{ "run_id": "Auriti-Labs--geo-optimizer-skill-claude-haiku-5-5-1792970480572843970", "checker": { "claims": [ { "claim": "The README says geo audit scores a site 0-100 with prioritized fixes", "command": " audit --url https://example.com", "evidence": "GEO AUDIT \u2014 https://example.com\n github.com/auriti-labs/geo-optimizer-skill\n\ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \ud83d\udd0d \n\n Status: 200 | Size: 577 bytes | Duration: 623ms\n\n============================================================\n 1. ROBOTS.TXT \u2014 AI Bot Access\n============================================================\n \u274c robots.txt not found\n\n============================================================\n 2. LLMS.TXT \u2014 AI Index File (Other AI agents \u00b7 not used by Google Search)\n============================================================\n \u274c llms.txt not found \u2014 essential for AI indexing!", "expected": "audit report for example.com", "input": "https://example.com", "kind": "claim", "outcome": "Real input produced the expected result: GEO AUDIT", "returncode": 0, "source": "Run `geo audit --url https://yoursite.com` and read the priority list", "source_checked": true, "source_file": "README.md", "verdict": "yes" }, { "claim": "The README lists geo_check_bots as an MCP tool that checks bot access via robots.txt", "command": " tools/call {\"tool\": \"geo_check_bots\", \"arguments\": {\"url\": \"https://example.com\"}}", "evidence": "example.com\\\",\\n \\\"robots_found\\\": false,\\n \\\"citation_bots_ok\\\": false,\\n \\\"bots\\\": {\\n \\\"GPTBot\\\": {\\n \\\"description\\\": \\\"OpenAI (ChatGPT training)\\\",\\n \\\"status\\\": \\\"missing\\\",\\n \\\"tier\\\": \\\"training\\\"\\n },\\n \\\"OAI-SearchBot\\\": {\\n \\\"description\\\": \\\"OpenAI (ChatGPT search citations)\\\",\\n \\\"status\\\": \\\"missing\\\",\\n \\\"tier\\\": \\\"search\\\"\\n },\\n \\\"ChatGPT-User\\\": {\\n \\\"description\\\": \\\"OpenAI (ChatGPT on-demand fetch)\\\",\\n \\\"status\\\": \\\"missing\\\",\\n \\\"tier\\\": \\\"user\\\"\\n },\\n \\\"ClaudeBot\\\": {\\n \\\"description\\\": \\\"Anthropi", "expected": "bot access result for example.com", "input": "{\"tool\": \"geo_check_bots\", \"arguments\": {\"url\": \"https://example.com\"}}", "kind": "claim", "outcome": "Real input produced the expected result: example.com", "source": "| `geo_check_bots` | Check bot access via robots.txt |", "source_checked": true, "source_file": "README.md", "verdict": "yes" } ], "cycle_checks": [ { "claim": "Scheduled or looping main behavior", "command": "", "evidence": "Entry points inspected (geo CLI commands audit/monitor/track/fix, geo-mcp stdio server, src/geo_optimizer/web/app.py). The README says 'The hosted platform runs the same engine on a schedule'; the local package has no cron, loop, or --once/--now scheduler. Local runs are one-shot commands.", "expected": "identify the product trigger", "input": "source inspection", "kind": "cycle", "outcome": "Entry points inspected (geo CLI commands audit/monitor/track/fix, geo-mcp stdio server, src/geo_optimizer/web/app.py). The README says 'The hosted platform runs the same engine on a schedule'; the local package has no cron, loop, or --once/--now scheduler. Local runs are one-shot commands.", "source": "repository entry points", "verdict": "yes" } ], "details": { "argv": [ "" ], "kind": "mcp", "scope": "product operation", "serverInfo": { "name": "geo-optimizer", "version": "1.30.0" }, "tool_result": { "content": [ { "text": "{\n \"url\": \"https://example.com\",\n \"robots_found\": false,\n \"citation_bots_ok\": false,\n \"bots\": {\n \"GPTBot\": {\n \"description\": \"OpenAI (ChatGPT training)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"OAI-SearchBot\": {\n \"description\": \"OpenAI (ChatGPT search citations)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"ChatGPT-User\": {\n \"description\": \"OpenAI (ChatGPT on-demand fetch)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"ClaudeBot\": {\n \"description\": \"Anthropic (Claude training)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"Claude-SearchBot\": {\n \"description\": \"Anthropic (Claude search citations)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Claude-User\": {\n \"description\": \"Anthropic (Claude on-demand fetch)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"PerplexityBot\": {\n \"description\": \"Perplexity AI (index builder)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Perplexity-User\": {\n \"description\": \"Perplexity (citation fetch on-demand)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"Googlebot\": {\n \"description\": \"Google (Search + AI Overviews)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Google-Extended\": {\n \"description\": \"Google (Gemini/Vertex training opt-out \\u2014 not a crawler)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"Google-CloudVertexBot\": {\n \"description\": \"Google (Vertex AI)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"Bingbot\": {\n \"description\": \"Microsoft (Bing/Copilot search)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Applebot-Extended\": {\n \"description\": \"Apple (AI training)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"cohere-ai\": {\n \"description\": \"Cohere (language models)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"DuckAssistBot\": {\n \"description\": \"DuckDuckGo AI\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Bytespider\": {\n \"description\": \"ByteDance/TikTok AI\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"meta-externalagent\": {\n \"description\": \"Meta AI (Facebook/Instagram AI)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"Meta-ExternalFetcher\": {\n \"description\": \"Meta (content fetch on-demand)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"facebookexternalhit\": {\n \"description\": \"Meta (social preview + AI)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"Amazonbot\": {\n \"description\": \"Amazon (Alexa/search AI)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"AI2Bot\": {\n \"description\": \"Allen Institute (AI research)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"AI2Bot-Dolma\": {\n \"description\": \"Allen Institute (Dolma dataset)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"xAI-Bot\": {\n \"description\": \"xAI (Grok search citations)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Applebot\": {\n \"description\": \"Apple (general web crawl + Siri AI)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"PetalBot\": {\n \"description\": \"Huawei (PetalSearch AI, EU/Asia)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"YouBot\": {\n \"description\": \"You.com AI search\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"CCBot\": {\n \"description\": \"Common Crawl (used by many AI labs)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n }\n },\n \"summary\": {\n \"allowed\": 0,\n \"blocked\": 0,\n \"missing\": 27\n }\n}", "type": "text" } ], "isError": false, "structuredContent": { "result": "{\n \"url\": \"https://example.com\",\n \"robots_found\": false,\n \"citation_bots_ok\": false,\n \"bots\": {\n \"GPTBot\": {\n \"description\": \"OpenAI (ChatGPT training)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"OAI-SearchBot\": {\n \"description\": \"OpenAI (ChatGPT search citations)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"ChatGPT-User\": {\n \"description\": \"OpenAI (ChatGPT on-demand fetch)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"ClaudeBot\": {\n \"description\": \"Anthropic (Claude training)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"Claude-SearchBot\": {\n \"description\": \"Anthropic (Claude search citations)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Claude-User\": {\n \"description\": \"Anthropic (Claude on-demand fetch)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"PerplexityBot\": {\n \"description\": \"Perplexity AI (index builder)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Perplexity-User\": {\n \"description\": \"Perplexity (citation fetch on-demand)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"Googlebot\": {\n \"description\": \"Google (Search + AI Overviews)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Google-Extended\": {\n \"description\": \"Google (Gemini/Vertex training opt-out \\u2014 not a crawler)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"Google-CloudVertexBot\": {\n \"description\": \"Google (Vertex AI)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"Bingbot\": {\n \"description\": \"Microsoft (Bing/Copilot search)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Applebot-Extended\": {\n \"description\": \"Apple (AI training)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"cohere-ai\": {\n \"description\": \"Cohere (language models)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"DuckAssistBot\": {\n \"description\": \"DuckDuckGo AI\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Bytespider\": {\n \"description\": \"ByteDance/TikTok AI\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"meta-externalagent\": {\n \"description\": \"Meta AI (Facebook/Instagram AI)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"Meta-ExternalFetcher\": {\n \"description\": \"Meta (content fetch on-demand)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"facebookexternalhit\": {\n \"description\": \"Meta (social preview + AI)\",\n \"status\": \"missing\",\n \"tier\": \"user\"\n },\n \"Amazonbot\": {\n \"description\": \"Amazon (Alexa/search AI)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"AI2Bot\": {\n \"description\": \"Allen Institute (AI research)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"AI2Bot-Dolma\": {\n \"description\": \"Allen Institute (Dolma dataset)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"xAI-Bot\": {\n \"description\": \"xAI (Grok search citations)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"Applebot\": {\n \"description\": \"Apple (general web crawl + Siri AI)\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"PetalBot\": {\n \"description\": \"Huawei (PetalSearch AI, EU/Asia)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n },\n \"YouBot\": {\n \"description\": \"You.com AI search\",\n \"status\": \"missing\",\n \"tier\": \"search\"\n },\n \"CCBot\": {\n \"description\": \"Common Crawl (used by many AI labs)\",\n \"status\": \"missing\",\n \"tier\": \"training\"\n }\n },\n \"summary\": {\n \"allowed\": 0,\n \"blocked\": 0,\n \"missing\": 27\n }\n}" } }, "tool_result_checked": true, "tool_schema_bytes": 8365, "tools": [ "geo_audit", "geo_fix", "geo_llms_generate", "geo_citability", "geo_schema_validate", "geo_compare", "geo_gap_analysis", "geo_ai_discovery", "geo_check_bots", "geo_trust_score", "geo_negative_signals", "geo_factual_accuracy" ], "working": true }, "evidence_strength": "readme_checked", "example_checks": [ { "claim": "Quick start one-shot audit of a site", "command": " audit --url https://example.com", "deferred": false, "evidence": "t requires JavaScript to render (25 words in raw HTML). AI crawlers don't execute JS. Implement SSR, SSG, or pre-rendering.\n\n \ud83d\udca1 One-shot audit. The free plan at https://geoready.dev saves your reports and runs\n one real AI answer check a week; weekly score monitoring starts on Pro.\n\n \u2192 Web report for this URL (free, no account):\n https://geoready.dev/report/audit?url=https://example.com\n\n\u23f3 Fetching page, robots.txt, llms.txt and AI files...\n\u23f3 Analyzing schema, meta tags and content...\n\u23f3 Checking CDN access for AI bots...\n\u23f3 Running trust, brand and extra checks...\n\u2705 Analysis complete.", "expected": "audit report printed", "input": "geo audit --url https://example.com", "kind": "example", "outcome": "command completed successfully", "returncode": 0, "source": "README.md Quick Start", "verdict": "yes" }, { "claim": "Contributor test suite runs offline with HTTP mocked", "command": " tests/ -q -p no:cacheprovider", "deferred": false, "evidence": "'s 'tmp_path' fixture with absolute paths instead.\n with runner.isolated_filesystem():\n\ntests/test_v21_coverage.py::TestSchemaCmdFaqOltreTre::test_riga_198_piu_di_tre_faq_mostra_contatore\n DeprecationWarning: 'isolated_filesystem' is deprecated and will be removed in Click 9.0. Use 'tempfile.TemporaryDirectory' or pytest's 'tmp_path' fixture with absolute paths instead.\n with runner.isolated_filesystem():\n\n-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html\n2281 passed, 31 skipped, 8 warnings in 66.15s (0:01:06)", "expected": "all tests pass", "input": "pytest tests/ -v", "kind": "example", "outcome": "command completed successfully", "returncode": 0, "source": "README.md Contributing", "verdict": "yes" } ], "status": "PASS" }, "diagnosis": null }