● system ok/212 problems live/47 solving right now
preview · demo datauptime 99.7%queue 0vol. ii · spring mmxxvi
Vibi
Start free
47 browsing right now

See how the pros talk to AI.

Vibi collects 300+ real prompts — the ones people actually use to get AI to write code, design images, fix resumes, build decks. One good prompt beats ten tutorials.

Browse300+ real prompts, sorted by use case and model.
Copyone click, paste into your own ChatGPT or Claude.
Comparesame prompt, see how 6 AIs each answer it.
300+
prompts covering code, design, writing, research — free forever.
6
frontier engines side-by-side — see which one reads you best.
copies, no signup needed, no credit card, no paywall.
the instrument · specread docs
build
v0.6.0 dev
engines
6 · frontier · parallel
scoring
open-source · MIT
licence
free, forever (for now)
today1,847prompts·11,082runs
RK
Rose · solving Q042 · 2m ago
MY
Maya · accepted 3 solutions · today
AD
Aadit · six-day streak · just now
+44
forty-four others on this problem right now
47 on this problem
CLAUDE 4.7/latency188ms/context200K/● ok
using your keytokens 0
target
the targetA pricing table, three tiers, middle highlighted.reproduce this in the fewest words — below, six engines try.
problemQ042 · pricing table — three tiers, middle highlightedclick to pin this problem
1
sweet spot
0·50·100·150·200
Tab sample · run0 / 200 tokens
AClaude 4.7
listening—ms
&GPT-5
listening—ms
Gemini 2.5
listening—ms
Kimi K2.5
listening—ms
DeepSeek
listening—ms
QQwen 3-VL
listening—ms
from the solvers
Rose made the pricing table in fourteen tokens.Maya solved Q041 on her second try.Aadit came back after three days, solved two.Yuki’s solution hit the top of the week.Dara — eleven words, accepted at 94.Omar shortened his best by four tokens.Lena left a note on Q029.Rose made the pricing table in fourteen tokens.Maya solved Q041 on her second try.Aadit came back after three days, solved two.Yuki’s solution hit the top of the week.Dara — eleven words, accepted at 94.Omar shortened his best by four tokens.Lena left a note on Q029.
live exampleQ042 · pricing table · easycycle 1
target UI
> your prompt0/120
6 engines · racing in parallel
CLAUDE 4.7
0
GPT-5
0
GEMINI 2.5
0
KIMI K2.5
0
DEEPSEEK
0
QWEN 3-VL
0
— what brings you here

Three reasons to open Vibi.

Learning, shipping, or sharing — most people come for one and stay for the others.

when you’re curious

Learn a language you can speak back.

Every good prompt in the Gallery comes with the engine that made it work. Read how someone got a neon landing page in 9 words, then try the same words yourself. The Library is the whole catalogue. No prompt left behind.

1.2k+prompts you can copy, fork, or remix
when you’re shipping

Find the engine that gets you.

Claude for logic? GPT for vibes? Kimi for cheap? Write your prompt once and watch six frontier models render the same intent differently. Pick the one that matches how you actually think.

6engines, side by side, honest scoring
when you’ve made something good

Share the recipe, not just the dish.

Everyone posts AI output. Vibi is where you post the prompt that made it. Your wins become other people’s starting points — and that’s how a craft spreads.

8categories for every kind of creation
Whichever one you are today — the other two will find you.Start free →
01 · seeA target UI
02 · writeA few words
03 · scoreSix engines try
§02 — The case
why a workshop

Vibe coding isn’t a skill you have. It’s a muscle you train.

Describing a picture in your head — precisely, in few enough words that an engine can make it — is harder than it looks, and easier than code. The gap between your intention and the pixels on screen is closed with practice.

01 · the borrowed prompt
You copy a prompt. It worked for someone, once.
Twitter screenshots. Reddit threads. A friend’s Notion doc. The sentence lands once and leaves no instinct behind — next time, the picture in your head stays in your head.
> Act as a senior designer and create a modern
> verbose · borrowed · not yours
02 · the silent miss
The output is wrong, but you can’t say why.
The engine listened to half your sentence, filled the other half with guesses. Without a side-by-side, you can’t see which words carried — so you try harder instead of shorter.
> three tiers ? middle highlighted ?
> monospace numerals ? three words ignored
03 · the drift
What works in Claude fails in GPT.
Six frontier engines, six different listeners. A prompt tuned for one becomes quiet in the others. Without all six at once, you can’t tell which is you and which is them.
> Claude 94   GPT 72   Kimi 81
> same sentence, three different stories
§03 — Three chambers

Three chambers. One studio.

Vibi is not one thing. It's a Library to learn, a Gallery to share, and a Translatorto decode. Each chamber opens into the others — you'll move freely.

§04 — What it costs
free · forever, for now

Free, for the first thousand.

The workshop is free — we never charge for tokens. Bring your own API keys for Claude, GPT, Gemini & others. Your keys never leave your browser, your runs, your cost, your data. Every room, every engine, every feature — open.

Because your tokens are on you, we can stay free forever. No Pro tier, no feature gates, no paywall. Just a workshop, open.

  • All 212 problems · six disciplines
  • Bring your own keys — Claude, GPT, Gemini, Kimi, DeepSeek, Qwen
  • Keys stay in your browser, never touch our server
  • Unlimited attempts · the Weekly · public library
  • Personal logbook & streak tracking

free forever · your keys, your cost · no ads, ever

§05 — From the logbook

Notes from the workshop floor.

As the workshop grows, we’ll write down what we learn here — and what people here teach us. These are the first three.

essay · draftingcoming soon
Why the shortest prompt is almost always the better teacher.
read when ready →
study · 40 promptscoming soon
Claude vs. GPT vs. Kimi on UI generation — forty prompts, one honest chart.
read when ready →
field notecoming soon
Vibe, not vocabulary — how to prompt for feelwhen you can’t name the style.
read when ready →
join the first hundred solvers · early members shape the problems
Claim your seat →
§06 — From everywhere

A workshop without walls.

Solvers scattered across time zones — Tokyo at 3am, Berlin at lunch, San Francisco just waking up. Every dot is someone shortening a sentence, somewhere.

47 solving now/23 countries/last ping · just now
peak zone · UTC+9
active nowseen todaycould be you
positions approximate · updated every tick
§07 — Questions, asked softly

Things people actually ask.

These are the questions we get the most — before anyone takes their first seat. Answered plainly.

What actually is Vibi?+
Three chambers in one studio. The Library is a practice workbench — 212 UI problems, six engines render each prompt in parallel, you iterate toward the fewest-words-that-work. The Gallery is a community wall — every creation posted with the exact prompt and engine that made it. The Translator (coming soon) shows how Claude, GPT, Midjourney all read the same sentence differently. Learning, shipping, and sharing — the same craft from three angles.
What goes in the Gallery?+
Anything you made with an AI. Web pages, apps, images, videos, music, writing, code — eight categories, all open. The only rule: every submission must include the exact prompt you used and the engine that generated it. That's what makes a gallery post different from a regular social post — you're sharing the recipe, not just the dish.
How does the scoring work?+
Two signals, weighted together. Likeness — how close each engine’s rendering is to the target UI, judged pixel-level plus semantic. Brevity — how few tokens your prompt used. A ten-word prompt that hits 80% likeness often beats a fifty-word prompt that hits 95%, because craft is doing more with less. The scoring algorithm is open source — read it on GitHub, file an issue if you disagree with a call.
Do I own what I post to the Gallery?+
Yes. You retain full ownership of your creations and prompts. By posting, you grant Vibi the right to display your submission and let others copy or fork the prompt — that's the whole point of a community recipe book. You can delete your submission anytime and it disappears from the Gallery immediately. No wash-sale clause. Read the full terms.
When does the Translator launch?+
Soon. The hard part is lighting up all six engines in parallel in a way that's honest (same prompt, same run conditions, real outputs — not mocked). We're targeting a preview for early members first. Join free and you'll be pinged the day it opens. In the meantime, the Library already does parallel six-engine rendering — just scoped to the 212 curated problems, not open prompts.
Why six engines, not one?+
Because different engines hear different things. A prompt tuned for Claude might be quiet in GPT, loud in Kimi. The cross-engine view is what makes a prompt craft rather than a magic spell for one model. In practice, the prompts that score 90+ across all six are the ones that travel — you can reuse them in your own products, in your own code, and trust they’ll land.
Is my prompt private?+
By default, yes. Your practice prompts in the Library are stored only for your own logbook and stay private. Gallery submissions are public by design — that's the point. API keys never leave your browser — they’re passed directly to each engine’s endpoint, not routed through our server. You can read the network code, or just open devtools and watch.
What if Vibi shuts down?+
Honest answer: possible. We’re a small team. But three safeguards — your logbook is exportable at any time as a JSON file with all your prompts, scores, and history. Your Gallery submissions are yours — exportable too. The problem set is open source — if we vanish, the community can fork it. And because you bring your own keys, you’ve never given us any billing hook or lock-in. Walk away whenever.
Can I monetize what I build?+
Absolutely. Use Vibi prompts in your own products, your client work, your startups. Everything you write is yours. We don't require attribution (though the community appreciates it). Tip jar / direct support for creators is on the roadmap — not in v1 but we're designing for it. For now: make good stuff, share the recipe, and grow the craft.
Four ways into the craft

Learn the language. Speak it fluently.
Teach it to others.

Practice 212 problems. Share your creations. Watch six engines read your words differently. All in one studio.