AI-Readiness Auditor

Score any repo on MCP servers and AI-readable READMEs

Problem

Developers realize agents will be the main consumers of APIs and tools, but they have no way to know if their project is AI-friendly — whether it has an MCP server, a structured README, or interface descriptions a model can actually read.

Solution

Paste a GitHub repo or docs URL and get an AI-readiness score with concrete fixes: does it expose an MCP server, is there a tools.json/OpenAPI description, is the README structured for agents, and are examples runnable. It outputs an editable improvement checklist.

Users

Open-source maintainers, indie devs, DevRel and API tool teams

MVP

Fetch README and docs from a repo URL; detect MCP/OpenAPI/tool descriptions; produce itemized scores by rule; output an editable checklist; generate a paste-ready README supplement

Revenue

Free basic scan plus per-repo subscription for deep reports and history; team plan for DevRel teams

Why now

Agents are becoming the default API consumer, and AI-readability is shifting from nice-to-have to competitive edge, while measurement tools are nearly nonexistent