AI Visibility Index / huggingface.co

Is Hugging Face visible to AI?

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

75rank #445 of 538
AI crawler access · 100/100
Answer-engine content · 93/100
Structured data · 20/100
Agent readiness · 47/100

6 issues holding Hugging Face back

llms.txt
No /llms.txt: the emerging standard map that tells LLMs and agents what your site is and where the key docs are.
→ Publish the generated llms.txt below at https://yoursite/llms.txt.
JSON-LD structured data
No schema.org JSON-LD found.
→ Add JSON-LD (generated below) so engines know your entity, product and pricing unambiguously.
Machine-usable interface (API / MCP)
No OpenAPI spec, MCP server or API docs discovered. AI agents can read about you but can't act (sign up, query, buy).
→ Expose an MCP server or OpenAPI spec and link it from llms.txt so agents can use your product, not just read about it.
Entity / product schema
No Organization / Product / SoftwareApplication schema.
→ Add Organization + Product/SoftwareApplication schema with name, url, logo, sameAs (socials), offers.
Question & answer content
No FAQ section found.
→ Add an FAQ answering the exact questions buyers ask ChatGPT ("best X for Y", "X vs Y", "how much does X cost").
Language declared
No lang attribute.
→ Add `<html lang="en">`.

What Hugging Face gets right

Served over HTTPS · robots.txt present · AI search & answer bots allowed · AI training crawlers · XML sitemap · Page is indexable · Fast response · Content visible without JavaScript · Descriptive title tag · Meta description · One clear H1 · Scannable section headings · Open Graph tags · Linked brand profiles · Pricing is machine-readable · Docs / help content linked

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