Artificial Analysis aggregate coding score.
The Coding Index is the source dataset's aggregate coding signal. Use it as a broad programming capability view before drilling into individual code benchmarks such as LiveCodeBench and SciCode.
Test type: Aggregate coding evaluation that combines code-focused benchmark results exposed by Artificial Analysis.
266 models have this metric.
Current leader: GPT-5.6 Sol (xhigh)
Project links
Scores come from the current Artificial Analysis dataset, read from Supabase when configured.
Top models ranked by Coding.
| Rank | Model | Creator | Value | Speed | Blended Price |
|---|---|---|---|---|---|
| #1 | GPT-5.6 Sol (xhigh) | OpenAI | 78.3 | 62.8 tok/s | $11.25/M |
| #2 |
| Anthropic |
| 78.0 |
| 56.2 tok/s |
| $10.00/M |
| #3 | GPT-5.6 Sol (max) | OpenAI | 77.4 | 68.1 tok/s | $11.25/M |
| #4 | GPT-5.6 Sol (high) | OpenAI | 77.2 | 65.8 tok/s | $11.25/M |
| #5 | Claude Opus 5 (Adaptive Reasoning, Xhigh Effort) | Anthropic | 77.0 | 53.5 tok/s | $10.00/M |
| #6 | GPT-5.6 Terra (max) | OpenAI | 76.7 | 132 tok/s | $4.50/M |
| #7 | Claude Fable 5 | Anthropic | 76.5 | n/a | - |
| #8 | Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) | Anthropic | 76.5 | 59.9 tok/s | $20.00/M |
| #9 | Claude Opus 5 (Adaptive Reasoning, High Effort) | Anthropic | 76.5 | 53.6 tok/s | $10.00/M |
| #10 | GPT-5.6 Sol (medium) | OpenAI | 76.3 | 57.6 tok/s | $11.25/M |
| #11 | Kimi K3 (max) | Kimi | 76.2 | 33.5 tok/s | $6.00/M |
| #12 | GPT-5.5 (xhigh) | OpenAI | 74.9 | n/a | $11.25/M |
| #13 | Claude Opus 4.8 | Anthropic | 74.3 | n/a | - |
| #14 | Claude Opus 4.8 (Adaptive Reasoning, Max Effort) | Anthropic | 74.3 | n/a | $10.00/M |
| #15 | Claude Opus 5 (Adaptive Reasoning, Medium Effort) | Anthropic | 74.3 | 54.1 tok/s | $10.00/M |
| #16 | Claude Opus 4.7 (Adaptive Reasoning, Max Effort) | Anthropic | 73.6 | n/a | $10.00/M |
| #17 | Claude Opus 4.7 (Non-reasoning, High Effort) | Anthropic | 73.6 | n/a | $10.00/M |
| #18 | Grok 4.5 (high) | SpaceXAI | 72.4 | 53.3 tok/s | $3.00/M |
| #19 | Kimi K3 (low) | Kimi | 72.0 | 33.7 tok/s | $6.00/M |
| #20 | GPT-5.5 (high) | OpenAI | 71.6 | n/a | $11.25/M |
| #21 | Claude Sonnet 5 (Adaptive Reasoning, High Effort) | Anthropic | 71.5 | 66.1 tok/s | $4.00/M |
| #22 | Claude Sonnet 5 (Adaptive Reasoning, Low Effort) | Anthropic | 71.5 | 62.4 tok/s | $4.00/M |
| #23 | Claude Sonnet 5 (Adaptive Reasoning, Max Effort) | Anthropic | 71.5 | 83.6 tok/s | $4.00/M |
| #24 | Claude Sonnet 5 (Adaptive Reasoning, Medium Effort) | Anthropic | 71.5 | 65 tok/s | $4.00/M |
| #25 | Claude Sonnet 5 (Adaptive Reasoning, Xhigh Effort) | Anthropic | 71.5 | 67.1 tok/s | $4.00/M |
| #26 | GPT-5.5 (medium) | OpenAI | 71.5 | n/a | $11.25/M |
| #27 | GPT-5.6 Luna (max) | OpenAI | 71.4 | 174.2 tok/s | $0.450/M |
| #28 | Muse Spark 1.1 | Meta | 71.3 | n/a | - |
| #29 | Muse Spark 1.1 (xhigh) | Meta | 71.3 | 139.7 tok/s | $2.00/M |
| #30 | GPT-5.4 (low) | OpenAI | 71.1 | n/a | $5.63/M |
| #31 | GPT-5.4 (Non-reasoning) | OpenAI | 71.1 | n/a | $5.63/M |
| #32 | GPT-5.4 (xhigh) | OpenAI | 71.1 | n/a | $5.63/M |
| #33 | GPT-5.6 Terra (xhigh) | OpenAI | 70.6 | 109.7 tok/s | $4.50/M |
| #34 | Gemini 3.5 Flash (high) | 70.1 | 220.6 tok/s | $3.38/M |
| #35 | Gemini 3.5 Flash (medium) | 70.1 | 240.9 tok/s | $3.38/M |
| #36 | Gemini 3.5 Flash (minimal) | 70.1 | 223.3 tok/s | $3.38/M |
| #37 | GPT-5.6 Sol (low) | OpenAI | 69.7 | 59.1 tok/s | $11.25/M |
| #38 | Gemini 3.6 Flash (high) | 69.2 | 214.8 tok/s | $3.00/M |
| #39 | DeepSeek V4 Flash 0731 (Reasoning, Max Effort) | DeepSeek | 69.1 | n/a | $0.175/M |
| #40 | Gemini 3.1 Pro Preview | 68.8 | 134.1 tok/s | $4.50/M |
| #41 | GLM 5.2 | Zai | 68.8 | n/a | - |
| #42 | GLM-5.2 (max) | Z AI | 68.8 | 99.9 tok/s | $2.15/M |
| #43 | GPT-5.6 Luna (xhigh) | OpenAI | 68.6 | 174 tok/s | $0.450/M |
| #44 | GPT-5.6 Terra (high) | OpenAI | 67.1 | 117.9 tok/s | $4.50/M |
| #45 | Claude Opus 5 (Adaptive Reasoning, Low Effort) | Anthropic | 66.9 | 53.9 tok/s | $10.00/M |
| #46 | Claude Sonnet 5 (Non-reasoning, High Effort) | Anthropic | 66.4 | 69.2 tok/s | $4.00/M |
| #47 | Qwen3.7 Max | Alibaba | 66.0 | 202 tok/s | $3.75/M |
| #48 | GPT-5.6 Sol (Non-reasoning) | OpenAI | 65.1 | 62.3 tok/s | $11.25/M |
| #49 | GPT-5.6 Terra (medium) | OpenAI | 64.7 | 111.6 tok/s | $4.50/M |
| #50 | GPT-5.6 Luna (high) | OpenAI | 63.3 | 172.1 tok/s | $0.450/M |
| #51 | Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) | Anthropic | 63.0 | n/a | $6.00/M |
| #52 | Claude Sonnet 4.6 (Non-reasoning, High Effort) | Anthropic | 63.0 | n/a | $6.00/M |
| #53 | Claude Sonnet 4.6 (Non-reasoning, Low Effort) | Anthropic | 63.0 | 52.8 tok/s | $6.00/M |
| #54 | Motif 3 (Beta) | Motif Technologies | 62.0 | n/a | - |
| #55 | Kimi K2.6 | Kimi | 61.8 | n/a | $1.71/M |
| #56 | Kimi K2.6 (Non-reasoning) | Kimi | 61.8 | 36.4 tok/s | $1.71/M |
| #57 | GPT-5.5 (low) | OpenAI | 60.9 | n/a | $11.25/M |
| #58 | Kimi K2.7 Code | Kimi | 60.8 | 39.1 tok/s | $1.71/M |
| #59 | Kimi K2.7 Code | Moonshotai | 60.8 | n/a | - |
| #60 | MiMo-V2.5-Pro | Xiaomi | 60.2 | 44.2 tok/s | $0.544/M |
| #61 | MiMo-V2.5-Pro (Non-reasoning) | Xiaomi | 60.2 | 43 tok/s | $0.544/M |
| #62 | KAT Coder Pro V2 | KwaiKAT | 59.5 | 105 tok/s | $0.525/M |
| #63 | DeepSeek V4 Pro (Non-reasoning) | DeepSeek | 59.4 | 63.8 tok/s | $0.544/M |
| #64 | DeepSeek V4 Pro (Reasoning, Max Effort) | DeepSeek | 59.4 | 59.6 tok/s | $0.544/M |
| #65 | Nex-N2-Pro | Nex AGI | 59.1 | 132 tok/s | $1.00/M |
| #66 | Agnes 2.5 Pro Alpha | Sapiens AI | 58.8 | 127.2 tok/s | $0.563/M |
| #67 | Hy3 | Tencent | 58.8 | 72.2 tok/s | $0.241/M |
| #68 | Hy3-preview (Reasoning) | Tencent | 58.8 | 145 tok/s | $0.107/M |
| #69 | DeepSeek V4 Pro (Reasoning, High Effort) | DeepSeek | 58.7 | 55.3 tok/s | $0.544/M |
| #70 | MiniMax M3 | Minimax | 58.6 | n/a | - |
| #71 | MiniMax-M3 | MiniMax | 58.6 | 78 tok/s | $0.525/M |
| #72 | Muse Spark | Meta | 58.6 | n/a | - |
| #73 | GPT-5.6 Terra (low) | OpenAI | 58.1 | 115.7 tok/s | $4.50/M |
| #74 | MiMo-V2.5 | Xiaomi | 56.8 | 69.8 tok/s | $0.175/M |
| #75 | GPT-5.5 (Non-reasoning) | OpenAI | 56.5 | n/a | $11.25/M |
| #76 | DeepSeek V4 Flash (Reasoning, Max Effort) | DeepSeek | 56.2 | 106.7 tok/s | $0.175/M |
| #77 | GPT-5.4 mini (medium) | OpenAI | 56.1 | n/a | $1.69/M |
| #78 | GPT-5.4 mini (Non-Reasoning) | OpenAI | 56.1 | n/a | $1.69/M |
| #79 | GPT-5.4 mini (xhigh) | OpenAI | 56.1 | n/a | $1.69/M |
| #80 | GPT-5.4 nano (medium) | OpenAI | 56.1 | n/a | $0.463/M |