TopVibeCoder

leaderboard
demos

Inspiration

As vibe coding gets popular, more people can ship faster than ever. The new bottleneck isn’t building—it’s being seen and evaluated fairly. We wanted a simple benchmark so good work doesn’t get lost in a sea of repos.

What it does

TopVibeCoder turns a repo link into:

a leaderboard for 3000+ apps (impact, techincial, creativity, ui, prompt engineering, etc)
auto eval any codespace (aggregated evals to reduce randomness)
auto demo generator (click to try, no setup)

How we built it

We built a pipeline that: 1) eval the code with 5 dimensions 2) uses Gemini 3 to produce structured evaluations, 3) uses Gemini 3 to generate and host demo (details here: https://www.kaggle.com/competitions/gemini-3/discussion/671193)

Challenges we ran into

Data collection
Demo Generation: story, smoothness

Accomplishments that we're proud of

Repo → rank + feedback + demo in ~1 minute
Evaluated thousands of projects and made them instantly comparable
Get lots of positive feedback from communities

What we learned

In the vibe-coding era, distribution and evaluation matter as much as shipping
Structured rubrics + aggregation create signal people can trust
Demos turn “code” into something others can actually experience