Public data first
Official APIs / official URLs / fetched dates
No scraping dependency
Public API DBUpdated 2026/07/08 12:10
Methodology / DB policyUpdated 2026/06/07
Methodology
Public APIsUse-case fitAd separationAI-readable
Evaluation Rules
Use-case fit
Support / automation / RAG / dev tools
No universal ranking
Ads separated
affiliate_click / sponsored rel
No affiliate score boost
Regression gates
build / data contract / sitemap / llms
No article structure comeback
Operating Harness
1ResearchButterfree / GitHub 120+ / HF 180+ / PH 30+
2ExecuteCodex / Arceus / Fix UI, routes, and data conflicts
3AnalyzeScorecard / GSC + GA4 events
4ReflectArceus / contract / llms / sitemap / redirects
Ads / Partners
Chatbase / MakePR labelsRanking separatedEvent tracking
Limits
Popularity is not adoption successPricing changesSupport variesPH commercial reuse needs permission