Coding benchmark
VIBE V2 leaderboard
Every model the catalog carries a published VIBE V2 value for, ranked by that value.
CategoryCoding
MeasureTask success rate
TasksEnd-to-end coding-agent tasks
DifficultyFrontier coding-agent workflows
Published byMiniMax M3 model card
A display-only MiniMax provider benchmark for end-to-end coding-agent and product-building tasks.
VIBE V2 ranking
1 model with a published VIBE V2 value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.
| Rank | Model | Provider | Task success rate |
|---|---|---|---|
| 1 |  MiniMax M3 | MiniMax | 50.1 |
Evidence key: Observed
Rows are ordered by the value MiniMax M3 model card 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.