The Agent Readiness Framework™

Is your business ready for AI agents?

Run a free audit and get your Agent Readiness Score™ — a weighted grade across Technical Agent Readiness, Agent Task Readiness, and Recommendation Readiness, calibrated for your actual website type. Every finding is backed by evidence: the exact URL we fetched, the HTTP status, and the content the agent saw.

Get your free Agent Readiness Score Upgrade to Pro — $49/year

What we check

• Technical Agent Readiness — discoverability (robots.txt, sitemaps), content accessibility (llms.txt, SSR HTML), bot access control, capability discovery (.well-known, MCP), commerce protocol signals (x402 / ACP / UCP).
• Agent Task Readiness — whether an agent can reach meaningful next actions: contact, pricing, signup, booking, demo, docs, checkout.
• Recommendation Readiness — business clarity, trust & proof, entity consistency, AEO/GEO answer-readiness (schema.org, semantic structure, freshness, alt text).
• Agent Actionability — a Playwright-driven synthetic agent completes canonical tasks (find a product → add to cart, find contact → fill demo form) and records every click, URL, screenshot, and blocker.

For agents

Machine endpoints for crawlers and agentic clients:

• /llms.txt — Markdown-for-agents site guide
• /sitemap.xml
• /.well-known/ai-capabilities.json — task + endpoint descriptor
• /.well-known/ai-plugin.json — OpenAI-style plugin manifest
• /.well-known/mcp.json — Model Context Protocol descriptor
• /.well-known/security.txt