VibeBench · Evidence
Stop guessing
which model is best
Model launches are marketing. Benchmarks are evidence. VibeBench tracks how the frontier models actually perform on coding — in leaderboards, profiles and head-to-head compares — so every seat on your AI team is earned, not assumed.
Coding leaderboard — illustrative
Live on Vibe BenchThe names rotate. The point doesn't: the “best coding model” changes every few months — and the gap between first and third is often the difference between a merged PR and an afternoon of cleanup.
Why we run benchmarks
Model-agnostic is only useful if you know which model to pick
The whole thesis of The Vibe Father is that no single lab wins forever. That freedom needs data behind it — otherwise you've just traded one kind of guessing for another.
The current pecking order
A living ranking of frontier models on coding performance — updated as new results land, not frozen at whatever last year's launch decks claimed.
Head-to-head, not vibes
Put two models side by side across the metrics that matter for real work — capability, cost, speed — and see where each one actually earns its seat.
Sources you can check
Every number traces to a published, independent benchmark — with the methodology documented on its own page, because “trust us” isn't a methodology.
Then act on it — in the same ecosystem
See a model climbing the board? Point VibeBrain at it, or give it a seat on your VibeSwarm roster. No migration, no lock-in — that's the entire point.
Pairs with
Stronger together
One brain, any model — Anthropic, OpenAI, xAI, Kimi, MiniMax, OpenRouter or your own endpoint, with persistent memory.
Explore VibeBrain VibeSwarmA coordinated AI dev team — Coordinator, Builder, Scout and Reviewer working in parallel on a shared task board.
Explore VibeSwarm VibeSafeThe AutoVibe gate runs your real build and tests before work ships — plus one-click checkpoints and rewind.
Explore VibeSafe
Staff your team on evidence
VibeBench pairs with everything else in The Vibe Father — pick models with data, then put them to work. One flat price.