Appear is winding down — continue at ctxpipe.ai
The Appear platform is being wound down. The idea continues at ctxpipe.ai. Specs Hub, the API Toolkit, and our other free tools remain available here.
Thomas Peterson
Appear the product is winding down. Continue at ctxpipe.ai — the engineering context layer for your org. Tools on this site remain available.
All Posts
Insights, tutorials, and updates on API docs, agents, and schema automation.
Why your Agent Strategy has an API problem
Agents don't do things—they call APIs. If your APIs aren't agent-ready, your agent strategy won't work. Here's what changes.
Thomas Peterson
Schema-Last: Why the best API documentation starts with reality
Design-first rarely survives contact with reality. Schema-last captures what your APIs actually do—no drift, no lies.
Thomas Peterson
Is your tech stack AI ready?
How to prepare your APIs, MCPs and engineering practices so autonomous AI agents behave reliably, safely, and usefully.
Jakub Riedl
Why Your API Docs Break for AI Agents
Your API docs may be human-friendly, but agents need precision. Learn why vague specs break AI integrations and how to fix them.
Thomas Peterson
The End of Manual API Documentation
Discover how automation is revolutionising the way we document APIs, saving countless hours and reducing human error. It's time to let the machines do the tedious work.
Thomas Peterson