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scipy.org
SciPy
AI Agentic Readiness
7 / 28
agentic checks passed 40% readiness - how well this site can be read, trusted and transacted with by AI agents
Last checked
scipy.org is live and passes 7 of 28 agentic-readiness checks (40%). It runs on hugo on Netlify over HTTPS.
For AI agents, scipy.org's strongest signals are fully indexable pages, a visually stable layout, a lightweight page, and an efficient render path. Average entity density 26.5% across 1 pages (target >15%).
Its main gaps are text that is hard for agents to extract, no canonical URL, no structured tables or lists, and few clear definitions. The weakest area is Structured data; addressing it first would raise this score the most.
Agent interaction
~Semantic HTML5 & AccessibilityHomepage has no <h1> heading
~Clean, Crawlable HTMLNo H1 tag(s) found (0)
✗Extraction Friction ScoreFew pages have voice-friendly lead paragraphs
✓Indexability & Snippet EligibilityPages are indexable and snippet-eligible - the precondition for Google AI features is met
✓Layout Stability & ResponsivenessViewport is configured and media declares dimensions - static layout-stability signals look good
✗Entity Authority & E-E-A-TNo Organization schema to reinforce entity identity
✗Creator TransparencyCreator visibility is weak on content-like pages
~Methodology TransparencyLittle content-production or review transparency is visible
~AI Assistance DisclosureNo AI-assistance disclosure found on sampled pages (neutral - the engine cannot tell whether AI was used)
✗Visible Date SignalNo visible date signals found across homepage (no <time> elements, no JSON-LD dates, no article meta dates)
✓Title & Meta Quality1/1 titles are shorter than 10 or longer than 70 characters
✗Content Freshness SignalsNo JSON-LD date properties (datePublished/dateModified) found across homepage
✗Author & Expert SchemaNo Person schema found across homepage
Every check is a verifiable fact about scipy.org's live pages. Scoring follows Google Lighthouse agentic-browsing: a fraction of concrete checks, not an invented 0-100.
How to improve for AI agents
The highest-impact changes to make scipy.org more agent-ready, in priority order.
1 Add structured tables and lists critical impactmedium effort
Present scipy.org's comparison and spec data as real HTML tables and lists agents can extract.
