Vals AI SWE-bench Verified — leaderboard
Metric: Resolved (%). Source: www.vals.ai. 72 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.6 Sol | 96.2 |
| 2 | Claude Fable 5 | 95 |
| 3 | Kimi K3 | 93.4 |
| 4 | GPT-5.6 Luna | 93 |
| 5 | Claude Opus 4.8 | 88.6 |
| 6 | Grok 4.5 | 86.6 |
| 7 | GLM-5.2 | 82.8 |
| 8 | GPT-5.5 | 82.6 |
| 9 | Claude Opus 4.7 | 82 |
| 10 | Muse Spark 1.1 | 82 |
| 11 | Claude Sonnet 5 | 79.6 |
| 12 | Gemini 3.1 Pro (Preview) | 78.8 |
| 13 | Gemini 3.5 Flash | 78.8 |
| 14 | Claude Opus 4.6 (Thinking) | 78.2 |
| 15 | Kimi K2.7 Code | 78.2 |
Interactive version: theaggregate.ai/benchmark?slug=vals-ai-swe-bench-verified · How the rankings work · Data refreshed daily, snapshot 2026-07-22.