Agent Readiness Index
Stephen Driggs Agent Readiness Score
Not Agent-Ready Yet · Grade F · Scanned August 21, 2026
A working archive of production AI products, agentic platforms, and operating systems, with product notes, systems work, and practical AI research.
Discoverability
Can an AI agent find sitemaps, llms.txt, and machine-readable entry points?
Content
Can agents consume content cheaply via markdown, schema.org, and structured data?
Access Control
Are crawl rules and AI bot permissions declared in robots.txt?
Capabilities
Does the site expose APIs, MCP endpoints, or agent-usable tools?
Commerce
Can agents discover pricing and initiate payments (x402, MPP, UCP)?
Quality
Performance, token efficiency, and trust signals beyond baseline checks.
Content (5/100)
Improve content signals: llms.txt, robots.txt AI rules, structured data, MCP or OpenAPI endpoints, and agent-readable pricing where relevant.
Discoverability (14/100)
Improve discoverability signals: llms.txt, robots.txt AI rules, structured data, MCP or OpenAPI endpoints, and agent-readable pricing where relevant.
Capabilities (27/100)
Improve capabilities signals: llms.txt, robots.txt AI rules, structured data, MCP or OpenAPI endpoints, and agent-readable pricing where relevant.
StartupHub audits the full website across 50+ checks: discoverability, content negotiation, access control, capabilities (API/MCP), commerce (x402/MPP), and quality.
Unlike pricing-only indexes, we measure whether AI agents can find, read, and act on the entire site, not just the pricing page.
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