The blog
Notes from
the agent loop.
Why coding agents guess at SEO data, how to wire real metrics into your stack, and how to design tools for machines instead of dashboards.
3 posts
Opinion
Why your coding agent keeps guessing at search volume
Coding agents are confident about SEO numbers they have no way of knowing. Here is why that happens, and what to do about it.
May 14, 2026 Read
Guide
Wire SEOCTL into Claude Code in two minutes
A short, practical walkthrough: install the CLI, authenticate, hand the agent its instructions, and watch it run SEO research on its own.
May 12, 2026 Read
Engineering
JSON over dashboards: what an agent-native SEO tool owes you
Most SEO tooling is designed for a human staring at a screen. Tools for agents have a different contract. Here is the one we hold SEOCTL to.
May 8, 2026 Read