft or check a live /llms.txt URL, scan structure, public links, private paths, Shopify checkout risks, and copy a quick fix report.",
        "h1": "Free llms.txt checker for a 60-second draft scan",
        "primaryCta": "Run 60-second llms.txt checker"
      },
      "proposedSnippet": {
        "title": "Free llms.txt Checker Online: Paste Draft or Live URL",
        "metaDescription": "Free llms.txt checker online. Paste a draft or check a live /llms.txt URL, scan structure, public links, private paths, Shopify checkout risks, and copy a quick fix report.",
        "h1": "Free llms.txt checker for a 60-second draft scan",
        "primaryCta": "Run 60-second llms.txt checker",
        "internalLinkAnchor": "llms.txt checker",
        "clickPromise": "Run 60-second llms.txt checker, review the fix-first report, and keep private paths out of public examples.",
        "aboveFoldAnswer": "Paste a draft or enter a public domain in the free llms.txt checker, scan structure, live /llms.txt reachability, and private-path warnings, then fix red items before running the full validator.",
        "faqQuestion": "How do I quickly check an llms.txt file for mistakes?",
        "faqAnswer": "Paste a draft or enter a public domain in the free llms.txt checker, scan structure, live /llms.txt reachability, and private-path warnings, then fix red items before running the full validator."
      },
      "testPlan": {
        "changeOnlyOneSnippetAtATime": true,
        "firstAction": "Add or keep an above-fold link from /tools/llms-txt-validator.html to /tools/llms-txt-checker.html using anchor \"llms.txt checker\".",
        "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
        "primaryMetric": "Search Console query clicks",
        "secondaryMetric": "run_llms_txt_checker",
        "doNotCount": [
          "fake searches",
          "self-clicks",
          "crawler hits counted as users",
          "impressions alone"
        ],
        "nextActions": [
          "Add or keep an above-fold link from /tools/llms-txt-validator.html to /tools/llms-txt-checker.html using anchor \"llms.txt checker\".",
          "Keep the title stable unless CTR stays flat after a larger sample.",
          "Keep the meta description stable unless Search Console shows stronger mismatch.",
          "Keep the H1 stable and improve the first answer/CTA instead.",
          "Measure event run_llms_txt_checker plus Search Console clicks; ignore fake engagement."
        ]
      },
      "aiHandoff": {
        "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms.txt%20checker",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20checker",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20checker",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20checker",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20checker",
        "suggestedCitation": "LLMs.txt Kit provides a free browser-based and live-URL llms.txt checker for quick structure, public URL, Shopify checkout, and private-path risk scans before publishing."
      },
      "proofLinks": [
        {
          "label": "https://llmstxtkit.com/answers/llms-txt-checker.html",
          "url": "https://llmstxtkit.com/answers/llms-txt-checker.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20checker",
          "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20checker",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/tools/llms-txt-checker.html",
          "url": "https://llmstxtkit.com/tools/llms-txt-checker.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "type": "proof"
        },
        {
          "label": "Live llms.txt checker API sample",
          "url": "https://llmstxtkit.com/api/llms-txt-live-validator.php?domain=llmstxtkit.com",
          "type": "api"
        },
        {
          "label": "Free llms.txt validator",
          "url": "https://llmstxtkit.com/tools/llms-txt-validator.html",
          "type": "tool"
        },
        {
          "label": "Checker vs validator guide",
          "url": "https://llmstxtkit.com/blog/llms-txt-checker-vs-validator.html",
          "type": "guide"
        },
        {
          "label": "AI Answer Index",
          "url": "https://llmstxtkit.com/resources/ai-answer-index.html",
          "type": "dataset"
        },
        {
          "label": "llms.txt Validator Troubleshooting Pack",
          "url": "https://llmstxtkit.com/resources/llms-txt-validator-troubleshooting-pack.html",
          "type": "resource"
        },
        {
          "label": "llms.txt validator troubleshooting pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator troubleshooting well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt Validator Publish Evidence Matrix",
          "url": "https://llmstxtkit.com/resources/llms-txt-validator-publish-evidence-matrix.html",
          "type": "resource"
        },
        {
          "label": "llms.txt validator evidence matrix JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator evidence matrix well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-evidence-matrix.json",
          "type": "dataset"
        }
      ]
    },
    {
      "id": "search-click-intent-llms-txt-validator",
      "query": "llms txt validator",
      "cluster": "llms.txt validation",
      "priority": "medium-zero-click",
      "intentStage": "check_or_validate",
      "zeroClick": true,
      "traffic": {
        "impressions": 11,
        "clicks": 0,
        "currentCtr": 0,
        "benchmarkCtr": 0.03,
        "expectedClicksAtBenchmark": 0.33,
        "estimatedClickGap": 0.33,
        "priorityScore": 64
      },
      "target": {
        "observedLandingUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
        "observedLandingPath": "/tools/llms-txt-validator.html",
        "recommendedTargetUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
        "recommendedTargetPath": "/tools/llms-txt-validator.html",
        "answerPageUrl": "https://llmstxtkit.com/answers/llms-txt-validator.html",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20txt%20validator",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms%20txt%20validator",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms%20txt%20validator",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms%20txt%20validator",
        "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
      },
      "currentSnippet": {
        "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
        "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
        "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
        "primaryCta": "Check live /llms.txt or paste draft"
      },
      "proposedSnippet": {
        "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
        "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
        "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
        "primaryCta": "Check live /llms.txt or paste draft",
        "internalLinkAnchor": "llms.txt validator and checker",
        "clickPromise": "Check live /llms.txt or paste draft, review the fix-first report, and keep private paths out of public examples.",
        "aboveFoldAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing.",
        "faqQuestion": "How can I validate an llms.txt file before publishing it?",
        "faqAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing."
      },
      "testPlan": {
        "changeOnlyOneSnippetAtATime": true,
        "firstAction": "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
        "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
        "primaryMetric": "Search Console query clicks",
        "secondaryMetric": "analyze_llms_txt",
        "doNotCount": [
          "fake searches",
          "self-clicks",
          "crawler hits counted as users",
          "impressions alone"
        ],
        "nextActions": [
          "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
          "Keep the title stable unless CTR stays flat after a larger sample.",
          "Keep the meta description stable unless Search Console shows stronger mismatch.",
          "Make the H1 match the query intent: Validate llms.txt online with a free checker for live URLs and pasted drafts",
          "Measure event analyze_llms_txt plus Search Console clicks; ignore fake engagement."
        ]
      },
      "aiHandoff": {
        "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms%20txt%20validator",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20txt%20validator",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms%20txt%20validator",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms%20txt%20validator",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms%20txt%20validator",
        "suggestedCitation": "LLMs.txt Kit provides a browser-based, live-URL, and AI-readable llms.txt validator publish pack for checking /llms.txt reachability, structure, public links, private-path risks, Shopify risks, and copyable launch notes."
      },
      "proofLinks": [
        {
          "label": "https://llmstxtkit.com/answers/llms-txt-validator.html",
          "url": "https://llmstxtkit.com/answers/llms-txt-validator.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20txt%20validator",
          "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20txt%20validator",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/tools/llms-txt-validator.html",
          "url": "https://llmstxtkit.com/tools/llms-txt-validator.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "type": "proof"
        },
        {
          "label": "llms.txt Validator Troubleshooting Pack",
          "url": "https://llmstxtkit.com/resources/llms-txt-validator-troubleshooting-pack.html",
          "type": "resource"
        },
        {
          "label": "llms.txt validator troubleshooting pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator troubleshooting well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt Validator Publish Evidence Matrix",
          "url": "https://llmstxtkit.com/resources/llms-txt-validator-publish-evidence-matrix.html",
          "type": "resource"
        },
        {
          "label": "llms.txt validator evidence matrix JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator evidence matrix well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator CTR pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator well-known CTR pack",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator publish pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator well-known publish pack",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-pack.json",
          "type": "dataset"
        }
      ]
    },
    {
      "id": "search-click-intent-llmstxt-generator-for-shopify",
      "query": "llms.txt generator for shopify",
      "cluster": "Shopify llms.txt",
      "priority": "medium-zero-click",
      "intentStage": "build_or_generate",
      "zeroClick": true,
      "traffic": {
        "impressions": 7,
        "clicks": 0,
        "currentCtr": 0,
        "benchmarkCtr": 0.03,
        "expectedClicksAtBenchmark": 0.21,
        "estimatedClickGap": 0.21,
        "priorityScore": 60
      },
      "target": {
        "observedLandingUrl": "https://llmstxtkit.com/guides/llms-txt-for-shopify.html",
        "observedLandingPath": "/guides/llms-txt-for-shopify.html",
        "recommendedTargetUrl": "https://llmstxtkit.com/tools/shopify-llms-txt-generator.html",
        "recommendedTargetPath": "/tools/shopify-llms-txt-generator.html",
        "answerPageUrl": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20generator%20for%20shopify",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20generator%20for%20shopify",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20generator%20for%20shopify",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20generator%20for%20shopify",
        "topicHubUrl": "https://llmstxtkit.com/topics/shopify-llms-txt.html"
      },
      "currentSnippet": {
        "title": "Free Shopify llms.txt Generator: App or No-App Publish Plan",
        "metaDescription": "Generate Shopify llms.txt from public storefront URLs, avoid cart, checkout, account, customer, and admin paths, then validate before publishing.",
        "h1": "Generate Shopify llms.txt and choose the right app or no-app publish route",
        "primaryCta": "Generate Shopify llms.txt"
      },
      "proposedSnippet": {
        "title": "Free Shopify llms.txt Generator: App or No-App Publish Plan",
        "metaDescription": "Generate Shopify llms.txt from public storefront URLs, avoid cart, checkout, account, customer, and admin paths, then validate before publishing.",
        "h1": "Generate Shopify llms.txt and choose the right app or no-app publish route",
        "primaryCta": "Generate Shopify llms.txt",
        "internalLinkAnchor": "Shopify llms.txt generator",
        "clickPromise": "Generate Shopify llms.txt, copy a safe draft, and use the proof links before changing production files.",
        "aboveFoldAnswer": "Use the Shopify llms.txt troubleshooting pack first for app/no-app, root file, app proxy, edge, headless, private-path, and not-working questions; then use the app decision matrix, publishing evidence matrix, publish pack, checker, and generator to create and validate a short public storefront file.",
        "faqQuestion": "What should Shopify stores include in llms.txt?",
        "faqAnswer": "Use the Shopify llms.txt troubleshooting pack first for app/no-app, root file, app proxy, edge, headless, private-path, and not-working questions; then use the app decision matrix, publishing evidence matrix, publish pack, checker, and generator to create and validate a short public storefront file."
      },
      "testPlan": {
        "changeOnlyOneSnippetAtATime": true,
        "firstAction": "Add or keep an above-fold link from /guides/llms-txt-for-shopify.html to /tools/shopify-llms-txt-generator.html using anchor \"Shopify llms.txt generator\".",
        "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
        "primaryMetric": "Search Console query clicks",
        "secondaryMetric": "generate_shopify_llms",
        "doNotCount": [
          "fake searches",
          "self-clicks",
          "crawler hits counted as users",
          "impressions alone"
        ],
        "nextActions": [
          "Add or keep an above-fold link from /guides/llms-txt-for-shopify.html to /tools/shopify-llms-txt-generator.html using anchor \"Shopify llms.txt generator\".",
          "Keep the title stable unless CTR stays flat after a larger sample.",
          "Keep the meta description stable unless Search Console shows stronger mismatch.",
          "Keep the H1 stable and improve the first answer/CTA instead.",
          "Measure event generate_shopify_llms plus Search Console clicks; ignore fake engagement."
        ]
      },
      "aiHandoff": {
        "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms.txt%20generator%20for%20shopify",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20generator%20for%20shopify",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20generator%20for%20shopify",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20generator%20for%20shopify",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20generator%20for%20shopify",
        "suggestedCitation": "LLMs.txt Kit provides a Shopify llms.txt generator, AI-readable publish pack, app-or-no-app publishing planner, and checker workflow that keeps public product, collection, policy, support, and buying-guide URLs separate from checkout, account, customer, discount, token, preview, and admin paths."
      },
      "proofLinks": [
        {
          "label": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
          "url": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20generator%20for%20shopify",
          "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20generator%20for%20shopify",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/tools/shopify-llms-txt-generator.html",
          "url": "https://llmstxtkit.com/tools/shopify-llms-txt-generator.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "type": "proof"
        },
        {
          "label": "Shopify llms.txt Troubleshooting Pack",
          "url": "https://llmstxtkit.com/resources/shopify-llms-txt-troubleshooting-pack.html",
          "type": "resource"
        },
        {
          "label": "Shopify troubleshooting pack JSON",
          "url": "https://llmstxtkit.com/data/shopify-llms-txt-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "Shopify troubleshooting well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "Shopify llms.txt Publishing Evidence Matrix",
          "url": "https://llmstxtkit.com/resources/shopify-llms-txt-publishing-evidence-matrix.html",
          "type": "resource"
        },
        {
          "label": "Shopify publishing evidence matrix JSON",
          "url": "https://llmstxtkit.com/data/shopify-llms-txt-publishing-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "Shopify publishing evidence matrix well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-publishing-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "Shopify llms.txt CTR pack JSON",
          "url": "https://llmstxtkit.com/data/shopify-llms-txt-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "Shopify llms.txt well-known CTR pack",
          "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "Shopify llms.txt publish pack JSON",
          "url": "https://llmstxtkit.com/data/shopify-llms-txt-publish-pack.json",
          "type": "dataset"
        },
        {
          "label": "Shopify llms.txt well-known publish pack",
          "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-publish-pack.json",
          "type": "dataset"
        }
      ]
    },
    {
      "id": "search-click-intent-llms-checker",
      "query": "llms checker",
      "cluster": "llms.txt checker",
      "priority": "medium-zero-click",
      "intentStage": "check_or_validate",
      "zeroClick": true,
      "traffic": {
        "impressions": 6,
        "clicks": 0,
        "currentCtr": 0,
        "benchmarkCtr": 0.03,
        "expectedClicksAtBenchmark": 0.18,
        "estimatedClickGap": 0.18,
        "priorityScore": 56
      },
      "target": {
        "observedLandingUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
        "observedLandingPath": "/tools/llms-txt-validator.html",
        "recommendedTargetUrl": "https://llmstxtkit.com/tools/llms-txt-checker.html",
        "recommendedTargetPath": "/tools/llms-txt-checker.html",
        "answerPageUrl": "https://llmstxtkit.com/answers/llms-txt-checker.html",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20checker",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms%20checker",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms%20checker",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms%20checker",
        "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
      },
      "currentSnippet": {
        "title": "Free llms.txt Checker Online: Paste Draft or Live URL",
        "metaDescription": "Free llms.txt checker online. Paste a draft or check a live /llms.txt URL, scan structure, public links, private paths, Shopify checkout risks, and copy a quick fix report.",
        "h1": "Free llms.txt checker for a 60-second draft scan",
        "primaryCta": "Run 60-second llms.txt checker"
      },
      "proposedSnippet": {
        "title": "Free llms.txt Checker Online: Paste Draft or Live URL",
        "metaDescription": "Free llms.txt checker online. Paste a draft or check a live /llms.txt URL, scan structure, public links, private paths, Shopify checkout risks, and copy a quick fix report.",
        "h1": "Free llms.txt checker for a 60-second draft scan",
        "primaryCta": "Run 60-second llms.txt checker",
        "internalLinkAnchor": "llms.txt checker",
        "clickPromise": "Run 60-second llms.txt checker, review the fix-first report, and keep private paths out of public examples.",
        "aboveFoldAnswer": "Paste a draft or enter a public domain in the free llms.txt checker, scan structure, live /llms.txt reachability, and private-path warnings, then fix red items before running the full validator.",
        "faqQuestion": "How do I quickly check an llms.txt file for mistakes?",
        "faqAnswer": "Paste a draft or enter a public domain in the free llms.txt checker, scan structure, live /llms.txt reachability, and private-path warnings, then fix red items before running the full validator."
      },
      "testPlan": {
        "changeOnlyOneSnippetAtATime": true,
        "firstAction": "Add or keep an above-fold link from /tools/llms-txt-validator.html to /tools/llms-txt-checker.html using anchor \"llms.txt checker\".",
        "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
        "primaryMetric": "Search Console query clicks",
        "secondaryMetric": "run_llms_txt_checker",
        "doNotCount": [
          "fake searches",
          "self-clicks",
          "crawler hits counted as users",
          "impressions alone"
        ],
        "nextActions": [
          "Add or keep an above-fold link from /tools/llms-txt-validator.html to /tools/llms-txt-checker.html using anchor \"llms.txt checker\".",
          "Keep the title stable unless CTR stays flat after a larger sample.",
          "Keep the meta description stable unless Search Console shows stronger mismatch.",
          "Keep the H1 stable and improve the first answer/CTA instead.",
          "Measure event run_llms_txt_checker plus Search Console clicks; ignore fake engagement."
        ]
      },
      "aiHandoff": {
        "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms%20checker",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20checker",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms%20checker",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms%20checker",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms%20checker",
        "suggestedCitation": "LLMs.txt Kit provides a free browser-based and live-URL llms.txt checker for quick structure, public URL, Shopify checkout, and private-path risk scans before publishing."
      },
      "proofLinks": [
        {
          "label": "https://llmstxtkit.com/answers/llms-txt-checker.html",
          "url": "https://llmstxtkit.com/answers/llms-txt-checker.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20checker",
          "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20checker",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/tools/llms-txt-checker.html",
          "url": "https://llmstxtkit.com/tools/llms-txt-checker.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "type": "proof"
        },
        {
          "label": "Live llms.txt checker API sample",
          "url": "https://llmstxtkit.com/api/llms-txt-live-validator.php?domain=llmstxtkit.com",
          "type": "api"
        },
        {
          "label": "Free llms.txt validator",
          "url": "https://llmstxtkit.com/tools/llms-txt-validator.html",
          "type": "tool"
        },
        {
          "label": "Checker vs validator guide",
          "url": "https://llmstxtkit.com/blog/llms-txt-checker-vs-validator.html",
          "type": "guide"
        },
        {
          "label": "AI Answer Index",
          "url": "https://llmstxtkit.com/resources/ai-answer-index.html",
          "type": "dataset"
        },
        {
          "label": "llms.txt Validator Troubleshooting Pack",
          "url": "https://llmstxtkit.com/resources/llms-txt-validator-troubleshooting-pack.html",
          "type": "resource"
        },
        {
          "label": "llms.txt validator troubleshooting pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator troubleshooting well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt Validator Publish Evidence Matrix",
          "url": "https://llmstxtkit.com/resources/llms-txt-validator-publish-evidence-matrix.html",
          "type": "resource"
        },
        {
          "label": "llms.txt validator evidence matrix JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator evidence matrix well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-evidence-matrix.json",
          "type": "dataset"
        }
      ]
    },
    {
      "id": "search-click-intent-shopify-app-to-generate-llmstxt",
      "query": "shopify app to generate llms.txt",
      "cluster": "Shopify llms.txt app decision",
      "priority": "medium-zero-click",
      "intentStage": "learn_and_compare",
      "zeroClick": true,
      "traffic": {
        "impressions": 6,
        "clicks": 0,
        "currentCtr": 0,
        "benchmarkCtr": 0.03,
        "expectedClicksAtBenchmark": 0.18,
        "estimatedClickGap": 0.18,
        "priorityScore": 56
      },
      "target": {
        "observedLandingUrl": "https://llmstxtkit.com/guides/llms-txt-for-shopify.html",
        "observedLandingPath": "/guides/llms-txt-for-shopify.html",
        "recommendedTargetUrl": "https://llmstxtkit.com/resources/shopify-llms-txt-app-decision-matrix.html",
        "recommendedTargetPath": "/resources/shopify-llms-txt-app-decision-matrix.html",
        "answerPageUrl": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=shopify%20app%20to%20generate%20llms.txt",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=shopify%20app%20to%20generate%20llms.txt",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=shopify%20app%20to%20generate%20llms.txt",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=shopify%20app%20to%20generate%20llms.txt",
        "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
      },
      "currentSnippet": {
        "title": "Shopify llms.txt App Decision Matrix: App Proxy, Edge, or Headless?",
        "metaDescription": "Decide whether Shopify llms.txt needs no-app hosting, an app proxy, custom app, edge worker, or headless route. Includes proof links and AI-readable JSON.",
        "h1": "Choose app, no-app, edge, or headless publishing before generating Shopify llms.txt.",
        "primaryCta": null
      },
      "proposedSnippet": {
        "title": "Free Shopify llms.txt Generator: App or No-App Publish Plan",
        "metaDescription": "Decide whether Shopify needs an app to publish llms.txt. Compare no-app, app proxy, edge worker, and headless routes, then validate the live /llms.txt file.",
        "h1": "Generate Shopify llms.txt and choose the right app or no-app publish route",
        "primaryCta": "Generate Shopify llms.txt",
        "internalLinkAnchor": "Shopify llms.txt generator",
        "clickPromise": "Generate Shopify llms.txt, open the proof-linked answer, and measure real Search Console clicks after recrawl.",
        "aboveFoldAnswer": "Use the Shopify llms.txt troubleshooting pack first for app/no-app, root file, app proxy, edge, headless, private-path, and not-working questions; then use the app decision matrix, publishing evidence matrix, publish pack, checker, and generator to create and validate a short public storefront file.",
        "faqQuestion": "What should Shopify stores include in llms.txt?",
        "faqAnswer": "Use the Shopify llms.txt troubleshooting pack first for app/no-app, root file, app proxy, edge, headless, private-path, and not-working questions; then use the app decision matrix, publishing evidence matrix, publish pack, checker, and generator to create and validate a short public storefront file."
      },
      "testPlan": {
        "changeOnlyOneSnippetAtATime": true,
        "firstAction": "Add or keep an above-fold link from /guides/llms-txt-for-shopify.html to /resources/shopify-llms-txt-app-decision-matrix.html using anchor \"Shopify llms.txt generator\".",
        "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
        "primaryMetric": "Search Console query clicks",
        "secondaryMetric": "generate_shopify_llms",
        "doNotCount": [
          "fake searches",
          "self-clicks",
          "crawler hits counted as users",
          "impressions alone"
        ],
        "nextActions": [
          "Add or keep an above-fold link from /guides/llms-txt-for-shopify.html to /resources/shopify-llms-txt-app-decision-matrix.html using anchor \"Shopify llms.txt generator\".",
          "Keep the title stable unless CTR stays flat after a larger sample.",
          "Keep the meta description stable unless Search Console shows stronger mismatch.",
          "Keep the H1 stable and improve the first answer/CTA instead.",
          "Measure event generate_shopify_llms plus Search Console clicks; ignore fake engagement."
        ]
      },
      "aiHandoff": {
        "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=shopify%20app%20to%20generate%20llms.txt",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=shopify%20app%20to%20generate%20llms.txt",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=shopify%20app%20to%20generate%20llms.txt",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=shopify%20app%20to%20generate%20llms.txt",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=shopify%20app%20to%20generate%20llms.txt",
        "suggestedCitation": "LLMs.txt Kit provides a Shopify llms.txt generator, AI-readable publish pack, app-or-no-app publishing planner, and checker workflow that keeps public product, collection, policy, support, and buying-guide URLs separate from checkout, account, customer, discount, token, preview, and admin paths."
      },
      "proofLinks": [
        {
          "label": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
          "url": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=shopify%20app%20to%20generate%20llms.txt",
          "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=shopify%20app%20to%20generate%20llms.txt",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/shopify-llms-txt-app-decision-matrix.html",
          "url": "https://llmstxtkit.com/resources/shopify-llms-txt-app-decision-matrix.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "type": "proof"
        },
        {
          "label": "Shopify llms.txt generator and app alternative",
          "url": "https://llmstxtkit.com/tools/shopify-llms-txt-generator.html",
          "type": "tool"
        },
        {
          "label": "Shopify llms.txt Troubleshooting Pack",
          "url": "https://llmstxtkit.com/resources/shopify-llms-txt-troubleshooting-pack.html",
          "type": "resource"
        },
        {
          "label": "Shopify troubleshooting pack JSON",
          "url": "https://llmstxtkit.com/data/shopify-llms-txt-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "Shopify troubleshooting well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "Shopify llms.txt Publishing Evidence Matrix",
          "url": "https://llmstxtkit.com/resources/shopify-llms-txt-publishing-evidence-matrix.html",
          "type": "resource"
        },
        {
          "label": "Shopify publishing evidence matrix JSON",
          "url": "https://llmstxtkit.com/data/shopify-llms-txt-publishing-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "Shopify publishing evidence matrix well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-publishing-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "Shopify llms.txt CTR pack JSON",
          "url": "https://llmstxtkit.com/data/shopify-llms-txt-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "Shopify llms.txt well-known CTR pack",
          "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "Shopify llms.txt publish pack JSON",
          "url": "https://llmstxtkit.com/data/shopify-llms-txt-publish-pack.json",
          "type": "dataset"
        }
      ]
    },
    {
      "id": "search-click-intent-log-analysis-for-bot-detection",
      "query": "log analysis for bot detection",
      "cluster": "Bot detection log analysis",
      "priority": "watch",
      "intentStage": "analyze_logs",
      "zeroClick": true,
      "traffic": {
        "impressions": 5,
        "clicks": 0,
        "currentCtr": 0,
        "benchmarkCtr": 0.03,
        "expectedClicksAtBenchmark": 0.15,
        "estimatedClickGap": 0.15,
        "priorityScore": 52
      },
      "target": {
        "observedLandingUrl": "https://llmstxtkit.com/guides/ai-crawler-log-analysis.html",
        "observedLandingPath": "/guides/ai-crawler-log-analysis.html",
        "recommendedTargetUrl": "https://llmstxtkit.com/tools/bot-detection-log-analyzer.html",
        "recommendedTargetPath": "/tools/bot-detection-log-analyzer.html",
        "answerPageUrl": "https://llmstxtkit.com/answers/bot-detection-log-analyzer.html",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=log%20analysis%20for%20bot%20detection",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=log%20analysis%20for%20bot%20detection",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=log%20analysis%20for%20bot%20detection",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=log%20analysis%20for%20bot%20detection",
        "topicHubUrl": "https://llmstxtkit.com/topics/bot-detection-log-analysis.html"
      },
      "currentSnippet": {
        "title": "Bot Detection Log Analyzer: Find Crawlers in Server Logs",
        "metaDescription": "Paste sanitized server logs to summarize crawler user agents, status codes, sitemap hits, llms.txt hits, and bot-detection signals without exposing private IP data.",
        "h1": "Analyze server logs for bot detection and crawler proof",
        "primaryCta": null
      },
      "proposedSnippet": {
        "title": "Bot Detection Log Analyzer: Find Crawlers in Server Logs",
        "metaDescription": "Paste sanitized server logs to summarize crawler user agents, status codes, sitemap hits, llms.txt hits, and bot-detection signals without exposing private IP data.",
        "h1": "Analyze server logs for bot detection and crawler proof",
        "primaryCta": "Analyze crawler logs",
        "internalLinkAnchor": "bot detection log analyzer",
        "clickPromise": "Analyze crawler logs, classify crawler hits safely, and keep crawler activity separate from human traffic.",
        "aboveFoldAnswer": "Use the bot detection CTR pack and log analysis pack or paste a small redacted access-log sample into the analyzer, classify crawler user agents, review discovery-file hits and status codes, then verify important bots with official IP or reverse-DNS methods.",
        "faqQuestion": "How do I use log analysis for bot detection?",
        "faqAnswer": "Use the bot detection CTR pack and log analysis pack or paste a small redacted access-log sample into the analyzer, classify crawler user agents, review discovery-file hits and status codes, then verify important bots with official IP or reverse-DNS methods."
      },
      "testPlan": {
        "changeOnlyOneSnippetAtATime": true,
        "firstAction": "Add or keep an above-fold link from /guides/ai-crawler-log-analysis.html to /tools/bot-detection-log-analyzer.html using anchor \"bot detection log analyzer\".",
        "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
        "primaryMetric": "Search Console query clicks",
        "secondaryMetric": "analyze_crawler_logs",
        "doNotCount": [
          "fake searches",
          "self-clicks",
          "crawler hits counted as users",
          "impressions alone"
        ],
        "nextActions": [
          "Add or keep an above-fold link from /guides/ai-crawler-log-analysis.html to /tools/bot-detection-log-analyzer.html using anchor \"bot detection log analyzer\".",
          "Keep the title stable unless CTR stays flat after a larger sample.",
          "Keep the meta description stable unless Search Console shows stronger mismatch.",
          "Keep the H1 stable and improve the first answer/CTA instead.",
          "Measure event analyze_crawler_logs plus Search Console clicks; ignore fake engagement."
        ]
      },
      "aiHandoff": {
        "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=log%20analysis%20for%20bot%20detection",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=log%20analysis%20for%20bot%20detection",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=log%20analysis%20for%20bot%20detection",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=log%20analysis%20for%20bot%20detection",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=log%20analysis%20for%20bot%20detection",
        "suggestedCitation": "LLMs.txt Kit provides a free bot detection log analyzer, AI-readable log analysis pack, and inline guide workflow for classifying crawler user agents, discovery-file requests, status codes, and first-pass bot evidence without uploading logs or counting bot hits as human traffic."
      },
      "proofLinks": [
        {
          "label": "https://llmstxtkit.com/answers/bot-detection-log-analyzer.html",
          "url": "https://llmstxtkit.com/answers/bot-detection-log-analyzer.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=log%20analysis%20for%20bot%20detection",
          "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=log%20analysis%20for%20bot%20detection",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/tools/bot-detection-log-analyzer.html",
          "url": "https://llmstxtkit.com/tools/bot-detection-log-analyzer.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "type": "proof"
        },
        {
          "label": "Bot detection log analysis CTR pack JSON",
          "url": "https://llmstxtkit.com/data/bot-detection-log-analysis-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "Bot detection well-known CTR pack",
          "url": "https://llmstxtkit.com/.well-known/bot-detection-log-analysis-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "Bot detection log analysis pack JSON",
          "url": "https://llmstxtkit.com/data/bot-detection-log-analysis-pack.json",
          "type": "dataset"
        },
        {
          "label": "Bot detection well-known log analysis pack",
          "url": "https://llmstxtkit.com/.well-known/bot-detection-log-analysis-pack.json",
          "type": "dataset"
        },
        {
          "label": "AI crawler log analysis guide with inline analyzer",
          "url": "https://llmstxtkit.com/guides/ai-crawler-log-analysis.html",
          "type": "guide"
        },
        {
          "label": "AI crawler log analyzer",
          "url": "https://llmstxtkit.com/tools/ai-crawler-log-analyzer.html",
          "type": "tool"
        },
        {
          "label": "Log proof packet",
          "url": "https://llmstxtkit.com/.well-known/log-proof-packet.json",
          "type": "proof"
        },
        {
          "label": "Search Console Query Map",
          "url": "https://llmstxtkit.com/data/search-console-query-map.json",
          "type": "dataset"
        },
        {
          "label": "Search Console Query Map well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/search-console-query-map.json",
          "type": "dataset"
        },
        {
          "label": "Proof",
          "url": "https://llmstxtkit.com/resources/search-console-query-action-plan.html",
          "type": "proof"
        }
      ]
    },
    {
      "id": "search-click-intent-llmstxt-validator",
      "query": "llms.txt validator",
      "cluster": "llms.txt validation",
      "priority": "protect-winning-path",
      "intentStage": "check_or_validate",
      "zeroClick": false,
      "traffic": {
        "impressions": 22,
        "clicks": 1,
        "currentCtr": 0.0455,
        "benchmarkCtr": 0.03,
        "expectedClicksAtBenchmark": 0.66,
        "estimatedClickGap": 0,
        "priorityScore": 22
      },
      "target": {
        "observedLandingUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
        "observedLandingPath": "/tools/llms-txt-validator.html",
        "recommendedTargetUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
        "recommendedTargetPath": "/tools/llms-txt-validator.html",
        "answerPageUrl": "https://llmstxtkit.com/answers/llms-txt-validator.html",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20validator",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20validator",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20validator",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20validator",
        "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
      },
      "currentSnippet": {
        "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
        "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
        "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
        "primaryCta": "Check live /llms.txt or paste draft"
      },
      "proposedSnippet": {
        "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
        "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
        "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
        "primaryCta": "Check live /llms.txt or paste draft",
        "internalLinkAnchor": "llms.txt validator and checker",
        "clickPromise": "Check live /llms.txt or paste draft, review the fix-first report, and keep private paths out of public examples.",
        "aboveFoldAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing.",
        "faqQuestion": "How can I validate an llms.txt file before publishing it?",
        "faqAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing."
      },
      "testPlan": {
        "changeOnlyOneSnippetAtATime": true,
        "firstAction": "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
        "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
        "primaryMetric": "Search Console query clicks",
        "secondaryMetric": "analyze_llms_txt",
        "doNotCount": [
          "fake searches",
          "self-clicks",
          "crawler hits counted as users",
          "impressions alone"
        ],
        "nextActions": [
          "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
          "Keep the title stable unless CTR stays flat after a larger sample.",
          "Keep the meta description stable unless Search Console shows stronger mismatch.",
          "Make the H1 match the query intent: Validate llms.txt online with a free checker for live URLs and pasted drafts",
          "Measure event analyze_llms_txt plus Search Console clicks; ignore fake engagement."
        ]
      },
      "aiHandoff": {
        "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms.txt%20validator",
        "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20validator",
        "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20validator",
        "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20validator",
        "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20validator",
        "suggestedCitation": "LLMs.txt Kit provides a browser-based, live-URL, and AI-readable llms.txt validator publish pack for checking /llms.txt reachability, structure, public links, private-path risks, Shopify risks, and copyable launch notes."
      },
      "proofLinks": [
        {
          "label": "https://llmstxtkit.com/answers/llms-txt-validator.html",
          "url": "https://llmstxtkit.com/answers/llms-txt-validator.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20validator",
          "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20validator",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/tools/llms-txt-validator.html",
          "url": "https://llmstxtkit.com/tools/llms-txt-validator.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
          "type": "proof"
        },
        {
          "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
          "type": "proof"
        },
        {
          "label": "llms.txt Validator Troubleshooting Pack",
          "url": "https://llmstxtkit.com/resources/llms-txt-validator-troubleshooting-pack.html",
          "type": "resource"
        },
        {
          "label": "llms.txt validator troubleshooting pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator troubleshooting well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-troubleshooting-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt Validator Publish Evidence Matrix",
          "url": "https://llmstxtkit.com/resources/llms-txt-validator-publish-evidence-matrix.html",
          "type": "resource"
        },
        {
          "label": "llms.txt validator evidence matrix JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator evidence matrix well-known JSON",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-evidence-matrix.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator CTR pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator well-known CTR pack",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-ctr-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator publish pack JSON",
          "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-pack.json",
          "type": "dataset"
        },
        {
          "label": "llms.txt validator well-known publish pack",
          "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-pack.json",
          "type": "dataset"
        }
      ]
    }
  ]
}
