Coding benchmark
Multi-SWE Bench leaderboard
Every model the catalog carries a published Multi-SWE Bench value for, ranked by that value.
CategoryCoding
MeasureRepository task completion
TasksMulti-language repo tasks
DifficultyProfessional software engineering
Published byMiniMax M2.7: Early Echoes of Self-Evolution
A multi-language software-engineering benchmark that measures repository-level bug fixing and implementation across more than one programming ecosystem.
Multi-SWE Bench ranking
1 model with a published Multi-SWE Bench 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 | Repository task completion |
|---|---|---|---|
| 1 |  MiniMax M2.7 | MiniMax | 52.7 |
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.