Adam Kinney Adam Kinney
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AI Readiness

The agent-discoverable web — protocols, scoring patterns, and detection heuristics for sites that want to be readable by AI agents. Sourced from building Obaron, the AI Readiness scanner that grades any site against the public rubric.

2 articles

  • Don't Make Your Agent Call an LLM to Tell What CMS a Page Is Built On Strong vs weak signals, confidence tiers, fixed iteration order. Heuristic page classification gives your agent a deterministic answer in microseconds.
  • Your MCP Server Needs Two Tools, Not One Most MCP servers ship one tool that does the work. They should ship two — one that produces a result, one that retrieves it by ID. Here's why.

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