Category ranking
Best LLMs for Coding in October 2026
As of October 2026, Claude Fable 5.1 leads the Noometry coding ranking with a score of 74.7, ahead of GPT-6 Astra at 73.7.
Last verified
Writing, editing and repairing real code: repository-level bug fixing, multi-language exercises and code generation.
- Claude Fable 5.1 74.7
- GPT-6 Astra 73.7
- Claude Opus 5.5 71.9
- Claude Fable 5 70.6
- Claude Opus 5 67.5
- Claude Sonnet 5.5 67.3
- GPT-5.6 Sol 65.1
- GPT-6.1 Sol 63.2
- Gemini 4 Argon 62.0
- Kimi K3 61.0
Full ranking
332 models
| 1 | Anthropic Claude Fable 5.1 | Anthropic | Proprietary | 1M | 74.7 | $10 | $50 | — |
| 2 | OpenAI GPT-6 Astra | OpenAI | Proprietary | 1.05M | 73.7 | $10 | $50 | — |
| 3 | Anthropic Claude Opus 5.5 | Anthropic | Proprietary | 1M | 71.9 | $4 | $20 | — |
| 4 | Anthropic Claude Fable 5 | Anthropic | Proprietary | 1M | 70.6 | $10 | $50 | 25 |
| 5 | Anthropic Claude Opus 5 | Anthropic | Proprietary | 1M | 67.5 | $5 | $25 | — |
| 6 | Anthropic Claude Sonnet 5.5 | Anthropic | Proprietary | 1M | 67.3 | $2 | $10 | — |
| 7 | OpenAI GPT-5.6 Sol | OpenAI | Proprietary | 1.05M | 65.1 | $4 | $20 | 10 |
| 8 | OpenAI GPT-6.1 Sol | OpenAI | Proprietary | 1.05M | 63.2 | $2 | $10 | — |
| 9 |  Google Gemini 4 Argon | Proprietary | — | 62.0 | — | — | — | |
| 10 | Moonshot AI Kimi K3 | Moonshot AI | Open | 1.05M | 61.0 | $3 | $15 | — |
| 11 | OpenAI GPT-6 Sol | OpenAI | Proprietary | 1.05M | 60.1 | $2 | $10 | — |
| 12 | Anthropic Claude Opus 4.8 | Anthropic | Proprietary | 1M | 59.9 | $5 | $25 | 34 |
| 13 | Anthropic Claude Opus 4.7 | Anthropic | Proprietary | 1M | 59.6 | $5 | $25 | 33 |
| 14 | Z.ai (Zhipu) GLM-5.3 | Z.ai (Zhipu) | Open | 1M | 59.5 | $1.40 | $4.40 | — |
| 15 | Google Gemini 3.8 Flash | Proprietary | 1.05M | 59.2 | $0.75 | $3.75 | — | |
| 16 | xAI Grok 4.6 | xAI | Proprietary | 500K | 58.5 | $2 | $6 | — |
| 17 | OpenAI GPT-5.5 | OpenAI | Proprietary | 1.05M | 58.2 | $5 | $30 | 25 |
| 18 | xAI Grok 4.7 | xAI | Proprietary | 500K | 58.0 | $2 | $6 | — |
| 19 | OpenAI GPT-5.6 Terra | OpenAI | Proprietary | 1.05M | 57.7 | $2 | $12 | 11 |
| 20 | Anthropic Claude Opus 4.6 | Anthropic | Proprietary | 1M | 57.2 | $5 | $25 | 19 |
| 21 |  Meta Muse Spark 1.3 | Meta | Proprietary | 1.05M | 56.6 | $1.25 | $4.25 | — |
| 22 | Google Gemini 3.7 Flash | Proprietary | 1.05M | 56.2 | $0.75 | $3.75 | — | |
| 23 | Xiaomi MiMo-V2.6-Pro | Xiaomi | Open | 1.05M | 55.5 | $0.43 | $0.87 | — |
| 24 | OpenAI o3-pro | OpenAI | Proprietary | 200K | 55.5 | $20 | $80 | 1 |
| 25 | OpenAI GPT-6 Luna | OpenAI | Proprietary | 1.05M | 55.5 | $0.10 | $0.50 | — |
| 26 | Anthropic Claude Sonnet 5 | Anthropic | Proprietary | 1M | 55.5 | $2 | $10 | — |
| 27 | Anthropic Claude Opus 4.5 | Anthropic | Proprietary | 200K | 54.8 | $5 | $25 | 13 |
| 28 | OpenAI GPT-5.6 Luna | OpenAI | Proprietary | 1.05M | 54.5 | $0.20 | $1.20 | 12 |
| 29 |  Alibaba (Qwen) Qwen3.8 Max | Alibaba (Qwen) | Proprietary | 1M | 53.5 | $2 | $6 | — |
| 30 | Xiaomi MiMo-V2.6-Flash | Xiaomi | Open | 1.05M | 53.4 | $0.14 | $0.28 | — |
| 31 | Z.ai (Zhipu) GLM-5.3-Flash | Z.ai (Zhipu) | Open | 1M | 53.1 | $0.15 | $0.50 | — |
| 32 |  DeepSeek DeepSeek V4.1 Flash | DeepSeek | Open | 1M | 52.9 | $0.15 | $0.60 | — |
| 33 | OpenAI GPT-5.4 | OpenAI | Proprietary | 1.05M | 52.6 | $2.50 | $15 | 12 |
| 34 | DeepSeek DeepSeek V4 Pro | DeepSeek | Open | 1M | 52.4 | $0.66 | $1.98 | 16 |
| 35 | xAI Grok 4.5 | xAI | Proprietary | 500K | 52.2 | $2 | $6 | 4 |
| 36 |  StepFun Step 5 Preview | StepFun | Proprietary | 1.02M | 51.8 | $1 | $2.70 | — |
| 37 | OpenAI GPT-5.2 | OpenAI | Proprietary | 400K | 51.6 | $1.75 | $14 | 15 |
| 38 |  Tencent Hy4 preview | Tencent | Open | 1.05M | 51.6 | $0.75 | $2.25 | — |
| 39 | Google Gemini 3 Pro | Proprietary | — | 51.6 | — | — | 1 | |
| 40 | Meta Muse Spark 1.1 | Meta | Proprietary | 1.05M | 51.3 | $1.25 | $4.25 | — |
| 41 | Z.ai (Zhipu) GLM-5.2 | Z.ai (Zhipu) | Open | 1M | 51.3 | $1.40 | $4.40 | 23 |
| 42 | Google Gemini 3 Flash Preview | Proprietary | 1.05M | 50.9 | $0.50 | $3 | — | |
| 43 | Moonshot AI Kimi K2.6 | Moonshot AI | Open | 262K | 50.7 | $0.95 | $4 | — |
| 44 | Alibaba (Qwen) Qwen3.8 27B | Alibaba (Qwen) | Open | 262K | 50.5 | $0.99 | $1.49 | — |
| 45 | Alibaba (Qwen) Qwen3.7 Max | Alibaba (Qwen) | Proprietary | 1M | 50.4 | $2.50 | $7.50 | — |
| 46 | xAI Grok 4 | xAI | Proprietary | — | 50.3 | — | — | 1 |
| 47 | OpenAI GPT-5 | OpenAI | Proprietary | 400K | 50.3 | $1.25 | $10 | 2 |
| 48 | Google Gemini 3.6 Flash | Proprietary | 1.05M | 50.0 | $0.75 | $3.75 | — | |
| 49 | Google Gemini 3.5 Flash | Proprietary | 1.05M | 49.4 | $1.50 | $9 | — | |
| 50 | Anthropic Claude Haiku 5.5 | Anthropic | Proprietary | 1M | 49.2 | $0.10 | $0.50 | — |
| 51 | Meta Muse Spark 1.2 | Meta | Proprietary | 1.05M | 49.2 | $1.25 | $4.25 | — |
| 52 | Z.ai (Zhipu) GLM-5 | Z.ai (Zhipu) | Open | 205K | 49.0 | $1 | $3.20 | 23 |
| 53 | Moonshot AI Kimi K2.5 | Moonshot AI | Open | 262K | 48.8 | $0.45 | $2.25 | 66 |
| 54 | Alibaba (Qwen) Qwen3.6 Max Preview | Alibaba (Qwen) | Proprietary | 262K | 48.7 | $1.30 | $7.80 | — |
| 55 | Z.ai (Zhipu) GLM-5.1 | Z.ai (Zhipu) | Open | 200K | 48.7 | $1.40 | $4.40 | — |
| 56 | OpenAI GPT-5.3 Codex | OpenAI | Proprietary | 400K | 48.6 | $1.75 | $14 | — |
| 57 |  Mistral AI Mistral Large 4 | Mistral AI | Proprietary | 1.05M | 48.6 | $0.68 | $2.09 | — |
| 58 |  MiniMax MiniMax-M2.5 | MiniMax | Open | 205K | 48.1 | $0.30 | $1.20 | 49 |
| 59 | DeepSeek DeepSeek V4 Flash | DeepSeek | Open | 1M | 47.9 | $0.15 | $0.60 | 6 |
| 60 | Xiaomi MiMo-V2.5-Pro | Xiaomi | Open | 1.05M | 47.4 | $0.43 | $0.87 | — |
| 61 | Anthropic Claude Sonnet 4.5 | Anthropic | Proprietary | 200K | 47.3 | $3 | $15 | 85 |
| 62 | Anthropic Claude Opus 4 | Anthropic | Proprietary | 200K | 47.2 | $15 | $75 | 29 |
| 63 | Tencent Hy3 | Tencent | Open | 262K | 46.8 | $0.0825 | $0.33 | — |
| 64 | OpenAI o3 | OpenAI | Proprietary | 200K | 46.8 | $2 | $8 | 3 |
| 65 | DeepSeek DeepSeek-V3.2-Exp | DeepSeek | Open | 164K | 46.5 | $0.26 | $0.38 | 16 |
| 66 | OpenAI GPT-5.1 | OpenAI | Proprietary | 400K | 46.4 | $1.25 | $10 | — |
| 67 | Anthropic Claude Sonnet 4.6 | Anthropic | Proprietary | 1M | 46.3 | $3 | $15 | — |
| 68 | DeepSeek DeepSeek-R1 | DeepSeek | Proprietary | 164K | 46.3 | $0.50 | $2.15 | 10 |
| 69 | Meta Muse Spark | Meta | Proprietary | — | 46.2 | — | — | — |
| 70 | OpenAI o1 | OpenAI | Proprietary | 200K | 46.1 | $15 | $60 | — |
| 71 | OpenAI GPT-5.2 Codex | OpenAI | Proprietary | 400K | 45.5 | $1.75 | $14 | — |
| 72 | OpenAI GPT-5.4 mini | OpenAI | Proprietary | 400K | 45.2 | $0.75 | $4.50 | 10 |
| 73 | Anthropic Claude Opus 4.1 | Anthropic | Proprietary | 200K | 44.4 | $15 | $75 | — |
| 74 | OpenAI GPT-5.5 Instant | OpenAI | Proprietary | — | 44.3 | — | — | — |
| 75 | Alibaba (Qwen) Qwen3 235B-A22B | Alibaba (Qwen) | Open | 131K | 44.3 | $0.70 | $2.80 | 85 |
| 76 |  Baidu ERNIE 5.1 | Baidu | Proprietary | — | 44.0 | — | — | — |
| 77 | Alibaba (Qwen) Qwen3.5 Max Preview | Alibaba (Qwen) | Proprietary | — | 44.0 | — | — | — |
| 78 | Anthropic Claude Haiku 4.5 | Anthropic | Proprietary | 200K | 44.0 | $1 | $5 | — |
| 79 | OpenAI GPT-5 Pro | OpenAI | Proprietary | 400K | 44.0 | $15 | $120 | 5 |
| 80 | Z.ai (Zhipu) GLM-4.7 | Z.ai (Zhipu) | Open | 205K | 44.0 | $0.60 | $2.20 | — |
| 81 | Xiaomi MiMo-V2.5 | Xiaomi | Open | 1.05M | 43.9 | $0.14 | $0.28 | — |
| 82 | Amazon Amazon Nova Experimental Chat 26 02 10 | Amazon | Proprietary | — | 43.9 | — | — | — |
| 83 | Xiaomi MiMo-V2-Pro | Xiaomi | Proprietary | 1.05M | 43.8 | $0.43 | $0.87 | — |
| 84 | Thinking Machines Lab Inkling-Small | Thinking Machines Lab | Open | 524K | 43.6 | $0.45 | $1.20 | — |
| 85 | OpenAI GPT-5.4 nano | OpenAI | Proprietary | 400K | 43.6 | $0.20 | $1.25 | 19 |
| 86 |  ByteDance Seed Seed 2.0 Pro | ByteDance Seed | Proprietary | 256K | 43.5 | $0.50 | $3 | — |
| 87 | Meituan Longcat Flash Chat | Meituan | Open | — | 43.5 | — | — | 69 |
| 88 | Anthropic Claude Sonnet 4 | Anthropic | Proprietary | 200K | 43.5 | $3 | $15 | 31 |
| 89 | Xiaomi MiMo-V2-Omni | Xiaomi | Proprietary | 262K | 43.3 | $0.14 | $0.28 | — |
| 90 | OpenAI GPT-5.4 Pro | OpenAI | Proprietary | 1.05M | 43.2 | $30 | $180 | — |
| 91 | xAI Grok Build 0.1 | xAI | Proprietary | 256K | 43.1 | $1 | $2 | — |
| 92 | xAI Grok 4.20 Multi-Agent | xAI | Proprietary | 1M | 43.0 | $1.25 | $2.50 | — |
| 93 | Alibaba (Qwen) Qwen3 Max | Alibaba (Qwen) | Proprietary | 262K | 43.0 | $1.20 | $6 | 48 |
| 94 | Baidu ERNIE 5.0 0110 | Baidu | Proprietary | — | 43.0 | — | — | — |
| 95 | Moonshot AI Kimi K2.7 Code | Moonshot AI | Open | 262K | 42.9 | $0.95 | $4 | — |
| 96 | Amazon Amazon Nova Experimental Chat 26 01 10 | Amazon | Proprietary | — | 42.7 | — | — | — |
| 97 | Moonshot AI Kimi K2.5 Instant | Moonshot AI | Open | — | 42.6 | — | — | — |
| 98 | Alibaba (Qwen) Qwen3-Next 80B-A3B Instruct | Alibaba (Qwen) | Open | 131K | 42.5 | $0.50 | $2 | 111 |
| 99 | Google Gemini 3.1 Pro Preview | Proprietary | 1.05M | 42.5 | $2 | $12 | — | |
| 100 | Alibaba (Qwen) Qwen3-VL 235B-A22B | Alibaba (Qwen) | Open | 131K | 42.4 | $0.70 | $2.80 | — |
| 101 | Google Gemini 2.5 Pro | Proprietary | 1.05M | 42.4 | $1.25 | $10 | 5 | |
| 102 | Moonshot AI Kimi K2 (Jul 2025) | Moonshot AI | Open | 262K | 42.4 | $0.57 | $2.30 | 201 |
| 103 | OpenAI GPT-5-Codex | OpenAI | Proprietary | 400K | 42.4 | $1.25 | $10 | 95 |
| 104 | Google Gemini 3.5 Flash Lite | Proprietary | 1.05M | 42.4 | $0.30 | $2.50 | — | |
| 105 | StepFun Step 3.5 Flash | StepFun | Open | 256K | 42.4 | $0.10 | $0.30 | — |
| 106 | DeepSeek DeepSeek-V3 | DeepSeek | Open | 164K | 42.3 | $0.24 | $0.90 | 73 |
| 107 | Google Gemma 4 31B IT | Open | 262K | 42.3 | $0.09 | $0.34 | 3 | |
| 108 | Amazon Amazon Nova Experimental Chat 11 10 | Amazon | Proprietary | — | 42.3 | — | — | — |
| 109 | OpenAI GPT-4.5 | OpenAI | Proprietary | — | 42.2 | — | — | — |
| 110 | Amazon Amazon Nova Experimental Chat 12 10 | Amazon | Proprietary | — | 42.2 | — | — | — |
| 111 | Z.ai (Zhipu) GLM-5V-Turbo | Z.ai (Zhipu) | Proprietary | 200K | 42.1 | $1.20 | $4 | — |
| 112 | xAI Grok 4.20 (Non-Reasoning) | xAI | Proprietary | 1M | 42.1 | $1.25 | $2.50 | 61 |
| 113 | DeepSeek DeepSeek-V3.1-Terminus | DeepSeek | Open | 164K | 42.0 | $0.27 | $1 | 30 |
| 114 | Alibaba (Qwen) Qwen3.5 397B-A17B | Alibaba (Qwen) | Open | 262K | 42.0 | $0.60 | $3.60 | 9 |
| 115 | xAI Grok 3 | xAI | Proprietary | — | 41.9 | — | — | 42 |
| 116 | OpenAI GPT-5.1-Codex | OpenAI | Proprietary | 400K | 41.9 | $1.25 | $10 | — |
| 117 | Alibaba (Qwen) Qwen2.5-Max | Alibaba (Qwen) | Proprietary | — | 41.8 | — | — | — |
| 118 | MiniMax MiniMax-M3 | MiniMax | Open | 1M | 41.8 | $0.30 | $1.20 | — |
| 119 | Tencent Hunyuan Vision 1.5 | Tencent | Proprietary | — | 41.8 | — | — | — |
| 120 | MiniMax MiniMax-M2.7 | MiniMax | Open | 205K | 41.8 | $0.30 | $1.20 | — |
| 121 | xAI Grok 4.3 | xAI | Proprietary | 1M | 41.6 | $1.25 | $2.50 | — |
| 122 | OpenAI Chatgpt 4o Latest 20250326 | OpenAI | Proprietary | — | 41.6 | — | — | 21 |
| 123 | Amazon Amazon Nova Experimental Chat 10 20 | Amazon | Proprietary | — | 41.6 | — | — | — |
| 124 | OpenAI GPT-5.3 Chat | OpenAI | Proprietary | 128K | 41.4 | $1.75 | $14 | — |
| 125 | Z.ai (Zhipu) GLM-4.5 | Z.ai (Zhipu) | Open | 131K | 41.4 | $0.60 | $2.20 | 32 |
| 126 | IBM Granite 4.2 30b | IBM | Open | — | 41.0 | — | — | — |
| 127 | OpenAI o4-mini | OpenAI | Proprietary | 200K | 40.9 | $1.10 | $4.40 | 6 |
| 128 | Z.ai (Zhipu) GLM-4.6V | Z.ai (Zhipu) | Open | 128K | 40.9 | $0.30 | $0.90 | — |
| 129 | Tencent Hunyuan T1 20250711 | Tencent | Proprietary | — | 40.9 | — | — | — |
| 130 | Alibaba (Qwen) Qwen3.6 Plus | Alibaba (Qwen) | Proprietary | 1M | 40.8 | $0.50 | $3 | — |
| 131 | xAI Grok-3 mini | xAI | Proprietary | — | 40.8 | — | — | 10 |
| 132 | OpenAI o3-mini | OpenAI | Proprietary | 200K | 40.8 | $1.10 | $4.40 | — |
| 133 | Amazon Nova 2.0 Pro Preview | Amazon | Proprietary | — | 40.8 | — | — | — |
| 134 | Amazon Nova 2 Lite | Amazon | Proprietary | 1M | 40.7 | $0.30 | $2.50 | — |
| 135 | Z.ai (Zhipu) GLM-4.7-Flash | Z.ai (Zhipu) | Open | 200K | 40.6 | $0.06 | $0.40 | — |
| 136 | Anthropic Claude 3.7 Sonnet | Anthropic | Proprietary | — | 40.6 | — | — | — |
| 137 | IBM Granite 4.2 8B | IBM | Open | 131K | 40.5 | $0.06 | $0.25 | — |
| 138 |  NVIDIA Nemotron 3 Nano 30B A3B | NVIDIA | Open | 262K | 40.5 | $0.05 | $0.20 | — |
| 139 | NVIDIA Nemotron 3.5 Lightning | NVIDIA | Open | 262K | 40.4 | $0.05 | $0.20 | — |
| 140 | DeepSeek DeepSeek-V3.2-Speciale | DeepSeek | Open | 128K | 40.4 | $0.58 | $1.68 | — |
| 141 | Meta Muse Glimmer | Meta | Open | — | 40.4 | — | — | — |
| 142 | MiniMax MiniMax-M2.1 | MiniMax | Open | 205K | 40.4 | $0.30 | $1.20 | — |
| 143 | DeepSeek DeepSeek-V3.1 | DeepSeek | Open | 164K | 40.3 | $0.25 | $0.95 | 328 |
| 144 | Amazon Amazon Nova Experimental Chat 10 09 | Amazon | Proprietary | — | 40.2 | — | — | — |
| 145 | OpenAI GPT-5 Mini | OpenAI | Proprietary | 400K | 40.1 | $0.25 | $2 | 3 |
| 146 | StepFun Step 3 | StepFun | Open | — | 40.1 | — | — | 7 |
| 147 |  Upstage Solar Pro4 | Upstage | Proprietary | 524K | 40.1 | $0.30 | $1.20 | — |
| 148 | Z.ai (Zhipu) GLM-4.6 | Z.ai (Zhipu) | Open | 205K | 40.1 | $0.60 | $2.20 | 12 |
| 149 | StepFun Step 3.7 Flash | StepFun | Open | 256K | 40.0 | $0.18 | $1.11 | — |
| 150 | Tencent Hunyuan Turbos 20250226 | Tencent | Proprietary | — | 40.0 | — | — | — |
| 151 | IBM Granite 4.2 3b | IBM | Open | — | 40.0 | — | — | — |
| 152 | MiniMax MiniMax M1 | MiniMax | Open | 1M | 39.9 | $0.55 | $2.20 | — |
| 153 | NVIDIA Nvidia Llama 3.3 Nemotron Super 49b v1.5 | NVIDIA | Open | 131K | 39.8 | $0.40 | $0.40 | — |
| 154 | Z.ai (Zhipu) GLM-4.5V | Z.ai (Zhipu) | Open | 64K | 39.5 | $0.60 | $1.80 | 34 |
| 155 | Inception Mercury 2.5 | Inception | Proprietary | 260K | 39.5 | $0.04 | $0.15 | — |
| 156 |  Allen Institute for AI (Ai2) Olmo 3.1 32b Instruct | Allen Institute for AI (Ai2) | Open | — | 39.5 | — | — | — |
| 157 | NVIDIA Nemotron 3 Super | NVIDIA | Open | 262K | 39.4 | $0.08 | $0.45 | — |
| 158 | MiniMax MiniMax-M2 | MiniMax | Open | 205K | 39.3 | $0.30 | $1.20 | 17 |
| 159 | StepFun Step 1o Turbo 202506 | StepFun | Proprietary | — | 39.2 | — | — | — |
| 160 | Alibaba (Qwen) Qwen3.5 122B-A10B | Alibaba (Qwen) | Open | 262K | 39.1 | $0.40 | $3.20 | — |
| 161 | Mistral AI Magistral Medium | Mistral AI | Open | 262K | 39.1 | $2 | $5 | 0 |
| 162 | Alibaba (Qwen) Qwen3.6 27B | Alibaba (Qwen) | Open | 262K | 39.1 | $0.60 | $3.60 | — |
| 163 | Google Gemma 4 26B A4B IT | Open | 262K | 39.0 | $0.0675 | $0.23 | — | |
| 164 | Anthropic Claude 3.5 Sonnet | Anthropic | Proprietary | — | 39.0 | — | — | — |
| 165 | Mistral AI Devstral Small 2505 | Mistral AI | Open | 128K | 38.9 | $0.10 | $0.30 | 88 |
| 166 | Alibaba (Qwen) Qwen Plus | Alibaba (Qwen) | Proprietary | 1M | 38.9 | $0.40 | $1.20 | 37 |
| 167 | Alibaba (Qwen) Qwen3.5 27B | Alibaba (Qwen) | Open | 262K | 38.9 | $0.30 | $2.40 | — |
| 168 | Alibaba (Qwen) Qwen2.5 32B Instruct | Alibaba (Qwen) | Open | 131K | 38.7 | $0.70 | $2.80 | — |
| 169 | Inception Mercury | Inception | Proprietary | — | 38.7 | — | — | 35 |
| 170 | Tencent Hunyuan Turbo 0110 | Tencent | Proprietary | — | 38.6 | — | — | — |
| 171 | Allen Institute for AI (Ai2) Olmo 3 32b Think | Allen Institute for AI (Ai2) | Open | — | 38.6 | — | — | — |
| 172 | Google Gemini 2.5 Flash-Lite | Proprietary | 1.05M | 38.5 | $0.10 | $0.40 | 172 | |
| 173 | StepFun Step 2 16k Exp 202412 | StepFun | Proprietary | — | 38.5 | — | — | — |
| 174 | Alibaba (Qwen) Qwen2.5 Plus 1127 | Alibaba (Qwen) | Proprietary | — | 38.5 | — | — | — |
| 175 | Mistral AI Magistral Small | Mistral AI | Open | 128K | 38.4 | $0.50 | $1.50 | 0 |
| 176 | NVIDIA Llama 3.1 Nemotron Ultra 253b v1 | NVIDIA | Open | — | 38.4 | — | — | — |
| 177 | Moonshot AI Kimi K2 Thinking Turbo | Moonshot AI | Open | — | 38.4 | — | — | — |
| 178 | Mistral AI Mistral Small 3.1 | Mistral AI | Open | 128K | 38.3 | $0.35 | $0.56 | — |
| 179 | Tencent Hunyuan Large Vision | Tencent | Proprietary | — | 38.3 | — | — | — |
| 180 | Tencent Hunyuan Large 2025 02 10 | Tencent | Proprietary | — | 38.2 | — | — | — |
| 181 | NVIDIA Nemotron 3 Ultra | NVIDIA | Open | 262K | 38.1 | $0.50 | $2.20 | — |
| 182 | DeepSeek Deepseek Coder v2 | DeepSeek | Open | — | 38.1 | — | — | — |
| 183 | Google Gemini 2.0 Flash-Lite | Proprietary | — | 37.9 | — | — | — | |
| 184 | NVIDIA Llama 3.3 Nemotron 49b Super v1 | NVIDIA | Open | — | 37.9 | — | — | — |
| 185 | Google Gemini 2.0 Pro | Proprietary | — | 37.8 | — | — | — | |
| 186 | Google Gemini 3.1 Flash Lite | Proprietary | 1.05M | 37.8 | $0.25 | $1.50 | 10 | |
| 187 | Allen Institute for AI (Ai2) Olmo 3.1 32b Think | Allen Institute for AI (Ai2) | Open | — | 37.7 | — | — | — |
| 188 | Alibaba (Qwen) Qwen3 32B | Alibaba (Qwen) | Open | 131K | 37.7 | $0.70 | $2.80 | 86 |
| 189 | OpenAI gpt-oss-20b | OpenAI | Open | 131K | 37.6 | $0.018 | $0.09 | 96 |
| 190 | Meta Codellama 70b Instruct | Meta | Open | — | 37.6 | — | — | — |
| 191 | Alibaba (Qwen) Qwen3-30B-A3B | Alibaba (Qwen) | Open | 41K | 37.5 | $0.12 | $0.50 | 42 |
| 192 | Alibaba (Qwen) Qwen3 14B | Alibaba (Qwen) | Open | 131K | 37.3 | $0.35 | $1.40 | 79 |
| 193 | Alibaba (Qwen) Qwen3.6 35B-A3B | Alibaba (Qwen) | Open | 262K | 37.2 | $0.25 | $1.49 | — |
| 194 | Tencent Hunyuan Standard 2025 02 10 | Tencent | Proprietary | — | 37.1 | — | — | — |
| 195 | xAI Grok 2 Mini 2024 08 13 | xAI | Proprietary | — | 37.0 | — | — | — |
| 196 | Google Gemma 3n E4b IT | Open | — | 37.0 | — | — | 13 | |
| 197 | DeepSeek DeepSeek-R1-Distill-Qwen-14B | DeepSeek | Open | — | 36.9 | — | — | — |
| 198 |  Microsoft phi-3-medium 14B | Microsoft | Open | — | 36.8 | — | — | — |
| 199 | DeepSeek DeepSeek-R1-Distill-Llama-70B | DeepSeek | Open | — | 36.8 | — | — | 18 |
| 200 |  Poolside Laguna M.1 | Poolside | Open | 262K | 36.6 | — | — | — |
| 201 | Google Gemini Advanced 0514 | Proprietary | — | 36.6 | — | — | — | |
| 202 | Alibaba (Qwen) Qwen3.7 Plus | Alibaba (Qwen) | Proprietary | 1M | 36.6 | $0.40 | $1.60 | — |
| 203 | Mistral AI Mistral Small 3 | Mistral AI | Open | 33K | 36.5 | $0.05 | $0.08 | — |
| 204 | Alibaba (Qwen) Qwen2.5 7B Instruct | Alibaba (Qwen) | Open | 131K | 36.5 | $0.17 | $0.70 | — |
| 205 | IBM Granite 4.0 H Small | IBM | Open | — | 36.4 | — | — | — |
| 206 | Alibaba (Qwen) Qwen3 Coder Next | Alibaba (Qwen) | Open | 262K | 36.3 | $0.12 | $0.80 | — |
| 207 | Xiaomi MiMo-V2-Flash | Xiaomi | Open | 262K | 36.1 | $0.14 | $0.28 | — |
| 208 | DeepSeek DeepSeek-R1-Distill-Qwen-32B | DeepSeek | Open | — | 36.1 | — | — | — |
| 209 | Mistral AI Mistral Medium 3.5 | Mistral AI | Open | 262K | 36.0 | $1.50 | $7.50 | 50 |
| 210 | Allen Institute for AI (Ai2) Tulu 3 (Tülu 3) 70B | Allen Institute for AI (Ai2) | Open | — | 36.0 | — | — | — |
| 211 | NVIDIA Llama 3.1 Nemotron 70b Instruct | NVIDIA | Open | — | 35.9 | — | — | — |
| 212 | Alibaba (Qwen) Qwen3.5-9B | Alibaba (Qwen) | Open | 262K | 35.9 | $0.10 | $0.15 | — |
| 213 | Google Gemma 3 4B | Open | 131K | 35.9 | $0.04 | $0.08 | 72 | |
| 214 | Meta Llama 3-70B | Meta | Open | — | 35.8 | — | — | 104 |
| 215 | Google Gemini 2.5 Flash | Proprietary | 1.05M | 35.8 | $0.30 | $2.50 | 152 | |
| 216 |  Perplexity Sonar | Perplexity | Proprietary | 128K | 35.7 | $1 | $1 | — |
| 217 | NVIDIA Llama 3.1 Nemotron 51b Instruct | NVIDIA | Open | — | 35.6 | — | — | — |
| 218 | Alibaba (Qwen) Qwen3-Coder 480B-A35B Instruct | Alibaba (Qwen) | Open | 262K | 35.5 | $1.50 | $7.50 | 67 |
| 219 | OpenAI o1-mini | OpenAI | Proprietary | — | 35.5 | — | — | — |
| 220 | Google Gemini 1.5 Flash 8B | Proprietary | — | 35.5 | — | — | — | |
| 221 | Alibaba (Qwen) QwQ-32B | Alibaba (Qwen) | Open | — | 35.4 | — | — | — |
| 222 | Allen Institute for AI (Ai2) Olmo 2 0325 32b Instruct | Allen Institute for AI (Ai2) | Open | — | 35.2 | — | — | — |
| 223 | NVIDIA Nemotron 4 340b Instruct | NVIDIA | Open | — | 35.2 | — | — | — |
| 224 | Amazon Amazon Nova Pro | Amazon | Proprietary | 300K | 35.1 | $0.80 | $3.20 | — |
| 225 | Mistral AI Ministral 8B | Mistral AI | Open | 262K | 35.0 | $0.15 | $0.15 | — |
| 226 |  Cohere C4ai Aya Expanse 32b | Cohere | Open | 128K | 34.8 | — | — | — |
| 227 | IBM Granite 3.1 8b Instruct | IBM | Open | — | 34.5 | — | — | — |
| 228 | Thinking Machines Lab Inkling | Thinking Machines Lab | Open | 66K | 34.5 | $1.87 | $4.68 | — |
| 229 | Allen Institute for AI (Ai2) Llama 3.1 Tulu 3 8b | Allen Institute for AI (Ai2) | Open | — | 34.4 | — | — | — |
| 230 | Google Gemini 1.5 Flash (May 2024) | Proprietary | — | 34.4 | — | — | — | |
| 231 | Mistral AI Mistral Large 3 | Mistral AI | Open | 262K | 34.4 | $0.25 | $0.75 | 7 |
| 232 | OpenAI GPT-4.1 | OpenAI | Proprietary | 1.05M | 34.4 | $2 | $8 | 116 |
| 233 | Microsoft Phi-4 | Microsoft | Open | 128K | 34.4 | $0.07 | $0.14 | — |
| 234 | Mistral AI Mistral Large | Mistral AI | Open | 131K | 34.3 | $2 | $6 | — |
| 235 | Google Gemini 1.5 Pro (May 2024) | Proprietary | — | 34.2 | — | — | — | |
| 236 | Alibaba (Qwen) Qwen3.5-Flash | Alibaba (Qwen) | Proprietary | 1M | 34.2 | $0.10 | $0.40 | — |
| 237 | Mistral AI Mistral Medium | Mistral AI | Open | 262K | 34.2 | $1.50 | $7.50 | 68 |
| 238 |  Arcee AI Trinity Large Thinking | Arcee AI | Open | 262K | 34.1 | $0.25 | $0.80 | — |
| 239 | xAI Grok 4.1 Fast | xAI | Proprietary | 128K | 34.1 | $0.20 | $0.50 | — |
| 240 | Google Gemma 2 27B | Open | 8K | 34.1 | $0.65 | $0.65 | — | |
| 241 | Mistral AI Mistral Small | Mistral AI | Open | 262K | 34.0 | $0.15 | $0.60 | 120 |
| 242 | Alibaba (Qwen) Qwen3 8B | Alibaba (Qwen) | Open | 131K | 34.0 | $0.18 | $0.70 | — |
| 243 | OpenAI GPT-4 Turbo | OpenAI | Proprietary | 128K | 33.8 | $10 | $30 | — |
| 244 | Mistral AI Mistral | Mistral AI | Proprietary | — | 33.8 | — | — | — |
| 245 | Alibaba (Qwen) Qwen3.5 35B-A3B | Alibaba (Qwen) | Open | 262K | 33.8 | $0.25 | $2 | — |
| 246 | Cohere C4ai Aya Expanse 8b | Cohere | Open | — | 33.8 | — | — | — |
| 247 | xAI Grok 4.1 | xAI | Proprietary | — | 33.7 | — | — | — |
| 248 | OpenAI GPT-5 Nano | OpenAI | Proprietary | 400K | 33.6 | $0.05 | $0.40 | 4 |
| 249 | Inception Mercury 2 | Inception | Proprietary | 128K | 33.5 | $0.25 | $0.75 | — |
| 250 | OpenAI gpt-oss-120b | OpenAI | Open | 131K | 33.5 | $0.037 | $0.17 | 55 |
| 251 | IBM Granite 3.1 2b Instruct | IBM | Open | — | 33.4 | — | — | — |
| 252 | xAI Grok-2 (Dec 2024) | xAI | Proprietary | — | 33.3 | — | — | — |
| 253 | Z.ai (Zhipu) GLM-4.5-Air | Z.ai (Zhipu) | Open | 131K | 33.3 | $0.20 | $1.10 | 160 |
| 254 | Alibaba (Qwen) Qwen2.5 72B Instruct | Alibaba (Qwen) | Open | 131K | 33.2 | $1.40 | $5.60 | — |
| 255 | Meta Llama 3.1-405B | Meta | Open | — | 33.1 | — | — | 78 |
| 256 | Alibaba (Qwen) Qwen1.5-14B | Alibaba (Qwen) | Open | — | 33.1 | — | — | — |
| 257 | Alibaba (Qwen) Qwen1.5-110B | Alibaba (Qwen) | Open | — | 33.0 | — | — | — |
| 258 | Anthropic Claude 3.5 Haiku | Anthropic | Proprietary | — | 32.9 | — | — | — |
| 259 |  Databricks DBRX | Databricks | Open | — | 32.9 | — | — | — |
| 260 | Anthropic Claude 3 Opus | Anthropic | Proprietary | — | 32.9 | — | — | — |
| 261 | Microsoft Phi 3 Medium 4k Instruct | Microsoft | Open | — | 32.9 | — | — | — |
| 262 | Mistral AI Mixtral 8x7B | Mistral AI | Open | 32K | 32.8 | $0.70 | $0.70 | — |
| 263 | Amazon Amazon Nova Lite | Amazon | Proprietary | 300K | 32.5 | $0.06 | $0.24 | — |
| 264 | xAI Grok 4 Fast | xAI | Proprietary | — | 32.5 | — | — | 577 |
| 265 | 01.AI Yi-1.5-34B | 01.AI | Open | — | 32.4 | — | — | — |
| 266 | Google Gemma 2 2b IT | Open | — | 32.3 | — | — | — | |
| 267 | 01.AI Yi-34B | 01.AI | Open | — | 32.3 | — | — | — |
| 268 | Google Gemini 1.0 Pro | Proprietary | — | 32.2 | — | — | — | |
| 269 | Alibaba (Qwen) Qwen1.5-7B | Alibaba (Qwen) | Open | — | 32.2 | — | — | — |
| 270 | Alibaba (Qwen) Qwen1.5-72B | Alibaba (Qwen) | Open | — | 31.9 | — | — | — |
| 271 | DeepSeek DeepSeek LLM 67B | DeepSeek | Open | — | 31.9 | — | — | — |
| 272 | Microsoft Phi 3 Mini 4k Instruct June 2024 | Microsoft | Open | — | 31.8 | — | — | — |
| 273 | Google Gemma 3 12B | Open | 131K | 31.7 | $0.05 | $0.15 | — | |
| 274 | DeepSeek DeepSeek-V2.5 (Sep 2024) | DeepSeek | Open | — | 31.7 | — | — | — |
| 275 | Alibaba (Qwen) Qwen1.5-32B | Alibaba (Qwen) | Open | — | 31.7 | — | — | — |
| 276 | OpenAI GPT-4 | OpenAI | Proprietary | 8K | 31.6 | $30 | $60 | — |
| 277 | Google Gemma 1.1 7b IT | Open | — | 31.5 | — | — | — | |
| 278 | Microsoft Wizardlm 70b | Microsoft | Open | — | 31.4 | — | — | — |
| 279 | Meta Llama 2-70B | Meta | Open | — | 31.4 | — | — | — |
| 280 | Alibaba (Qwen) Qwen-14B | Alibaba (Qwen) | Open | — | 31.2 | — | — | — |
| 281 | Meta Llama 3-8B | Meta | Open | — | 31.0 | — | — | — |
| 282 | Meta Llama-3.3-70B-Instruct | Meta | Open | 128K | 31.0 | $0.10 | $0.32 | — |
| 283 | Meta Llama 2-13B | Meta | Open | — | 30.9 | — | — | — |
| 284 | Alibaba (Qwen) Qwen Max | Alibaba (Qwen) | Proprietary | 33K | 30.7 | $1.60 | $6.40 | — |
| 285 | OpenAI GPT-4.1 mini | OpenAI | Proprietary | 1.05M | 30.6 | $0.40 | $1.60 | 86 |
| 286 | Google Gemma 7B | Open | — | 30.5 | — | — | — | |
| 287 | Amazon Amazon Nova Micro | Amazon | Proprietary | 128K | 30.5 | $0.035 | $0.14 | — |
| 288 | Meta Llama 3.1-70B | Meta | Open | 128K | 30.3 | $0.40 | $0.40 | — |
| 289 | IBM Granite 4.1 8b | IBM | Open | — | 30.1 | — | — | — |
| 290 | Microsoft Wizardlm 13b | Microsoft | Open | — | 30.1 | — | — | — |
| 291 | Google Gemma 1.1 2b IT | Open | — | 30.1 | — | — | — | |
| 292 | NVIDIA Llama2 70b Steerlm Chat | NVIDIA | Open | — | 29.9 | — | — | — |
| 293 | IBM Granite 3.0 8b Instruct | IBM | Open | — | 29.7 | — | — | — |
| 294 | Anthropic Claude 3 Sonnet | Anthropic | Proprietary | — | 29.6 | — | — | — |
| 295 | Allen Institute for AI (Ai2) Olmo 7b Instruct | Allen Institute for AI (Ai2) | Open | — | 29.6 | — | — | — |
| 296 | Google Gemma 2 9B | Open | — | 29.4 | — | — | — | |
| 297 | Google Gemma 2B | Open | — | 29.4 | — | — | — | |
| 298 | Cohere Command R | Cohere | Open | 128K | 29.3 | $0.15 | $0.60 | — |
| 299 | Meta Llama 2-7B | Meta | Open | — | 29.2 | — | — | — |
| 300 | Alibaba (Qwen) Qwen1.5 4b Chat | Alibaba (Qwen) | Open | — | 29.1 | — | — | — |
| 301 | Cohere Command R+ | Cohere | Open | 128K | 29.1 | $2.50 | $10 | — |
| 302 | Alibaba (Qwen) Qwen2-72B | Alibaba (Qwen) | Open | — | 29.1 | — | — | — |
| 303 | Google Palm 2 | Proprietary | — | 29.0 | — | — | — | |
| 304 | Microsoft Phi 3 Mini 128k Instruct | Microsoft | Open | — | 28.8 | — | — | — |
| 305 | Allen Institute for AI (Ai2) OLMo 2 Furious 13B | Allen Institute for AI (Ai2) | Open | — | 28.6 | — | — | — |
| 306 | Meta Codellama 34b Instruct | Meta | Open | — | 28.5 | — | — | — |
| 307 | Google Gemini 2.0 Flash (Feb 2025) | Proprietary | — | 28.4 | — | — | 92 | |
| 308 | IBM Granite 3.0 2b Instruct | IBM | Open | — | 28.3 | — | — | — |
| 309 | Microsoft Phi-4 Mini | Microsoft | Open | 128K | 28.1 | $0.075 | $0.30 | — |
| 310 | Microsoft Phi 3 Small 8k Instruct | Microsoft | Open | — | 27.9 | — | — | — |
| 311 | Meta Llama 3.2 3B | Meta | Open | 131K | 27.6 | $0.05 | $0.33 | — |
| 312 | 01.AI Yi-Lightning | 01.AI | Proprietary | — | 27.4 | — | — | — |
| 313 | Mistral AI Codestral | Mistral AI | Proprietary | 256K | 27.3 | $0.30 | $0.90 | 271 |
| 314 | Cohere Command A | Cohere | Open | 256K | 27.2 | $2.50 | $10 | 28 |
| 315 | Microsoft Phi 3 Mini 4k Instruct | Microsoft | Open | — | 26.6 | — | — | — |
| 316 | Meta Llama 4 Maverick | Meta | Open | 128K | 26.6 | $0.19 | $0.65 | 456 |
| 317 | Anthropic Claude 3 Haiku | Anthropic | Proprietary | — | 26.4 | — | — | 41 |
| 318 | Mistral AI Mistral 7B | Mistral AI | Open | 8K | 26.4 | $0.25 | $0.25 | — |
| 319 | Anthropic Claude 2.1 | Anthropic | Proprietary | — | 26.2 | — | — | — |
| 320 | OpenAI GPT-4o | OpenAI | Proprietary | 128K | 24.8 | $2.50 | $10 | — |
| 321 | Mistral AI Mixtral 8x22B | Mistral AI | Open | 64K | 24.2 | $2 | $6 | — |
| 322 | OpenAI GPT-4.1 nano | OpenAI | Proprietary | 1.05M | 24.1 | $0.10 | $0.40 | 135 |
| 323 | OpenAI GPT-3.5-turbo | OpenAI | Proprietary | 16K | 23.9 | $0.50 | $1.50 | — |
| 324 | Databricks Dolly 2.0-12b | Databricks | Open | — | 23.4 | — | — | — |
| 325 | Alibaba (Qwen) Qwen2.5-Coder-32B | Alibaba (Qwen) | Open | 33K | 22.6 | $0.66 | $1 | — |
| 326 | Google Gemma 3 27B | Open | 131K | 22.5 | $0.08 | $0.16 | 62 | |
| 327 | OpenAI GPT-4o mini | OpenAI | Proprietary | 128K | 22.0 | $0.15 | $0.60 | 120 |
| 328 | DeepSeek DeepSeek-R1-Distill-Qwen-1.5B | DeepSeek | Open | — | 21.8 | — | — | — |
| 329 | Meta Llama 13b | Meta | Open | — | 21.4 | — | — | — |
| 330 | Meta Llama 3.2 1B | Meta | Open | 60K | 21.1 | $0.027 | $0.20 | — |
| 331 | Meta Llama 4 Scout | Meta | Open | 128K | 20.2 | $0.10 | $0.30 | 272 |
| 332 | Meta Llama 3.1-8B | Meta | Open | 128K | 20.2 | $0.05 | $0.08 | — |
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Frequently asked questions
What is the best AI model for coding?
As of October 2026, Claude Fable 5.1 leads the Noometry coding ranking with a score of 74.7, ahead of GPT-6 Astra at 73.7.
What are the top 5 in this ranking?
Claude Fable 5.1, GPT-6 Astra, Claude Opus 5.5, Claude Fable 5, Claude Opus 5, in that order, as of October 2026.
How is this list ranked?
By the category score, which is fitted from every public benchmark result and adjusted for how hard each benchmark is. Models need several independent results to be ranked.