For students. For self-learners.

I'm self-taught. I remember the isolation of learning without a guide — questions you can't quite articulate, sensing something is wrong but not knowing where to look.

These tools are for you. For students in classrooms. For self-learners working alone. For anyone trying to see their own work clearly.

The tools don't teach. They don't judge. They surface what's already there — patterns in your thinking you can feel but can't name.

You know when your work holds together. And when it doesn't. But articulating why is hard.

Why free?

Because the real barrier to learning isn't access to information. It's knowing whether you're on the right track. That uncertainty compounds — you second-guess yourself, lose momentum, or charge ahead in the wrong direction.

A tool that shows you the shape of your own thinking costs almost nothing to run. Keeping it behind a paywall would solve the wrong problem.

Email verification gets you 10 free analyses on any tool. No account. No credit card. No expiring trial. The tools are free, and they always will be.

A cyborg project

Koher is neither human nor AI — it's both. I said what and why. Claude Code offered how. The division of labour — human handles judgement, AI handles synthesis — isn't just what the tools do. It's how they were made.

I couldn't have built this without AI. Claude Code couldn't have built it without me. It doesn't know what matters. It doesn't know when something is good enough. It doesn't know why a particular framing serves students better than another.

The architecture is autobiography.

What these tools are (and aren't)

Each tool encodes approximately 40% of what a teacher does — the pattern-based, repeatable portion. Surfacing what's clear, what's vague, what's missing. Being available at 2am when the deadline is tomorrow.

The other 60% requires human presence: reading context language cannot capture, knowing when to break the rules, responding to the individual. That's irreplaceable. Koher doesn't pretend otherwise.

Stories matter as much as donations

Koher seeks money too — grants, patrons, institutional support. Running the tools costs real rupees, and the practice needs a funding base. But money alone isn't enough. What Koher also seeks, and what is harder to come by, is interesting use-cases and stories.

A student using Coherence Diagnostic to sharpen a grant proposal. An educator running Play Shape Diagnostic with game design students who've never heard of "experiential qualities." An advocate who stumbles on a tool and finds it says something useful about their campaign brief.

Send stories — or support — to hello@koher.app.