Coding

Best models for code generation and debugging.

Updated March 13, 2026
# Model Score AI Index Context Input / 1M Output / 1M Caps
1Google: Gemini 3.1 Pro Previewgoogle New Top Pick9757.21M$2.00$12.00TV
2OpenAI: GPT-5.4openai New Top Pick96571.1M$2.50$15.00TV
3Anthropic: Claude Opus 4.6anthropic Best for Coding93531M$5.00$25.00TV
4OpenAI: GPT-5.3-Codexopenai New Top Pick9254400K$1.75$14.00TV
5Google: Gemini 3 Flash Previewgoogle8846.41M$0.5000$3.00TV
6OpenAI: GPT-5.2openai8833.6400K$1.75$14.00TV
7Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google8848.466K$2.00$12.00V
8OpenAI: GPT-5.1openai8747.7400K$1.25$10.00TV
9OpenAI: GPT-5.2-Codexopenai8749400K$1.75$14.00TV
10Z.ai: GLM 5z-ai Best for Agents8640.6203K$0.7200$2.30T
11MoonshotAI: Kimi K2.5moonshotai8537.3262K$0.4500$2.20TV
12Qwen: Qwen3.5 397B A17Bqwen New8545262K$0.3900$2.34TV
13OpenAI: GPT-5 Codexopenai8244.6400K$1.25$10.00TV
14OpenAI: GPT-5.1-Codexopenai8143.1400K$1.25$10.00TV
15xAI: Grok 4x-ai8041.5256K$3.00$15.00TV
16Anthropic: Claude Sonnet 4.6anthropic New8042.61M$3.00$15.00TV
17Anthropic: Claude Opus 4.5anthropic8043.1200K$5.00$25.00TV
18OpenAI: GPT-5openai8023.9400K$1.25$10.00TV
19Google: Gemini 3 Pro Previewgoogle8041.31M$2.00$12.00TV
20MoonshotAI: Kimi K2 Thinkingmoonshotai7940.9131K$0.4700$2.00T
21OpenAI: GPT-5 Miniopenai7941.2400K$0.2500$2.00TV
22OpenAI: GPT-5.1-Codex-Miniopenai7238.6400K$0.2500$2.00TV
23Google: Gemini 2.5 Progoogle7234.61M$1.25$10.00TV
24OpenAI: o3openai7238.4200K$2.00$8.00TV
25DeepSeek: DeepSeek V3.1 Terminusdeepseek6828.5164K$0.2100$0.7900T
26OpenAI: gpt-oss-120bopenai6733.3131K$0.0390$0.1900T
27DeepSeek: DeepSeek V3.2 Specialedeepseek6729.4164K$0.4000$1.20
28OpenAI: o4 Miniopenai6733.1200K$1.10$4.40TV
29OpenAI: gpt-oss-120b (free)openai6533.3131KFreeFreeT
30MoonshotAI: Kimi K2 0711moonshotai6526.3131K$0.5500$2.20T
31TNG: DeepSeek R1T2 Chimeratngtech6527164K$0.2500$0.8500T
32Z.ai: GLM 4.5z-ai6526.4131K$0.6000$2.20T
33OpenAI: o3 Miniopenai6325.9200K$1.10$4.40TV
34DeepSeek: DeepSeek V3 0324deepseek6222.3164K$0.2000$0.7700T
35OpenAI: o3 Mini Highopenai6225.2200K$1.10$4.40TV
36DeepSeek: R1deepseek6227.164K$0.7000$2.50T
37xAI: Grok Code Fast 1x-ai6028.7256K$0.2000$1.50T
38Z.ai: GLM 4.5 Airz-ai5823.2131K$0.1300$0.8500T
39DeepSeek: DeepSeek V3.1deepseek5827.733K$0.1500$0.7500T
40Anthropic: Claude 3.5 Sonnetanthropic5815.9200K$6.00$30.00TV
41DeepSeek: DeepSeek V3.2 Expdeepseek5532.9164K$0.2700$0.4100T
42Qwen: Qwen3 Coder Nextqwen5528.3262K$0.1200$0.7500T
43Qwen: QwQ 32Bqwen5219.733K$0.1500$0.4000T
44OpenAI: gpt-oss-20bopenai5020.8131K$0.0300$0.1400T
45OpenAI: GPT-5.2 Proopenai45400K$21.00$168.00TV
46Qwen: Qwen3 Coder 30B A3B Instructqwen4220160K$0.0700$0.2700T
47Mistral: Devstral 2 2512mistralai4222262K$0.4000$2.00T
48OpenAI: GPT-5.1-Codex-Maxopenai42400K$1.25$10.00TV
49Mistral: Devstral Mediummistralai4018.7131K$0.4000$2.00T
50Qwen2.5 Coder 32B Instructqwen4012.933K$0.2000$0.2000
#1NewTop Pick97
Google: Gemini 3.1 Pro Previewgoogle
AI 57.21M ctx$2.00/M in
Tool UseVision
#2NewTop Pick96
OpenAI: GPT-5.4openai
AI 571.1M ctx$2.50/M in
Tool UseVision
#3Best for Coding93
Anthropic: Claude Opus 4.6anthropic
AI 531M ctx$5.00/M in
Tool UseVision
#4NewTop Pick92
OpenAI: GPT-5.3-Codexopenai
AI 54400K ctx$1.75/M in
Tool UseVision
#588
Google: Gemini 3 Flash Previewgoogle
AI 46.41M ctx$0.5000/M in
Tool UseVision
#688
OpenAI: GPT-5.2openai
AI 33.6400K ctx$1.75/M in
Tool UseVision
#788
Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google
AI 48.466K ctx$2.00/M in
Vision
#887
OpenAI: GPT-5.1openai
AI 47.7400K ctx$1.25/M in
Tool UseVision
#987
OpenAI: GPT-5.2-Codexopenai
AI 49400K ctx$1.75/M in
Tool UseVision
#10Best for Agents86
Z.ai: GLM 5z-ai
AI 40.6203K ctx$0.7200/M in
Tool Use
#1185
MoonshotAI: Kimi K2.5moonshotai
AI 37.3262K ctx$0.4500/M in
Tool UseVision
#12New85
Qwen: Qwen3.5 397B A17Bqwen
AI 45262K ctx$0.3900/M in
Tool UseVision
#1382
OpenAI: GPT-5 Codexopenai
AI 44.6400K ctx$1.25/M in
Tool UseVision
#1481
OpenAI: GPT-5.1-Codexopenai
AI 43.1400K ctx$1.25/M in
Tool UseVision
#1580
xAI: Grok 4x-ai
AI 41.5256K ctx$3.00/M in
Tool UseVision
#16New80
Anthropic: Claude Sonnet 4.6anthropic
AI 42.61M ctx$3.00/M in
Tool UseVision
#1780
Anthropic: Claude Opus 4.5anthropic
AI 43.1200K ctx$5.00/M in
Tool UseVision
#1880
OpenAI: GPT-5openai
AI 23.9400K ctx$1.25/M in
Tool UseVision
#1980
Google: Gemini 3 Pro Previewgoogle
AI 41.31M ctx$2.00/M in
Tool UseVision
#2079
MoonshotAI: Kimi K2 Thinkingmoonshotai
AI 40.9131K ctx$0.4700/M in
Tool Use
#2179
OpenAI: GPT-5 Miniopenai
AI 41.2400K ctx$0.2500/M in
Tool UseVision
#2272
OpenAI: GPT-5.1-Codex-Miniopenai
AI 38.6400K ctx$0.2500/M in
Tool UseVision
#2372
Google: Gemini 2.5 Progoogle
AI 34.61M ctx$1.25/M in
Tool UseVision
#2472
OpenAI: o3openai
AI 38.4200K ctx$2.00/M in
Tool UseVision
#2568
DeepSeek: DeepSeek V3.1 Terminusdeepseek
AI 28.5164K ctx$0.2100/M in
Tool Use
#2667
OpenAI: gpt-oss-120bopenai
AI 33.3131K ctx$0.0390/M in
Tool Use
#2767
DeepSeek: DeepSeek V3.2 Specialedeepseek
AI 29.4164K ctx$0.4000/M in
#2867
OpenAI: o4 Miniopenai
AI 33.1200K ctx$1.10/M in
Tool UseVision
#2965
OpenAI: gpt-oss-120b (free)openai
AI 33.3131K ctxFree/M in
Tool Use
#3065
MoonshotAI: Kimi K2 0711moonshotai
AI 26.3131K ctx$0.5500/M in
Tool Use
#3165
TNG: DeepSeek R1T2 Chimeratngtech
AI 27164K ctx$0.2500/M in
Tool Use
#3265
Z.ai: GLM 4.5z-ai
AI 26.4131K ctx$0.6000/M in
Tool Use
#3363
OpenAI: o3 Miniopenai
AI 25.9200K ctx$1.10/M in
Tool UseVision
#3462
DeepSeek: DeepSeek V3 0324deepseek
AI 22.3164K ctx$0.2000/M in
Tool Use
#3562
OpenAI: o3 Mini Highopenai
AI 25.2200K ctx$1.10/M in
Tool UseVision
#3662
DeepSeek: R1deepseek
AI 27.164K ctx$0.7000/M in
Tool Use
#3760
xAI: Grok Code Fast 1x-ai
AI 28.7256K ctx$0.2000/M in
Tool Use
#3858
Z.ai: GLM 4.5 Airz-ai
AI 23.2131K ctx$0.1300/M in
Tool Use
#3958
DeepSeek: DeepSeek V3.1deepseek
AI 27.733K ctx$0.1500/M in
Tool Use
#4058
Anthropic: Claude 3.5 Sonnetanthropic
AI 15.9200K ctx$6.00/M in
Tool UseVision
#4155
DeepSeek: DeepSeek V3.2 Expdeepseek
AI 32.9164K ctx$0.2700/M in
Tool Use
#4255
Qwen: Qwen3 Coder Nextqwen
AI 28.3262K ctx$0.1200/M in
Tool Use
#4352
Qwen: QwQ 32Bqwen
AI 19.733K ctx$0.1500/M in
Tool Use
#4450
OpenAI: gpt-oss-20bopenai
AI 20.8131K ctx$0.0300/M in
Tool Use
#4545
OpenAI: GPT-5.2 Proopenai
400K ctx$21.00/M in
Tool UseVision
#4642
Qwen: Qwen3 Coder 30B A3B Instructqwen
AI 20160K ctx$0.0700/M in
Tool Use
#4742
Mistral: Devstral 2 2512mistralai
AI 22262K ctx$0.4000/M in
Tool Use
#4842
OpenAI: GPT-5.1-Codex-Maxopenai
400K ctx$1.25/M in
Tool UseVision
#4940
Mistral: Devstral Mediummistralai
AI 18.7131K ctx$0.4000/M in
Tool Use
#5040
Qwen2.5 Coder 32B Instructqwen
AI 12.933K ctx$0.2000/M in