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prospect.org

The American Prospect - Independent news and political analysis

AI Agentic Readiness

15 / 28
agentic checks passed
65% readiness - how well this site can be read, trusted and transacted with by AI agents
Last checked

prospect.org is live and passes 15 of 28 agentic-readiness checks (65%). It runs on site on nginx over HTTPS.

For AI agents, prospect.org's strongest signals are clean semantic HTML, tidy, crawlable markup, fully indexable pages, and a visually stable layout. Average 41% atomic sentences across 1 pages (target 40%+).

Its main gaps are a heavy page, render-blocking resources, no structured tables or lists, and no speakable schema for voice agents. An agent can read prospect.org'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 ScoreHigh jargon density in opening content
✓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
✓Canonical URL StrategySingle canonical tag present (no duplicates)
✗Page Speed: Page Size248KB of inline CSS/JS across the document
✗Page Speed: Load Blockers27 blocking stylesheets in <head>
Machine extraction
✗Table & List ExtractabilityNo HTML tables found across homepage
✓Sentence AtomicityAverage 41% atomic sentences across 1 pages (target 40%+)
✓Entity DensityAverage entity density 38.9% across 1 pages (target >15%)
~Definition PatternsNo definition patterns in the first 2000 characters of content
~Answer Capsule Pattern7/25 H2 sections have 15-30 word self-contained capsules (28%)
Structured data
✓Schema.org Structured DataOrganization or LocalBusiness schema found on homepage
✓Schema Coverage & Depth4 distinct schema types used: organization, webpage, website, breadcrumblist
✗Speakable SchemaNo SpeakableSpecification schema found across homepage
AI discovery
✗llms.txt FileNo llms.txt file found at https://prospect.org/llms.txt (connection failed)
~robots.txt for AI CrawlersNo explicit AI crawler rules in robots.txt
✓Sitemap CompletenessSitemap index found, indicating organized sitemap structure
?RSS/Atom FeedNot assessed
✗Internationalization SignalsNo hreflang alternate links found
?Content Licensing & AI PermissionsNot assessed
Trust & transparency
✓Entity Authority & E-E-A-TSocial media / sameAs references found on homepage
✓Creator Transparency1/1 sampled pages provide clear visible creator attribution
✗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 SignaldateModified is recent (4 days ago) - freshness bonus applied
✓Title & Meta QualityTitles are present, unique, and well-sized, and pages carry meta descriptions
✓Content Freshness SignalsReferences to 2026 or 2025 found across homepage, suggesting recent updates
✗Author & Expert SchemaNo Person schema found across homepage

Every check is a verifiable fact about prospect.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 prospect.org more agent-ready, in priority order.

1 Add structured tables and lists critical impact medium effort
Present prospect.org's comparison and spec data as real HTML tables and lists agents can extract.
2 Enhance author and expert schema critical impact medium effort
Add Person/author schema with credentials on prospect.org to strengthen expertise signals.
3 Add definition-style content high impact low effort
Add clear "X is ..." definitions on prospect.org so agents can lift direct answers.
4 Add ai.txt and content licensing critical impact low effort
State AI-use permissions for prospect.org (an ai.txt or licensing note) so agents know what they may use.

Historical snapshot

From MarkosWeb's own measurement archive, recorded at an earlier check - data no other directory holds.

Estimated domain worth$973,498
Health score66.51%
Indexed pages62,268
Backlinks on record2,064,551
Homepage links121 internal · 16 external
Homepage snapshots27
Hosting thenRackspace Hosting
RegistrarPublic Interest Registry
Name serversns81.worldnic.com, ns82.worldnic.com
Domain age at last check23 years and 10 months

Trust & legitimacy signals

✓Currently activeyes (HTTP 200)
✓Secure (HTTPS)yes
✓Identifiable technologysite on nginx

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prospect.org is 65% AI-Ready - MarkosWeb

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Agentic readiness for prospect.org last checked . Machine-readable: JSON. Method: methodology.

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