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

Declarative schema migrations with schema-as-code workflows

8,311 go hard
1,318
Generated Behavioral Tests
91.4%
Best Score
Muse Wonder (xhigh)

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 (xhigh) 91.4% $54.24 464 trace →
2 GPT 6 Astra (max) 91.3% $10.94 38 trace →
3 Claude Opus 5.5 (xhigh) 91.1% $69.28 479 trace →
4 Muse Wonder Full 89.8% TBA 492 trace →
5 Claude Fable 5.1 (xhigh) 82.9% $35.22 151 trace →
6 Claude Opus 5 (xhigh) 82.5% $46.17 242 trace →
7 Muse Spark 1.3 (max) 80.7% $5.44 324 trace →
8 Muse Spark 1.3 (xhigh) 74.3% $2.24 332 trace →
9 GPT 5.5 (xhigh) 72.5% $9.62 80 trace →
10 GLM-5.2 62.5% $16.91 190 trace →
11 Gemini 3.6 Flash 57.7% $3.97 176 trace →
12 Claude Opus 4.8 (xhigh) 57.6% $8.92 95 trace →
13 Claude Opus 4.7 (xhigh) 55.4% $11.04 163 trace →
14 Claude Opus 4.7 54.8% $8.11 173 trace →
15 GPT 5.5 (high) 54.6% $3.23 28 trace →
16 Muse Spark 1.2 (xhigh) 52.2% $0.12 168 trace →
17 GPT-5.6 Sol 47.2% $1.15 18 trace →
18 GPT 5.5 45.7% $1.58 31 trace →
19 Gemini 3.5 Flash 32.3% $4.30 150 trace →
20 Claude Haiku 4.5 28.4% $0.61 127 trace →
21 GPT 5.4 26.3% $0.43 16 trace →
22 Gemini 3 Flash 22.5% $0.27 104 trace →
23 Gemini 3.1 Pro 21.6% $1.62 114 trace →
24 GPT 5 mini 20.4% $0.02 15 trace →
25 GPT-5.6 Sol (xhigh) 9.3% $5.49 34 trace →
26 Gemini 3.7 Flash 9.3% $1.30 152 trace →
27 Claude Sonnet 4.6 9.3% $35.07 626 trace →
28 Muse Spark 1.1 (xhigh) 9.2% $0.12 136 trace →
29 Claude Opus 4.6 0.0% $5.00 296 trace →
30 GPT 5.4 mini 0.0% $0.06 18 trace →

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