AI & ML sites on Sitedex

We've audited 72 ai & ml sites for how AI agents read them. Average AI-readiness: 38/100. Of those, 14 (19%) score 60 or higher — the threshold we call agent-ready.

Last audited: October 18, 2026

The AI & ML leaderboard

Ranked by composite AI-readiness score. Click any site to see the full audit.

Common gaps in ai & ml

What most sites in this category are missing — and what shipping it would unlock.

88% missing
WebMCP widget
In-browser tool registration via navigator.modelContext.
78% missing
Content-Signal policy
Tells AI crawlers what they can and can't do.
78% missing
Markdown content negotiation
Servers respond with text/markdown when asked.

How we score AI-readiness

Each audit blends a protocol score (14 signals, 30% of the composite) and a content score (15 buyer questions evaluated by an LLM judge against the indexed content, 70% of the composite). Sites scoring 60 or higher are agent-ready. See the full methodology →

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The AI & ML leaderboard

Common gaps in ai & ml

How we score AI-readiness

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