AI that adapts to you, not the other way around.

Most AI tools want you to flatten how you think into the model's defaults. We go the other way — figure out how you work, then ship config that makes your AI agent move the way you do.

What we build

Your seedis a bundle — CLAUDE.md, skills, memories — tuned to how you think. Take the quiz, download the zip, paste it into your Claude Code project. Start a fresh session and the agent moves differently. Its defaults now match yours.

See the full lineup on the landing page. What we do and don't store is anchored to file paths on the privacy page.

Who we are

We are a small, dedicated team at MUCA Labs. We build the engine underneath and ship the tools on top. The engine is private. The products are the surface.

Why

Most software gets built for the median user. That's fine for spreadsheets. It's not fine for the tool you trust to ship code on your behalf.

We'd rather build a small system that learns one person at a time than a big system that flattens everyone.