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Score any website 0-100 for AI search readiness (ChatGPT, Perplexity, Gemini, Google AI Overviews) across six weighted modules: AI crawler access + llms.txt, answerability (AEO), structured data + entity, freshness, share preview and technical basics. Outputs a white-label client report, prioritised P1-P3 fix plan (fixes.csv) and a month-over-month compare. Real worked example included (plausible.io, 17 Oct 2026, 74/100). Stdlib Python, works in Claude Code / Cursor / Codex. Never invents data; no citation, traffic or ranking promises. Cygnix Labs.
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