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Upcoming talk · AGNTCon + MCPCon North America 2026

Beyond Scraping: Building Agent-Ready Documentation Layers for MCP and AI Agents

How to turn human-first documentation into structured Markdown infrastructure that gives AI agents useful context with less traversal overhead.

· San Jose, California, United States
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Developer documentation has traditionally been designed for people navigating pages in a browser. AI agents and code assistants use it differently: they need to locate, interpret, and turn documentation into working implementation context while a developer is actively coding.

This session shares what server-log analysis of more than 10 million requests to Adyen’s documentation revealed about agent traffic, including how frequently user-directed assistants retrieve context. It then explains how the documentation layer was adapted for this workflow with structured LLM discovery, raw Markdown URLs, and a downloadable documentation mirror.

What the session covers

  • Why human-first HTML and site hierarchies create unnecessary traversal for agents
  • How /llms.txt supports structured content discovery
  • How raw .md URLs reduce parsing and reconstruction overhead
  • How a complete Markdown mirror can provide portable documentation context
  • How agent-ready delivery can reduce rate-limit pressure and improve generated integration code

Session details

This intermediate Agentic Engineering breakout takes place in room 210 CG on Friday, October 23, 2026, from 5:10 PM to 5:35 PM PDT.