How does numpy.org score?
How ready is numpy.org for AI answer engines? We rate its homepage the way ChatGPT, Claude and Perplexity crawlers see it — plus a 12-point SEO check.
Verdict: Almost ripe· SEO readiness is the weakest at 67/100
#15 of 49 in Open source & nonprofits · #530 of 914 overall on the AI Readiness Index
SEO readiness
67/100
AI readiness
75/100
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Put your site head to head with numpy.org on AI readiness — free, about 10 seconds.
A homepage-only AI + SEO readiness check (no Core Web Vitals). Run the free scan for the full picture, including performance. Scored from the public homepage by AvocadoScoreBot — how we crawl. Want this scorecard removed? Email hello@avocadoscore.io.