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Vibe coding · What you make · How you sell it

Independent publication and research for vibe coders.

A publication for the solo builder doing it all with AI: vibe coding the product, finding the users, pricing the work. Here you will learn how to market, what the studies say, and what tools to use, and read about other founders who have done it all.

Free to read, no account. One email only when we have tested something worth your time.

The Studio · verified

Studio 03 · Tom Huang, Open Design: "Stars are not revenue wearing a trench coat"

Eleven days after Anthropic shipped Claude Design, a Shanghai team shipped the open-source alternative. It has since crossed a million installs on 77,000 stars, and the first build cost about $200. Tom Huang on the file-first method that let agents write all the code, why giving the product away was the plan, and the part no agent can do for you.

Built by Tom Huang · Open Design

Liveopen-design.ai ✓
Stars / installs77k / 1M+
First build~$200
v0.9.0310 PRs, 7 days
A hand-inked gauge labelled ChatGPT Free, one 30-day meter, with the needle at 37 percent above a row of twelve ticked gate boxes reading 12 gates, 12 passes, and the caption: twelve gates, twelve passes, on the $0 plan, it cost 37% of the month.

The Proof · AI tool

Codex on the ChatGPT Free plan: we gave it $0 and the same booking app

We handed the free tier of OpenAI's coding agent the exact founder pitch, curveballs and frozen gates that Cursor Pro and Claude Code faced in August. It cleared all twelve, including the concurrency gate both $20 tools failed, in under ten minutes of agent time. The bill was 37 percent of a 30-day meter, and the model behind the door was not the one in the launch posts.

Worth it tested · OpenAI Codex (ChatGPT Free plan)

How to read the marks

Verified

A Studio build we checked: it is live and its receipts hold up. Hands-on when we can run it ourselves, independently confirmed when it is a B2B build we cannot.

Worth it

A Proof verdict on a tool we used ourselves: signed up, ran real tasks, and logged what it costs.

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Why us

We do the homework.

Anyone can repost a cool demo. We use the thing, tell you what's real vs. smoke, do the cost and pricing math, and link you straight to the maker. The skepticism is on the work, never the people.

See the price index: 101 tools, verified →

Link back · buttons and the ring

The old way the web found each other.

Grab an 88 by 31 button for your site, or join the vibe coders ring: a small loop of sites built with AI, linked footer to footer so people can wander the circle. You link us, we link you.

Grab a button, join the ring →