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ModelScale

Coding benchmark

VIBE-Pro leaderboard

Every model the catalog carries a published VIBE-Pro value for, ranked by that value.

CategoryCoding
MeasureRepository-level implementation benchmark
TasksFull project delivery tasks
DifficultyEnd-to-end software delivery

A repo-level code generation and full-project delivery benchmark spanning web, mobile, and simulation-style implementation tasks.

VIBE-Pro ranking

1 model with a published VIBE-Pro value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.

Models ranked by their published VIBE-Pro value
RankModelProviderRepository-level implementation benchmark
1MiniMax M2.7MiniMax55.6

Evidence key: Observed

Rows are ordered by the value MiniMax M2.7: Early Echoes of Self-Evolution published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.

All leaderboards · Coding capability leaderboard