upenn.edu

University of Pennsylvania

AI Agentic Readiness

10 / 30

agentic checks passed
45% readiness - how well this site can be read, trusted and transacted with by AI agents

Last checked
7 Jul 2026

upenn.edu is live and passes 10 of 30 agentic-readiness checks (45%). It runs on drupal on nginx over HTTPS.

For AI agents, upenn.edu's strongest signals are clean semantic HTML, tidy, crawlable markup, fully indexable pages, and a visually stable layout. Average entity density 41.9% across 1 pages (target >15%).

Its main gaps are text that is hard for agents to extract, no structured tables or lists, few clear definitions, and no self-contained answer passages. The weakest area is Structured data; addressing it first would raise this score the most.

Agent interaction

✓Semantic HTML5 & AccessibilityARIA attributes found for accessibility

✓Clean, Crawlable HTMLPage has title and meta description

✗Extraction Friction ScoreAverage sentence length: 52.7 words - too long for AI snippets

✓Indexability & Snippet EligibilityPages are indexable and snippet-eligible - the precondition for Google AI features is met

✓Layout Stability & Responsiveness66/74 images lack explicit width/height - the most common cause of layout shift (CLS)

✓Canonical URL StrategySingle canonical tag present (no duplicates)

✓Page Speed: Page SizeLightweight document structure

~Page Speed: Load Blockers3 render-blocking script(s) in <head>

Machine extraction

✗Table & List ExtractabilityNo HTML tables found across homepage

~Sentence AtomicityAverage 33% atomic sentences across 1 pages (target 40%+)

✓Entity DensityAverage entity density 41.9% across 1 pages (target >15%)

✗Definition PatternsNo definition patterns found

✗Answer Capsule Pattern3/17 H2 sections have 15-30 word self-contained capsules (18%)

Structured data

✗Schema.org Structured DataNo JSON-LD structured data found across homepage

✗Schema Coverage & DepthNo JSON-LD found - cannot assess schema coverage

✗Speakable SchemaNo JSON-LD found across homepage - cannot assess speakable schema

AI discovery

✗llms.txt FileNo llms.txt file found at https://upenn.edu/llms.txt (connection failed)

✗robots.txt for AI CrawlersNo explicit AI crawler rules in robots.txt

✓Sitemap Completeness78 URLs have lastmod dates

✗RSS/Atom FeedHomepage does not link to an RSS/Atom feed in <head>

✗Internationalization SignalsNo hreflang alternate links found

✗Content Licensing & AI PermissionsNo ai.txt file found

Trust & transparency

✓Entity Authority & E-E-A-TSocial media / sameAs references found on homepage

✗Creator TransparencyCreator visibility is weak on content-like pages

~Methodology TransparencySome process transparency exists, but it is inconsistent

~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 pages lack a usable meta description

~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 upenn.edu'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 upenn.edu more agent-ready, in priority order.

1 Add structured tables and lists critical impact medium effort

Present upenn.edu's comparison and spec data as real HTML tables and lists agents can extract.

2 Add definition-style content critical impact medium effort

Add clear "X is ..." definitions on upenn.edu so agents can lift direct answers.

3 Add JSON-LD structured data critical impact medium effort

Mark up upenn.edu's homepage with Schema.org JSON-LD (Organization, WebSite) an agent can read as facts.

4 Add content freshness signals high impact low effort

Refresh and re-date upenn.edu's key pages so agents see it as maintained.

Trust & legitimacy signals

✓Currently activeyes (HTTP 200)

✓Secure (HTTPS)yes

✓Identifiable technologydrupal on nginx

Show your score

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<a href="https://www.markosweb.com/www/upenn.edu/"><img src="https://www.markosweb.com/badge/upenn.edu.svg" alt="upenn.edu is 45% AI-Ready - MarkosWeb" height="28"></a>

Agentic readiness for upenn.edu last checked 7 Jul 2026. Machine-readable: JSON. Method: methodology.