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Dev.to
Dev.to
7/6/2026
The original headline is: "We ran an AI-agent-readiness scan on 19 AI-native brands. Here is what breaks."

The original headline is: "We ran an AI-agent-readiness scan on 19 AI-native brands. Here is what breaks."

Original: We ran an AI-agent-readiness scan on 19 AI-native brands. Here is what breaks.

Short summary

An AI-agent-readiness scan of 19 major AI companies found none earned A grades; 54.5% average pass rate across 34 signals. Critical gaps: no FAQPage/BreadcrumbList JSON-LD (19/19 miss), no MCP cards (19/19 miss), inadequate tap-target sizing. Fixes are actionable—llms.txt, MCP card, and homepage schema—implementable in two hours for two-grade improvement.

  • 19 AI-native companies scanned; none achieved A grades (1 B, 7 C, 10 D, 1 F; 54.5% average pass rate)
  • Universal failures: no FAQPage/BreadcrumbList schema, no MCP server cards, poor tap-target sizing
  • Two-hour fix pack: /llms.txt, /.well-known/mcp.json, and homepage FAQPage JSON-LD

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