参与测试的模型
共 28 个模型。每个模型展示当前数据版本中任务通过率最高、同分时成本更低的一条配置；数据版本 2026-09-22，最近更新 2026-10-03 08:45。
| 选择 | 排名 | 模型 | 本次尝试数 | 单次平均成本 | 平均输出量 | 平均代理步数 | 任务通过率 |
|---|---|---|---|---|---|---|---|
| 1 |
gpt-6-astra
xhigh
|
452 | $4.43 | 暂无数据 | 29 | 74.12% | |
| 2 |
gemini-3-8-flash
high
|
447 | $2.36 | 暂无数据 | 166 | 73.83% | |
| 3 |
claude-opus-5
max
|
444 | $11.84 | 暂无数据 | 99 | 73.65% | |
| 4 |
gpt-5-6-sol
max
|
450 | $8.39 | 暂无数据 | 61 | 72.67% | |
| 5 |
claude-fable-5
xhigh
|
452 | $13.41 | 暂无数据 | 68 | 69.91% | |
| 6 |
gpt-5-6-terra
max
|
451 | $4.95 | 暂无数据 | 76 | 69.62% | |
| 7 |
glm-5-3
max
|
451 | $3.99 | 暂无数据 | 124 | 68.96% | |
| 8 |
kimi-k3
max
|
451 | $4.65 | 暂无数据 | 98 | 68.51% | |
| 9 |
grok-4-6
medium
|
452 | $3.45 | 暂无数据 | 70 | 67.48% | |
| 10 |
gpt-5-6-luna
max
|
448 | $3.03 | 暂无数据 | 102 | 67.19% | |
| 11 |
gpt-5-5
xhigh
|
452 | $7.23 | 暂无数据 | 82 | 67.04% | |
| 12 |
gemini-3-7-flash
medium
|
452 | $2.03 | 暂无数据 | 117 | 65.49% | |
| 13 |
glm-5-3-flash
max
|
448 | $0.48 | 暂无数据 | 123 | 63.39% | |
| 14 |
deepseek-v4-pro
max
|
452 | $0.24 | 暂无数据 | 155 | 62.83% | |
| 15 |
claude-opus-4-8
max
|
429 | $13.22 | 暂无数据 | 120 | 58.97% | |
| 16 |
qwen3-8-max
xhigh
|
449 | $3.73 | 暂无数据 | 111 | 57.46% | |
| 17 |
muse-spark-1-2
xhigh
|
452 | $3.70 | 暂无数据 | 101 | 54.87% | |
| 18 |
claude-sonnet-5
max
|
442 | $26.40 | 暂无数据 | 268 | 53.85% | |
| 19 |
grok-4-5
high
|
452 | $2.42 | 暂无数据 | 61 | 53.76% | |
| 20 |
deepseek-v4-flash
max
|
452 | $0.10 | 暂无数据 | 153 | 53.32% | |
| 21 |
muse-spark-1-1
xhigh
|
452 | $2.36 | 暂无数据 | 96 | 53.32% | |
| 22 |
gpt-5-4
xhigh
|
452 | $5.65 | 暂无数据 | 70 | 51.77% | |
| 23 |
gemini-3-6-flash
high
|
452 | $4.42 | 暂无数据 | 117 | 46.68% | |
| 24 |
glm-5-2
max
|
450 | $3.92 | 暂无数据 | 129 | 43.78% | |
| 25 |
gemini-3-5-flash
high
|
452 | $3.45 | 暂无数据 | 105 | 36.06% | |
| 26 |
kimi-k2-7-code
|
452 | $2.82 | 暂无数据 | 149 | 30.53% | |
| 27 |
claude-sonnet-4-6
high
|
451 | $5.52 | 暂无数据 | 134 | 29.93% | |
| 28 |
gemini-3-1-pro-preview
high
|
452 | $2.14 | 暂无数据 | 76 | 11.73% |