GEO Audit Kit - see how visible you are in AI search, run locally, buy once

Hey makers — Qiang here from 956231 Studio. Disclosure up front: I'm the maker and I'm selling this.

I built GEO Audit Kit because AI assistants became a real discovery channel, and almost every small shop I work with has no way to check whether they show up there at all.

It's a pack of Python scripts that scores how findable your pages are in AI answers and search — structured data, answerability, entity coverage, citation readiness — then prints the specific fixes that move the needle.

Who it's built for (three roles — find yours):

1) You run your own storefront (Shopify / Amazon / cross-border). Your product pages need to be quotable by ChatGPT, Perplexity and Copilot the same way they once needed to be crawlable by Google. This tells you, page by page, what's blocking that.

2) You do SEO/GEO for clients (agency or freelancer). You need a check that gives the same answer every time and a report you can hand over — not a vibe. One command, one report file, diffable between runs.

3) You just launched something. Run it on your launch page before spending a week wondering why no assistant ever mentions you.

What a run looks like: point it at a page or an export; it runs fully on your machine — no API key, no account, no telemetry, nothing uploaded — and writes a report: each item clear or flagged, and for flagged items, which field and which rule triggered. MIT licensed, one-time $27.55, lifetime updates, and it ships with a one-command self-test so you can verify it works before you pay.

Honest limits (unchanged from the first version): English-first reporting; it measures on-page signals only — it cannot see the model side, so it tells you what you can fix, not what any assistant will say.

Landing page: https://956231studio.com/skills/...

The question I'd most like answered in the comments: what would you want checked that isn't on that list? That's how the check list stays honest.