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kubernetes.io

Agent-readiness score 73/100 · audited 2026-10-10

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Scores

73
Agent-Ready
84
Trustworthy
60
Discoverable
76
Understandable

What this costs you

AI agents can partly use this site, but the gaps below cost citations, recommendations, and automated purchases. These fixes are small compared with the demand they unlock.

Critical exposures

  • Machine interfaces not advertised. Nothing in the HTML or HTTP headers points agents to your machine-readable surfaces. If an agent can't find the interface, the interface doesn't exist to it.
  • SEO score 60/100. The fundamentals classic search uses are also what AI engines ground on. Weak fundamentals here compound every gap above.

Issues & fixes

  • Meta description 559 chars — aim for 50–160
  • Missing canonical link
  • 1/6 images missing alt text
  • Missing Content-Security-Policy header

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