Context
Cloudflare introduced an Agent Readiness score and assessment tool to help site owners evaluate whether websites are usable by AI agents.
What changed
Cloudflare turned agent accessibility into an explicit website-readiness measurement surface, covering capabilities such as authentication, content access, agent-consumable formats, and payments.
Why it matters
The release provides first-party evidence that agentic discoverability is becoming a distinct optimization and measurement problem beyond ordinary search indexing.
Visibility OS interpretation
Visibility OS treats agent readiness as a separate layer of AI discoverability: whether autonomous agents can successfully interact with a site, not merely retrieve or cite its pages.
What remains uncertain
How well do Cloudflare Agent Readiness criteria predict successful interaction by third-party agents? Which criteria generalize beyond Cloudflare’s framework?