Coding

Best models for code generation and debugging.

Updated April 15, 2026
# Model Score AI Index Context Input / 1M Output / 1M Caps
1Google: Gemini 3.1 Pro Previewgoogle Top Pick95.357.21M$2.00$12.00TV
2Anthropic: Claude Opus 4.6anthropic Best for Coding In-House Pick94.2531M$5.00$25.00TV
3OpenAI: GPT-5.3-Codexopenai Top Pick9153.6400K$1.75$14.00TV
4OpenAI: GPT-5.4openai Top Pick8956.81.1M$2.50$15.00TV
5Anthropic: Claude Sonnet 4.6anthropic In-House Pick86.651.71M$3.00$15.00TV
6Google: Gemini 3 Flash Previewgoogle84.146.41M$0.5000$3.00TV
7OpenAI: GPT-5.1openai83.447.7400K$1.25$10.00TV
8Anthropic: Claude Opus 4.5anthropic83.349.7200K$5.00$25.00TV
9xAI: Grok 4.20x-ai New82.949.32M$2.00$6.00TV
10xAI: Grok 4.20 Multi-Agent Betax-ai82.748.52M$2.00$6.00TV
11OpenAI: GPT-5.2-Codexopenai81.649400K$1.75$14.00TV
12Xiaomi: MiMo-V2-Proxiaomi New81.549.21M$1.00$3.00T
13Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google80.448.466K$2.00$12.00V
14MiniMax: MiniMax M2.7minimax New Top Pick79.649.6197K$0.3000$1.20T
15OpenAI: GPT-5 Codexopenai79.144.6400K$1.25$10.00TV
16Z.ai: GLM 5z-ai77.740.680K$0.7200$2.30T
17Google: Gemini 3 Pro Previewgoogle77.641.31M$2.00$12.00TV
18Kwaipilot: KAT-Coder-Pro V2kwaipilot New Best for Agents77.243.8256K$0.3000$1.20T
19Google: Gemini 2.5 Pro Preview 06-05google77.130.31M$1.25$10.00TV
20Google: Gemma 4 31Bgoogle New76.839.2262K$0.1300$0.3800TV
21OpenAI: GPT-5.1-Codexopenai76.543.1400K$1.25$10.00TV
22Anthropic: Claude Opus 4anthropic74.939200K$15.00$75.00TV
23OpenAI: o3openai74.838.4200K$2.00$8.00TV
24OpenAI: GPT-5.1-Codex-Miniopenai74.438.6400K$0.2500$2.00TV
25Z.ai: GLM 4.7z-ai74.134.2203K$0.3900$1.75T
26OpenAI: GPT-5.4 Nanoopenai74.124.4400K$0.2000$1.25TV
27xAI: Grok 4x-ai73.341.5256K$3.00$15.00TV
28Qwen: Qwen3.5 397B A17Bqwen72.740.1262K$0.3900$2.34TV
29OpenAI: GPT-5.4 Miniopenai Best for Coding72.548.9400K$0.7500$4.50TV
30Google: Gemini 2.5 Progoogle71.534.61M$1.25$10.00TV
31MoonshotAI: Kimi K2 Thinkingmoonshotai70.640.9262K$0.6000$2.50T
32Anthropic: Claude 3.7 Sonnet (thinking)anthropic69.634.7200K$3.00$15.00TV
33NVIDIA: Nemotron 3 Supernvidia66.736262K$0.1000$0.5000T
34OpenAI: gpt-oss-120bopenai66.433.3131K$0.0390$0.1900T
35DeepSeek: DeepSeek V3.2deepseek66.341.7164K$0.2600$0.3800T
36OpenAI: GPT-5.2openai66.151.3400K$1.75$14.00TV
37Anthropic: Claude 3.7 Sonnetanthropic65.930.8200K$3.00$15.00TV
38DeepSeek: DeepSeek V3.1 Terminusdeepseek64.228.5164K$0.2100$0.7900T
39DeepSeek: DeepSeek V3.2 Specialedeepseek63.829.4164K$0.4000$1.20
40Inception: Mercury 2inception62.532.8128K$0.2500$0.7500T
41Anthropic: Claude 3.5 Sonnetanthropic6215.9200K$6.00$30.00TV
42TNG: DeepSeek R1T2 Chimeratngtech59.927164K$0.3000$1.10T
43OpenAI: GPT-4.1openai59.126.31M$2.00$8.00TV
44OpenAI: GPT-4.1 Miniopenai58.122.91M$0.4000$1.60TV
45Nex AGI: DeepSeek V3.1 Nex N1nex-agi58.128.1131K$0.1350$0.5000T
46DeepSeek: DeepSeek V3.1deepseek57.427.733K$0.1500$0.7500T
47DeepSeek: DeepSeek V3.2 Expdeepseek57.328.4164K$0.2700$0.4100T
48Z.ai: GLM 4.5z-ai57.226.4131K$0.6000$2.20T
49MoonshotAI: Kimi K2 0711moonshotai54.426.3131K$0.5700$2.30T
50DeepSeek: DeepSeek V3 0324deepseek54.322.3164K$0.2000$0.7700T
#1Top Pick95.3
Google: Gemini 3.1 Pro Previewgoogle
AI 57.21M ctx$2.00/M in
Tool UseVision
#2Best for CodingIn-House Pick94.2
Anthropic: Claude Opus 4.6anthropic
AI 531M ctx$5.00/M in
Tool UseVision
#3Top Pick91
OpenAI: GPT-5.3-Codexopenai
AI 53.6400K ctx$1.75/M in
Tool UseVision
#4Top Pick89
OpenAI: GPT-5.4openai
AI 56.81.1M ctx$2.50/M in
Tool UseVision
#5In-House Pick86.6
Anthropic: Claude Sonnet 4.6anthropic
AI 51.71M ctx$3.00/M in
Tool UseVision
#684.1
Google: Gemini 3 Flash Previewgoogle
AI 46.41M ctx$0.5000/M in
Tool UseVision
#783.4
OpenAI: GPT-5.1openai
AI 47.7400K ctx$1.25/M in
Tool UseVision
#883.3
Anthropic: Claude Opus 4.5anthropic
AI 49.7200K ctx$5.00/M in
Tool UseVision
#9New82.9
xAI: Grok 4.20x-ai
AI 49.32M ctx$2.00/M in
Tool UseVision
#1082.7
xAI: Grok 4.20 Multi-Agent Betax-ai
AI 48.52M ctx$2.00/M in
Tool UseVision
#1181.6
OpenAI: GPT-5.2-Codexopenai
AI 49400K ctx$1.75/M in
Tool UseVision
#12New81.5
Xiaomi: MiMo-V2-Proxiaomi
AI 49.21M ctx$1.00/M in
Tool Use
#1380.4
Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google
AI 48.466K ctx$2.00/M in
Vision
#14NewTop Pick79.6
MiniMax: MiniMax M2.7minimax
AI 49.6197K ctx$0.3000/M in
Tool Use
#1579.1
OpenAI: GPT-5 Codexopenai
AI 44.6400K ctx$1.25/M in
Tool UseVision
#1677.7
Z.ai: GLM 5z-ai
AI 40.680K ctx$0.7200/M in
Tool Use
#1777.6
Google: Gemini 3 Pro Previewgoogle
AI 41.31M ctx$2.00/M in
Tool UseVision
#18NewBest for Agents77.2
Kwaipilot: KAT-Coder-Pro V2kwaipilot
AI 43.8256K ctx$0.3000/M in
Tool Use
#1977.1
Google: Gemini 2.5 Pro Preview 06-05google
AI 30.31M ctx$1.25/M in
Tool UseVision
#20New76.8
Google: Gemma 4 31Bgoogle
AI 39.2262K ctx$0.1300/M in
Tool UseVision
#2176.5
OpenAI: GPT-5.1-Codexopenai
AI 43.1400K ctx$1.25/M in
Tool UseVision
#2274.9
Anthropic: Claude Opus 4anthropic
AI 39200K ctx$15.00/M in
Tool UseVision
#2374.8
OpenAI: o3openai
AI 38.4200K ctx$2.00/M in
Tool UseVision
#2474.4
OpenAI: GPT-5.1-Codex-Miniopenai
AI 38.6400K ctx$0.2500/M in
Tool UseVision
#2574.1
Z.ai: GLM 4.7z-ai
AI 34.2203K ctx$0.3900/M in
Tool Use
#2674.1
OpenAI: GPT-5.4 Nanoopenai
AI 24.4400K ctx$0.2000/M in
Tool UseVision
#2773.3
xAI: Grok 4x-ai
AI 41.5256K ctx$3.00/M in
Tool UseVision
#2872.7
Qwen: Qwen3.5 397B A17Bqwen
AI 40.1262K ctx$0.3900/M in
Tool UseVision
#29Best for Coding72.5
OpenAI: GPT-5.4 Miniopenai
AI 48.9400K ctx$0.7500/M in
Tool UseVision
#3071.5
Google: Gemini 2.5 Progoogle
AI 34.61M ctx$1.25/M in
Tool UseVision
#3170.6
MoonshotAI: Kimi K2 Thinkingmoonshotai
AI 40.9262K ctx$0.6000/M in
Tool Use
#3269.6
Anthropic: Claude 3.7 Sonnet (thinking)anthropic
AI 34.7200K ctx$3.00/M in
Tool UseVision
#3366.7
NVIDIA: Nemotron 3 Supernvidia
AI 36262K ctx$0.1000/M in
Tool Use
#3466.4
OpenAI: gpt-oss-120bopenai
AI 33.3131K ctx$0.0390/M in
Tool Use
#3566.3
DeepSeek: DeepSeek V3.2deepseek
AI 41.7164K ctx$0.2600/M in
Tool Use
#3666.1
OpenAI: GPT-5.2openai
AI 51.3400K ctx$1.75/M in
Tool UseVision
#3765.9
Anthropic: Claude 3.7 Sonnetanthropic
AI 30.8200K ctx$3.00/M in
Tool UseVision
#3864.2
DeepSeek: DeepSeek V3.1 Terminusdeepseek
AI 28.5164K ctx$0.2100/M in
Tool Use
#3963.8
DeepSeek: DeepSeek V3.2 Specialedeepseek
AI 29.4164K ctx$0.4000/M in
#4062.5
Inception: Mercury 2inception
AI 32.8128K ctx$0.2500/M in
Tool Use
#4162
Anthropic: Claude 3.5 Sonnetanthropic
AI 15.9200K ctx$6.00/M in
Tool UseVision
#4259.9
TNG: DeepSeek R1T2 Chimeratngtech
AI 27164K ctx$0.3000/M in
Tool Use
#4359.1
OpenAI: GPT-4.1openai
AI 26.31M ctx$2.00/M in
Tool UseVision
#4458.1
OpenAI: GPT-4.1 Miniopenai
AI 22.91M ctx$0.4000/M in
Tool UseVision
#4558.1
Nex AGI: DeepSeek V3.1 Nex N1nex-agi
AI 28.1131K ctx$0.1350/M in
Tool Use
#4657.4
DeepSeek: DeepSeek V3.1deepseek
AI 27.733K ctx$0.1500/M in
Tool Use
#4757.3
DeepSeek: DeepSeek V3.2 Expdeepseek
AI 28.4164K ctx$0.2700/M in
Tool Use
#4857.2
Z.ai: GLM 4.5z-ai
AI 26.4131K ctx$0.6000/M in
Tool Use
#4954.4
MoonshotAI: Kimi K2 0711moonshotai
AI 26.3131K ctx$0.5700/M in
Tool Use
#5054.3
DeepSeek: DeepSeek V3 0324deepseek
AI 22.3164K ctx$0.2000/M in
Tool Use
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Showing 1–50 of 76 models · Data from OpenRouter, Hugging Face & Artificial Analysis

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