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SciCode Benchmark Leaderboard
As of 29 Oct 2026 · 244 ranked rows · Original source ↗
Cost per Intelligence Index task uses Artificial Analysis profile values captured 29 Oct 2026, weighted across the Index evaluations. Workbook cost values mentioned in the source notes below are evaluation-specific.
AA Cost Chart Label is the displayed source value; Cost per Task (USD) is numeric. Cost fields are limited to public points captured in this workbook; blank fields indicate no cost point was captured here. GPT-6.1 Sol effort-variant rows use scores from Artificial Analysis model profiles captured 2026-09-30; insertion ranks are documented in docs/GPT-6.1-SOL-RANK-IMPACT.md. Values refreshed from the Artificial Analysis evaluation page captured 2026-10-29.
244 results
| 1 | Anthropic | Claude Opus 5.5 (Adaptive Reasoning, Max Effort, Default Fallback) | 0.668981 | Sep 2026 | $10.04 |
| 2 | Anthropic | Claude Opus 5.5 (Adaptive Reasoning, Xhigh Effort, Default Fallback) | 0.650463 | Sep 2026 | $6.05 |
| 3 | Gemini 4 Carbon (High) | 0.642361 | Oct 2026 | $7.76 | |
| 4 | Anthropic | Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback) | 0.630787 | Sep 2026 | $13.04 |
| 5 | Meta | Muse Wonder Full (Max) | 0.626157 | Oct 2026 | — |
| 6 | Gemini 4 Argon (High) | 0.618056 | Sep 2026 | $7.68 | |
| 7 | Anthropic | Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) | 0.609954 | Jun 2026 | — |
| 7 | Anthropic | Claude Sonnet 5.5 (Adaptive Reasoning, Max Effort, Default Fallback) | 0.609954 | Sep 2026 | $10.02 |
| 9 | Anthropic | Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback) | 0.608796 | Sep 2026 | $10.89 |
| 9 | Xiaomi | MiMo-V2.6-Pro | 0.608796 | Sep 2026 | $0.26 |
| 11 | Kimi | Kimi K3.1 Pro | 0.607639 | Oct 2026 | $3.68 |
| 12 | Anthropic | Claude Opus 5.5 (Adaptive Reasoning, High Effort, Default Fallback) | 0.604167 | Sep 2026 | $3.46 |
| 13 | Meta | Muse Wonder (Max) | 0.603009 | Oct 2026 | $6.95 |
| 14 | Gemini 3.7 Flash (Medium) | 0.59838 | Aug 2026 | — | |
| 15 | Meta | Muse Spark 1.3 (Xhigh) | 0.597222 | Sep 2026 | — |
| 16 | Kimi | Kimi K3 (Max) | 0.594907 | Jul 2026 | — |
| 17 | Anthropic | Claude Opus 5.5 (Adaptive Reasoning, Medium Effort, Default Fallback) | 0.592593 | Sep 2026 | $2.45 |
| 18 | Z AI | GLM-5.3 (Max) | 0.590278 | Aug 2026 | $5.01 |
| 19 | StepFun | Step 5 Preview | 0.58912 | Sep 2026 | $2.35 |
| 20 | Meta | Muse Spark 1.1 (Xhigh) | 0.587963 | Jul 2026 | — |
| 20 | Meta | Muse Spark 1.3 (Max) | 0.587963 | Sep 2026 | $2.39 |
| 22 | Anthropic | Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback) | 0.586806 | Sep 2026 | $7.56 |
| 22 | Gemini 3.1 Pro Preview | 0.586806 | Feb 2026 | — | |
| 24 | Anthropic | Claude Opus 5.5 (Adaptive Reasoning, Low Effort, Default Fallback) | 0.585648 | Sep 2026 | $0.98 |
| 25 | Meta | Muse Spark Open (Xhigh) | 0.584491 | Oct 2026 | $2.02 |
| 26 | OpenAI | GPT-5.6 Sol (High) | 0.577546 | Jul 2026 | — |
| 26 | SpaceXAI | Grok 4.7 (High) | 0.577546 | Sep 2026 | $6.18 |
| 28 | OpenAI | GPT-6 Sol (Max) | 0.576389 | Sep 2026 | — |
| 29 | OpenAI | GPT-5.6 Sol (Medium) | 0.574074 | Jul 2026 | — |
| 29 | SpaceXAI | Grok 4.7 (Xhigh) | 0.574074 | Sep 2026 | $7.51 |
| 29 | Meta | Muse Spark 1.2 (Xhigh) | 0.574074 | Aug 2026 | — |
| 32 | Anthropic | Claude Sonnet 5.5 (Adaptive Reasoning, Xhigh Effort, Default Fallback) | 0.572917 | Sep 2026 | $4.09 |
| 33 | Gemini 3.7 Flash (High) | 0.571759 | Aug 2026 | — | |
| 34 | OpenAI | GPT-5.6 Sol (Max) | 0.570602 | Jul 2026 | — |
| 34 | OpenAI | GPT-5.6 Sol (Xhigh) | 0.570602 | Jul 2026 | — |
| 36 | InclusionAI | Ling 3.1 Flash 1019 | 0.568287 | Oct 2026 | $3.19 |
| 37 | Anthropic | Claude Fable 5.1 (Adaptive Reasoning, Low Effort, Default Fallback) | 0.56713 | Sep 2026 | $4.49 |
| 38 | Gemini 3.8 Flash (High) | 0.565972 | Sep 2026 | $7.77 | |
| 39 | OpenAI | GPT-6 Astra (Max) | 0.564815 | Sep 2026 | $6.24 |
| 39 | SpaceXAI | Grok 4.6 (High) | 0.564815 | Aug 2026 | — |
| 41 | Anthropic | Claude Fable 5.1 (Adaptive Reasoning, Medium Effort, Default Fallback) | 0.563657 | Sep 2026 | $5.58 |
| 41 | Anthropic | Claude Opus 5 (Max) | 0.563657 | Jul 2026 | — |
| 41 | OpenAI | GPT-5.6 Sol (Low) | 0.563657 | Jul 2026 | — |
| 44 | OpenAI | GPT-5.5 (High) | 0.561343 | Apr 2026 | — |
| 45 | DeepSeek | DeepSeek V4.1 Flash 1017 (Max) | 0.559028 | Oct 2026 | $0.60 |
| 45 | SpaceXAI | Grok 4.6 (Medium) | 0.559028 | Aug 2026 | — |
| 47 | OpenAI | GPT-5.5 (Xhigh) | 0.55787 | Apr 2026 | — |
| 47 | OpenAI | GPT-6.1 Sol (High) | 0.55787 | Sep 2026 | $0.59 |
| 49 | Anthropic | Claude Opus 5 (Xhigh) | 0.556713 | Jul 2026 | — |
| 49 | Gemini 3.7 Flash (Low) | 0.556713 | Aug 2026 | — |