f4.dev agent readiness score
58/ 100
CNeeds Work
Strong auth foundation and agent discovery file, but no OpenAPI spec or MCP Apps support.
Discovery
12/22
Identity
16/22
Access
24/34
Payments
6/12
Experience
2/10
Group by
Competitive Analytics
Layer profile
Unlock analytics
See your score trend, layer rankings, and competitive position
You've seen the score. Now watch an agent use your site.
We'll send a real agent to sign up, find pricing, or get API access on f4.dev - step by step, on your live site.
Watch an agent use your site →Monitor this domain
Get a weekly report with ranking changes, new agent feedback, and score alerts.
or talk to us about improving your score →