Check out our newest benchmark: SWE-sweep (<10% solved!)

Hover for details · Click a model to open it · Drag to zoom the x-axis · Shift-drag to pan · The line marks the Pareto frontier (best score per cost)

30 runs
# Model Score Cost Calls
1 Muse Wonder Full 98.9% TBA 256 trace →
2 Claude Opus 5.5 (xhigh) 98.1% $25.39 237 trace →
3 Muse Wonder (xhigh) 97.9% $32.99 313 trace →
4 GPT 6 Astra (max) 97.6% $12.46 70 trace →
5 Muse Spark 1.3 (max) 97.1% $3.15 194 trace →
6 Claude Opus 5 (xhigh) 96.9% $18.41 146 trace →
7 Claude Fable 5.1 (xhigh) 96.7% $25.69 194 trace →
8 Muse Spark 1.3 (xhigh) 96.5% $1.89 236 trace →
9 GPT 5.5 (xhigh) 96.0% $9.37 89 trace →
10 GPT-5.6 Sol (xhigh) 93.9% $4.21 21 trace →
11 GLM-5.2 93.9% $25.70 288 trace →
12 Gemini 3.7 Flash 91.7% $3.02 126 trace →
13 GPT 5.5 (high) 90.4% $4.12 39 trace →
14 Gemini 3.6 Flash 88.2% $4.73 141 trace →
15 Claude Opus 4.7 87.2% $13.55 219 trace →
16 Claude Opus 4.7 (xhigh) 84.6% $17.84 250 trace →
17 Muse Spark 1.2 (xhigh) 84.5% $0.80 133 trace →
18 Claude Sonnet 4.6 84.3% $13.63 283 trace →
19 Claude Opus 4.8 (xhigh) 84.3% $33.86 204 trace →
20 GPT-5.6 Sol 82.5% $1.00 15 trace →
21 Claude Opus 4.6 80.9% $10.92 274 trace →
22 Gemini 3.5 Flash 74.8% $7.01 195 trace →
23 GPT 5.5 64.6% $0.94 14 trace →
24 Gemini 3.1 Pro 62.4% $1.58 99 trace →
25 GPT 5.4 58.7% $0.42 12 trace →
26 Gemini 3 Flash 51.2% $0.25 86 trace →
27 Claude Haiku 4.5 48.4% $0.89 149 trace →
28 GPT 5.4 mini 23.3% $0.06 10 trace →
29 GPT 5 mini 18.7% $0.04 19 trace →
30 Muse Spark 1.1 (xhigh) 2.8% $0.58 121 trace →

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