GEO Readiness
0.7
Fix: Add Organization JSON-LD schema with name, url, logo, sameAs.
Is Hugging Face cited by AI? Its AI Visibility Score is 46/100
Hugging Face (huggingface.co) is ML model hub. CitationDesk ran one crawl and scored how ready it is to be cited by ChatGPT, Claude, Perplexity & Gemini — across three pillars. Last scored 2026-06-17.
Visibility Score
huggingface.co
46
WEAK — room to improve
AI Visibility★
11
Search
80
Convert
80
Highest-leverage fix for Hugging Face
Entity Coherence: Add Organization schema in <head> on every page.
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AI VisibilityAI wedge
11/100
Dual Fit
0.3
Fix: Open the first paragraph with a quote-ready fact, definition, or statistic.
Entity Coherence
0.0
Fix: Add Organization schema in <head> on every page.
Bot-Crawl Health
0.8
Fix: Create /llms.txt with a site summary + priority URLs (Anthropic + OpenAI + Perplexity convention).
Search Foundation
80/100
SEO Foundation
0.8
Fix: Add WebPage or Article JSON-LD schema.
Convert
80/100
Conversion Readiness
0.8
Fix: Add a lead-capture form or email input so visitors can convert.
Compare other sites' AI Visibility
Score is heuristic, computed from public on-page signals at 2026-06-17; not affiliated with Hugging Face. Methodology: how the score works.