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city-data.com
City-Data.com - Stats about all US cities - real estate, relocation info, crime, house prices, cost of living, races, home value estimator, recent sales, income, photos, schools, maps, weather, neighborhoods, and more
AI Agentic Readiness
6 / 28
agentic checks passed 35% readiness - how well this site can be read, trusted and transacted with by AI agents
Last checked
city-data.com is live and passes 6 of 28 agentic-readiness checks (35%). It runs on joomla on nginx over HTTPS.
For AI agents, city-data.com's strongest signals are fully indexable pages, atomic, quotable sentences, dense, entity-rich content, and AI-crawler-friendly robots rules. Average 47% atomic sentences across 1 pages (target 40%+).
Its main gaps are thin semantic structure, text that is hard for agents to extract, no canonical URL, and a heavy page. 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 ScoreAverage sentence length: 124.4 words - too long for AI snippets
✓Indexability & Snippet Eligibilityrobots.txt blocks Google-Extended - content is excluded from Google AI training and grounding
~Layout Stability & Responsiveness40/41 images lack explicit width/height - the most common cause of layout shift (CLS)
✗Canonical URL StrategyNo canonical URL tag found
✗Page Speed: Page SizeHomepage HTML is 598KB
~Page Speed: Load Blockers<head> section is 92KB - over 60KB
Machine extraction
~Table & List Extractability8 table(s) found but without <th> header cells
✓Sentence AtomicityAverage 47% atomic sentences across 1 pages (target 40%+)
✓Entity DensityAverage entity density 37.0% across 1 pages (target >15%)
✗Definition PatternsOnly 1 definition pattern(s) found
✗Answer Capsule Pattern0/12 H2 sections have 15-30 word self-contained capsules (0%)
Structured data
✗Schema.org Structured DataNo JSON-LD structured data found across homepage
✗Speakable SchemaNo JSON-LD found across homepage - cannot assess speakable schema
AI discovery
✗llms.txt FileNo llms.txt file found at https://city-data.com/llms.txt (connection failed)
✓robots.txt for AI CrawlersAI crawlers are allowed to index the site
✗Sitemap CompletenessNo sitemap.xml found
?RSS/Atom FeedNot assessed
✗Internationalization SignalsNo hreflang alternate links found
?Content Licensing & AI PermissionsNot assessed
Trust & transparency
~Entity Authority & E-E-A-TNo Organization schema to reinforce entity identity
✓Creator TransparencyVisible authorship is present on some content but inconsistent
~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 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 city-data.com'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 city-data.com more agent-ready, in priority order.
1 Add structured tables and lists high impactlow effort
Present city-data.com's comparison and spec data as real HTML tables and lists agents can extract.
