Artificial Analysis · Coding Index
Artificial Analysis · Coding Index is run by Artificial Analysis. It has ranked 163 models, of which the catalogue holds 118, scoring from 2.7 to 80.7 on Index.
measured by Artificial Analysis · the board itself
| Place | Model | Metric | Score |
|---|---|---|---|
| 1stof 163 | Claude Fable 5.1 | Index | 80.7 |
| 3rdof 163 | GPT-5.6 Sol | Index | 78.3 |
| 5thof 163 | Claude Opus 5 | Index | 78 |
| 6thof 163 | Claude Opus 5 (batch) | Index | 78 |
| 7thof 163 | GPT 6 Astra | Index | 76.9 |
| 9thof 163 | Grok 4.6 | Index | 76.8 |
| 10thof 163 | GPT-5.6 Terra | Index | 76.7 |
| 12thof 163 | Claude Fable 5 | Index | 76.5 |
| 14thof 163 | Gemini 3.8 Flash | Index | 76.3 |
| 16thof 163 | Qwen 3.8 Max | Index | 76.2 |
| 17thof 163 | Gemini 3.7 Flash | Index | 76.1 |
| 19thof 163 | Muse Spark 1.3 | Index | 75.8 |
| 20thof 163 | GPT-5.5 | Index | 74.9 |
| 22ndof 163 | GLM-5.3 | Index | 74.8 |
| 24thof 163 | Claude Opus 4.8 | Index | 74.3 |
| 26thof 163 | Claude Opus 4.7 | Index | 73.6 |
| 28thof 163 | Grok 4.5 | Index | 72.4 |
| 29thof 163 | Muse Spark 1.2 | Index | 72.2 |
| 30thof 163 | Kimi K3 | Index | 72 |
| 32ndof 163 | Qwen3.8-2.4T-A95B | Index | 71.9 |
| 33rdof 163 | GLM 5.3 Flash | Index | 71.5 |
| 35thof 163 | Claude Sonnet 5 | Index | 71.5 |
| 37thof 163 | GPT-5.6 Luna | Index | 71.4 |
| 39thof 163 | Muse Spark 1.1 | Index | 71.3 |
| 40thof 163 | GPT-5.4 | Index | 71.1 |
| 42ndof 163 | Gemini 3.5 Flash | Index | 70.1 |
| 44thof 163 | Gemini 3.6 Flash | Index | 69.2 |
| 46thof 163 | DeepSeek V4 Flash (0731) | Index | 69.1 |
| 47thof 163 | DeepSeek V4 Pro 0813 | Index | 68.8 |
| 48thof 163 | GLM 5.2 | Index | 68.8 |
| 49thof 163 | Gemini 3.1 Pro Preview | Index | 68.8 |
| 51stof 163 | Qwen3.8 27B | Index | 68.1 |
| 52ndof 163 | Qwen3.7 Max | Index | 66 |
| 53rdof 163 | DeepSeek V4 Flash Vision | Index | 65 |
| 54thof 163 | Claude Sonnet 4.6 | Index | 63 |
| 56thof 163 | Kimi K2.6 | Index | 61.8 |
| 57thof 163 | Kimi K2.7 Code | Index | 60.8 |
| 58thof 163 | MiMo-V2.5-Pro | Index | 60.2 |
| 60thof 163 | Hy3 | Index | 58.8 |
| 61stof 163 | MiniMax M3 | Index | 58.6 |
| 62ndof 163 | Ling-3.0-flash-VL | Index | 57 |
| 63rdof 163 | MiMo-V2.5 | Index | 56.8 |
| 65thof 163 | GPT-5.4 nano | Index | 56.1 |
| 67thof 163 | GPT-5.4 mini | Index | 56.1 |
| 69thof 163 | Qwen 3.7 Plus | Index | 55.9 |
| 71stof 163 | GLM 5.1 | Index | 55.8 |
| 72ndof 163 | Qwen3.6 Plus | Index | 54.5 |
| 73rdof 163 | Qwen3.6 27B | Index | 53.7 |
| 74thof 163 | Inkling Small | Index | 52.9 |
| 76thof 163 | Solar Pro 4 | Index | 52.7 |
| 77thof 163 | MiniMax M2.7 | Index | 52.6 |
| 78thof 163 | Inkling | Index | 52.1 |
| 80thof 163 | Claude Sonnet 4.5 | Index | 52.1 |
| 82ndof 163 | Grok Build 0.1 | Index | 51.5 |
| 83rdof 163 | Ling-3.0-flash | Index | 50.6 |
| 84thof 163 | GPT-5.1 | Index | 49.4 |
| 86thof 163 | Gemini 3.5 Flash-Lite | Index | 49.3 |
| 88thof 163 | Nemotron 3 Ultra | Index | 49.3 |
| 90thof 163 | Muse Glimmer 30B | Index | 49 |
| 91stof 163 | Qwen3.5 397B A17B | Index | 48.2 |
| 92ndof 163 | Mistral Medium 3.5 | Index | 46.9 |
| 94thof 163 | Kimi K2.5 | Index | 46.8 |
| 95thof 163 | GLM-4.6 | Index | 45.8 |
| 96thof 163 | Qwen3.5-122B-A10B | Index | 45.7 |
| 97thof 163 | LongCat 2.0 | Index | 45.3 |
| 98thof 163 | GLM-4.7 | Index | 45.3 |
| 99thof 163 | DeepSeek v3.2 | Index | 44.2 |
| 100thof 163 | Claude Haiku 4.5 | Index | 43.9 |
| 102ndof 163 | DeepSeek V3.1 Terminus | Index | 43.5 |
| 103rdof 163 | Gemma 4 31B | Index | 43.4 |
| 105thof 163 | Grok 4.3 | Index | 42.2 |
| 107thof 163 | Qwen3.6 35B A3B | Index | 41.9 |
| 108thof 163 | Step 3.7 Flash | Index | 39.6 |
| 109thof 163 | Gemma 4 26B A4B | Index | 39.3 |
| 111thof 163 | GPT-5 | Index | 37.8 |
| 113thof 163 | Nemotron 3 Super | Index | 37.7 |
| 114thof 163 | Qwen3.5-35B-A3B | Index | 37 |
| 115thof 163 | North Mini Code | Index | 36.5 |
| 116thof 163 | Qwen3 Coder Next | Index | 36.2 |
| 117thof 163 | Gemini 3.1 Flash-Lite | Index | 34.7 |
| 118thof 163 | Gemini 2.5 Pro | Index | 33.3 |
| 119thof 163 | Devstral 2 2512 | Index | 31.3 |
| 120thof 163 | Mercury 2 | Index | 31.1 |
| 121stof 163 | GPT OSS 120B | Index | 30.4 |
| 123rdof 163 | Qwen3.5 9B | Index | 28.7 |
| 124thof 163 | Command A Plus | Index | 27.8 |
| 125thof 163 | Nemotron 3.5 Lightning | Index | 26.8 |
| 127thof 163 | Mistral Small 4 | Index | 26.6 |
| 128thof 163 | GPT-4o (2024-05-13) | Index | 24.2 |
| 129thof 163 | Nova 2 Lite | Index | 23 |
| 130thof 163 | Granite 4.2 8B | Index | 22.4 |
| 131stof 163 | Qwen3 235B A22B Thinking 2507 | Index | 22.1 |
| 132ndof 163 | GPT-4 Turbo | Index | 21.5 |
| 133rdof 163 | DeepSeek-V3 0324 | Index | 21.2 |
| 134thof 163 | Kimi K2 Thinking | Index | 21 |
| 135thof 163 | GPT OSS 20B | Index | 20.7 |
| 137thof 163 | Mistral Medium 3.1 | Index | 20.5 |
| 138thof 163 | GPT-4.1 mini | Index | 20.2 |
| 140thof 163 | Mistral Large 3 2512 | Index | 20.1 |
| 141stof 163 | Llama 4 Maverick 17B | Index | 16.3 |
| 142ndof 163 | GPT-5 mini | Index | 15.6 |
| 144thof 163 | Qwen3 32B | Index | 15.3 |
| 145thof 163 | Nemotron 3 Nano 30B A3B | Index | 14.4 |
| 146thof 163 | Ministral 3 14B 2512 | Index | 14.4 |
| 147thof 163 | nemotron-3-nano-omni | Index | 13.8 |
| 148thof 163 | Qwen3 14B | Index | 13.8 |
| 149thof 163 | GPT-4 (0613) | Index | 13.1 |
| 150thof 163 | Llama 3.3 70B Instruct | Index | 11.9 |
| 151stof 163 | GPT-4o mini | Index | 11.4 |
| 153rdof 163 | GPT-4.1 nano | Index | 11.1 |
| 155thof 163 | Gemma 3 27B | Index | 10.1 |
| 156thof 163 | Ministral 3 8B 2512 | Index | 9.7 |
| 157thof 163 | Llama 4 Scout 17B | Index | 8.2 |
| 158thof 163 | LFM2.5 2.6B | Index | 7.7 |
| 160thof 163 | Gemma 3 12B | Index | 5.8 |
| 161stof 163 | Llama 3.1 8B Instruct | Index | 5.4 |
| 162ndof 163 | Ministral 3 3B 2512 | Index | 4.8 |
| 163rdof 163 | Gemma 3 4B | Index | 2.7 |
Read from the board on 2026-11-01