georgejieh/MachineRead-Preview

Audit any website for LLM discoverability and agent readiness. Checks AI crawler access, llms.txt, JSON-LD, MCP/A2A discovery, scrapability, and the SEO fundamentals AI retrieval still depends on. Local, free, no API keys.

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machineread-audit

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georgejieh/MachineRead-Preview

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Use when auditing a public website for AI visibility, agent accessibility, scrapability, or search-discovery readiness with the free MachineRead Essentials audit. Triggers: 'audit this URL for AI readiness', 'check if the site is agent-friendly', 'run a MachineRead audit', 'get a public-readiness score'. Calls POST…

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