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NeuronFeed
AI Agents

AI Agent Readiness Checker

Test any website for the signals AI agents look for: llms.txt, AI-crawler permissions, an OpenAPI spec, developer docs, and MCP support. Get a 0–100 readiness score.

Why agent readiness matters

AI assistants and autonomous agents increasingly decide which products get recommended and which APIs get called. A site that publishes llms.txt, allows AI crawlers in robots.txt, exposes an OpenAPI spec, and documents an MCP server is dramatically easier for agents to discover, understand, and integrate. This checker probes those exact surfaces — the same signals behind our directory-wide Agent Readiness leaderboard.