Coding

Best models for code generation and debugging.

Updated May 20, 2026
# Model Score AI Index Context Input / 1M Output / 1M Caps
1Google: Gemini 3.1 Pro Previewgoogle Top Pick95.357.21M$2.00$12.00
2Anthropic: Claude Opus 4.7anthropic In-House Pick9457.31M$5.00$25.00
3OpenAI: GPT-5.5openai New Top Pick93.660.21.1M$5.00$30.00
4Anthropic: Claude Opus 4.6anthropic93.446.51M$5.00$25.00
5OpenAI: GPT-5.3-Codexopenai89.853.6400K$1.75$14.00
6OpenAI: GPT-5.4 Miniopenai87.148.9400K$0.7500$4.50
7GPT-5.5 (high)OpenAI New Top Pick86.758.9$5.00$30.00
8MoonshotAI: Kimi K2.6moonshotai86.453.9262K$0.7300$3.49
9GPT-5.5 (medium)OpenAI New Best for Coding85.756.7$5.00$30.00
10Anthropic: Claude Sonnet 4.6anthropic In-House Pick84.944.41M$3.00$15.00
11Google: Gemini 3 Flash Previewgoogle84.946.41M$0.5000$3.00
12Qwen: Qwen3.6 Plusqwen Best for Agents84.8501M$0.3250$1.95
13DeepSeek: DeepSeek V4 Prodeepseek New84.249.81M$0.4350$0.8700
14Anthropic: Claude Opus 4.5anthropic82.549.7200K$5.00$25.00
15OpenAI: GPT-5.2-Codexopenai82.549400K$1.75$14.00
16Xiaomi: MiMo-V2.5xiaomi New82.5491M$0.4000$2.00
17DeepSeek: DeepSeek V4 Flashdeepseek New82.2461M$0.1120$0.2240
18Qwen: Qwen3.6 Max Previewqwen New82.151.8262K$1.04$6.24
19Z.ai: GLM 5.1z-ai8243.8203KFreeFree
20Muse SparkMeta8252.2FreeFree
21OpenAI: GPT-5.4 Nanoopenai8238.1400K$0.2000$1.25
22GPT-5.5 (low)OpenAI New8250.8$5.00$30.00
23OpenAI: GPT-5.2openai81.151.3400K$1.75$14.00
24Z.ai: GLM 5z-ai80.249.8203K$0.6000$1.92
25Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google79.648.466K$2.00$12.00
26MiniMax: MiniMax M2.7minimax79.649.6205K$0.2790$1.20
27OpenAI: GPT-5 Codexopenai79.144.6400K$1.25$10.00
28Kwaipilot: KAT-Coder-Pro V2kwaipilot77.243.8256K$0.3000$1.20
29Google: Gemini 2.5 Pro Preview 06-05google77.130.31M$1.25$10.00
30Google: Gemini 3 Pro Previewgoogle76.841.31M$2.00$12.00
31Qwen: Qwen3.6 35B A3Bqwen New76.843.5262K$0.1490$1.00
32OpenAI: GPT-5.1-Codexopenai76.543.1400K$1.25$10.00
33Qwen: Qwen3.6 27Bqwen New76.545.8262K$0.3200$3.20
34OpenAI: GPT-5 Miniopenai76.341.2400K$0.2500$2.00
35Google: Gemma 4 31Bgoogle75.932.3262K$0.1200$0.3700
36OpenAI: o3openai75.738.4200K$2.00$8.00
37Anthropic: Claude Opus 4anthropic74.939200K$15.00$75.00
38DeepSeek: DeepSeek V3.2deepseek74.132.1131K$0.2520$0.3780
39OpenAI: GPT-5.1-Codex-Miniopenai73.538.6400K$0.2500$2.00
40xAI: Grok 4x-ai73.341.5256K$3.00$15.00
41Mistral: Mistral Medium 3.5mistralai New71.539.2262K$1.50$7.50
42Google: Gemini 2.5 Progoogle71.534.61M$1.25$10.00
43OpenAI: o3 Deep Researchopenai70.938.3200K$10.00$40.00
44MoonshotAI: Kimi K2 Thinkingmoonshotai70.640.9262K$0.6000$2.50
45GPT-5.5 (Non-reasoning)OpenAI New69.740.9$5.00$30.00
46Anthropic: Claude 3.7 Sonnet (thinking)anthropic69.634.7200K$3.00$15.00
47xAI: Grok 4 Fastx-ai69.523.12M$0.2000$0.5000
48Xiaomi: MiMo-V2.5-Proxiaomi New68.453.81M$1.00$3.00
49MiniMax: MiniMax M2minimax68.236.1205K$0.2550$1.00
50OpenAI: GPT-5.4openai67.335.41.1M$2.50$15.00
#1Top Pick95.3
Google: Gemini 3.1 Pro Previewgoogle
AI 57.21M ctx$2.00/M in
#2In-House Pick94
Anthropic: Claude Opus 4.7anthropic
AI 57.31M ctx$5.00/M in
#3NewTop Pick93.6
OpenAI: GPT-5.5openai
AI 60.21.1M ctx$5.00/M in
#493.4
Anthropic: Claude Opus 4.6anthropic
AI 46.51M ctx$5.00/M in
#589.8
OpenAI: GPT-5.3-Codexopenai
AI 53.6400K ctx$1.75/M in
#687.1
OpenAI: GPT-5.4 Miniopenai
AI 48.9400K ctx$0.7500/M in
#7NewTop Pick86.7
GPT-5.5 (high)OpenAI
AI 58.9$5.00/M in
#886.4
MoonshotAI: Kimi K2.6moonshotai
AI 53.9262K ctx$0.7300/M in
#9NewBest for Coding85.7
GPT-5.5 (medium)OpenAI
AI 56.7$5.00/M in
#10In-House Pick84.9
Anthropic: Claude Sonnet 4.6anthropic
AI 44.41M ctx$3.00/M in
#1184.9
Google: Gemini 3 Flash Previewgoogle
AI 46.41M ctx$0.5000/M in
#12Best for Agents84.8
Qwen: Qwen3.6 Plusqwen
AI 501M ctx$0.3250/M in
#13New84.2
DeepSeek: DeepSeek V4 Prodeepseek
AI 49.81M ctx$0.4350/M in
#1482.5
Anthropic: Claude Opus 4.5anthropic
AI 49.7200K ctx$5.00/M in
#1582.5
OpenAI: GPT-5.2-Codexopenai
AI 49400K ctx$1.75/M in
#16New82.5
Xiaomi: MiMo-V2.5xiaomi
AI 491M ctx$0.4000/M in
#17New82.2
DeepSeek: DeepSeek V4 Flashdeepseek
AI 461M ctx$0.1120/M in
#18New82.1
Qwen: Qwen3.6 Max Previewqwen
AI 51.8262K ctx$1.04/M in
#1982
Z.ai: GLM 5.1z-ai
AI 43.8203K ctxFree/M in
#2082
Muse SparkMeta
AI 52.2Free/M in
#2182
OpenAI: GPT-5.4 Nanoopenai
AI 38.1400K ctx$0.2000/M in
#22New82
GPT-5.5 (low)OpenAI
AI 50.8$5.00/M in
#2381.1
OpenAI: GPT-5.2openai
AI 51.3400K ctx$1.75/M in
#2480.2
Z.ai: GLM 5z-ai
AI 49.8203K ctx$0.6000/M in
#2579.6
Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google
AI 48.466K ctx$2.00/M in
#2679.6
MiniMax: MiniMax M2.7minimax
AI 49.6205K ctx$0.2790/M in
#2779.1
OpenAI: GPT-5 Codexopenai
AI 44.6400K ctx$1.25/M in
#2877.2
Kwaipilot: KAT-Coder-Pro V2kwaipilot
AI 43.8256K ctx$0.3000/M in
#2977.1
Google: Gemini 2.5 Pro Preview 06-05google
AI 30.31M ctx$1.25/M in
#3076.8
Google: Gemini 3 Pro Previewgoogle
AI 41.31M ctx$2.00/M in
#31New76.8
Qwen: Qwen3.6 35B A3Bqwen
AI 43.5262K ctx$0.1490/M in
#3276.5
OpenAI: GPT-5.1-Codexopenai
AI 43.1400K ctx$1.25/M in
#33New76.5
Qwen: Qwen3.6 27Bqwen
AI 45.8262K ctx$0.3200/M in
#3476.3
OpenAI: GPT-5 Miniopenai
AI 41.2400K ctx$0.2500/M in
#3575.9
Google: Gemma 4 31Bgoogle
AI 32.3262K ctx$0.1200/M in
#3675.7
OpenAI: o3openai
AI 38.4200K ctx$2.00/M in
#3774.9
Anthropic: Claude Opus 4anthropic
AI 39200K ctx$15.00/M in
#3874.1
DeepSeek: DeepSeek V3.2deepseek
AI 32.1131K ctx$0.2520/M in
#3973.5
OpenAI: GPT-5.1-Codex-Miniopenai
AI 38.6400K ctx$0.2500/M in
#4073.3
xAI: Grok 4x-ai
AI 41.5256K ctx$3.00/M in
#41New71.5
Mistral: Mistral Medium 3.5mistralai
AI 39.2262K ctx$1.50/M in
#4271.5
Google: Gemini 2.5 Progoogle
AI 34.61M ctx$1.25/M in
#4370.9
OpenAI: o3 Deep Researchopenai
AI 38.3200K ctx$10.00/M in
#4470.6
MoonshotAI: Kimi K2 Thinkingmoonshotai
AI 40.9262K ctx$0.6000/M in
#45New69.7
GPT-5.5 (Non-reasoning)OpenAI
AI 40.9$5.00/M in
#4669.6
Anthropic: Claude 3.7 Sonnet (thinking)anthropic
AI 34.7200K ctx$3.00/M in
#4769.5
xAI: Grok 4 Fastx-ai
AI 23.12M ctx$0.2000/M in
#48New68.4
Xiaomi: MiMo-V2.5-Proxiaomi
AI 53.81M ctx$1.00/M in
#4968.2
MiniMax: MiniMax M2minimax
AI 36.1205K ctx$0.2550/M in
#5067.3
OpenAI: GPT-5.4openai
AI 35.41.1M ctx$2.50/M in