SWEeper-Bench - Preservation: leaderboard

Metric: Preservation rate (%; 200 interactive software bug-discovery tasks; native agent harnesses; scoped prompt; unlimited time). Source: sweeperbench.com. Saturation forecast: Estimated already saturated. 15 models tracked.

Top models

#ModelScore
1Grok 4.6 (xHigh)100
2GPT-6 Astra (xHigh)100
3Claude Fable 5.1 (xHigh)100
4Kimi K3 (High)99.5
5GLM-5.3 (Max)99
6GPT-5.6 Terra (xHigh)99
7GLM-5.3 Flash (Max)99
8GPT-5.6 Luna (xHigh)98.5
9Claude Opus 5 (xHigh)98.5
10GPT-5.6 Sol (xHigh)98

Interactive version: theaggregate.ai/benchmark?slug=sweeper-bench-preservation · How It Works · Data refreshed daily, snapshot 2026-10-09.