AI search visibility report · 2026-06-22
How AI assistants see developer.mozilla.org
developer.mozilla.org has an AI visibility score of 58/100. The site passed 21 of 34 tests. Its strongest areas are Content Freshness and Content Structure. The areas to improve are Schema.org Markup and Authority & Trust Signals.
How ChatGPT, Claude and Perplexity read developer.mozilla.org
Readability50/100
Result: weak. 2 of 4 tests passed.
Sentence length is significantly too high (46.3 words avg), making it difficult for LLMs to parse efficiently.
Schema.org Markup0/100
Result: weak. 0 of 5 tests passed.
Complete absence of JSON-LD schema markup is a major missed opportunity for LLM optimization.
Authority & Trust Signals48/100
Result: weak. 3 of 5 tests passed.
Strong publication dates and trust pages, but lacks verifiable contact info and Person schema for authors.
Citation & Source Quality72/100
Result: average. 3 of 4 tests passed.
Excellent use of inline citations, but lacks links to primary authoritative bodies like W3C.
Content Freshness90/100
Result: strong. 4 of 4 tests passed.
Exceptional freshness with content updated as recently as 1 day ago. Clear update signals present.
Content Structure85/100
Result: strong. 4 of 4 tests passed.
Perfect heading hierarchy and strong use of semantic HTML elements.
Entity Definition58/100
Result: weak. 2 of 4 tests passed.
Clear brand consistency and about page, but lacks schema-backed author and organization definitions.
Technical Accessibility83/100
Result: strong. 3 of 4 tests passed.
Excellent crawler access and JS independence, but social meta tags are incomplete.
How developer.mozilla.org can improve its AI visibility
- Implement JSON-LD Schema Markup (high priority)
- Optimize Sentence Length for LLM Parsing (high priority)
- Add Verifiable Contact Information (medium priority)
- Enhance Social Meta Tags (medium priority)
- Link to Primary Technical Specifications (low priority)
How developer.mozilla.org compares to its competitors
- W3Schools (w3schools.com) — score 31/100
- web.dev (Google) (web.dev) — score 66/100
- Stack Overflow (stackoverflow.com) — score 52/100
- GeeksforGeeks (geeksforgeeks.org) — score 41/100