Multi-SWE-Bench: leaderboard
Multilingual and multi-repository software issue benchmark evaluating whether LLMs can resolve bugs across codebases and languages.
Metric: Score (%). Source: llm-stats.com. Status: saturation imminent. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | MiniMax-M2.7 | 52.7 |
| 2 | MiniMax-M2.5 | 51.3 |
| 3 | MiniMax-M2.1 | 49.4 |
| 4 | MiniMax-M2 | 36.2 |
| 5 | Qwen 3 Coder 480B A35B Instruct | 25.8 |
Interactive version: theaggregate.ai/benchmark?slug=multi-swe-bench · How It Works · Data refreshed daily, snapshot 2026-09-05.