umn.edu

University of Minnesota Twin Cities

AI Agentic Readiness

11 / 30

agentic checks passed
47% readiness - how well this site can be read, trusted and transacted with by AI agents

Last checked
7 Jul 2026

umn.edu is live and passes 11 of 30 agentic-readiness checks (47%). It runs on drupal on cloudflare over HTTPS.

For AI agents, umn.edu's strongest signals are clean semantic HTML, tidy, crawlable markup, fully indexable pages, and a visually stable layout. 9/10 images declare explicit dimensions.

Its main gaps are text that is hard for agents to extract, render-blocking resources, no structured tables or lists, and no self-contained answer passages. An agent can read umn.edu's content but has little machine-readable way to discover it - closing the AI discovery gap would be the fastest lift.

Agent interaction

✓Semantic HTML5 & AccessibilityARIA attributes found for accessibility

✓Clean, Crawlable HTMLPage has title and meta description

✗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 & Responsiveness9/10 images declare explicit dimensions

✓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 45% atomic sentences across 1 pages (target 40%+)

✓Entity DensityAverage entity density 41.1% across 1 pages (target >15%)

~Definition PatternsNo definition patterns in the first 2000 characters of content

✗Answer Capsule Pattern2/12 H2 sections have 15-30 word self-contained capsules (17%)

Structured data

✓Schema.org Structured DataSchema types found: webpage, website, breadcrumblist

✓Schema Coverage & Depth3 distinct schema types used: webpage, website, breadcrumblist

✗Speakable SchemaNo SpeakableSpecification schema found across homepage

AI discovery

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

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

✗Sitemap CompletenessNo sitemap.xml found

✗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-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 QualityTitles are present, unique, and well-sized, and pages carry meta descriptions

✗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 umn.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 umn.edu more agent-ready, in priority order.

1 Add structured tables and lists critical impact medium effort

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

2 Add content freshness signals critical impact medium effort

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

3 Strengthen entity authority (NAP) high impact low effort

Make umn.edu's name, address and phone consistent and add Organization schema to anchor its identity.

4 Enhance author and expert schema critical impact medium effort

Add Person/author schema with credentials on umn.edu to strengthen expertise signals.

Trust & legitimacy signals

✓Currently activeyes (HTTP 200)

✓Secure (HTTPS)yes

✓Identifiable technologydrupal on cloudflare

Show your score

Embed this badge on umn.edu - it links to this audit and always shows the latest score.

<a href="https://www.markosweb.com/www/umn.edu/"><img src="https://www.markosweb.com/badge/umn.edu.svg" alt="umn.edu is 47% AI-Ready - MarkosWeb" height="28"></a>

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