SWE Atlas — leaderboard
Metric: Score (self-reported). Source: benchmarklist.com. 16 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 (xHigh) | 40.8 |
| 2 | GPT-5.3 Codex | 32.6 |
| 3 | Claude Sonnet 4.6 | 31.2 |
| 4 | Muse Spark | 24.2 |
| 5 | GLM-5 | 20.5 |
| 6 | Gemini 3.1 Pro (Preview) | 13.5 |
| 7 | MiniMax-M2.5 | 10.3 |
| 8 | Gemini 3 Flash (Preview) | 8.2 |
Interactive version: theaggregate.ai/benchmark?slug=swe-atlas · How the rankings work · Data refreshed daily, snapshot 2026-07-22.