Coding

Best models for code generation and debugging.

Updated April 27, 2026
# Model Score AI Index Context Input / 1M Output / 1M Caps
1Anthropic: Claude Opus 4.7anthropic New Top Pick In-House Pick97.157.31M$5.00$25.00
2Google: Gemini 3.1 Pro Previewgoogle Best for Agents96.157.21M$2.00$12.00
3Anthropic: Claude Opus 4.6anthropic93.446.51M$5.00$25.00
4OpenAI: GPT-5.5openai New Top Pick93.160.21.1M$5.00$30.00
5OpenAI: GPT-5.4openai92.935.41.1M$2.50$15.00
6OpenAI: GPT-5.3-Codexopenai Best for Coding89.853.6400K$1.75$14.00
7DeepSeek: DeepSeek V4 Prodeepseek New88.649.81M$0.4350$0.8700
8OpenAI: GPT-5.2openai87.533.6400K$1.75$14.00
9MoonshotAI: Kimi K2.6moonshotai New86.453.9256K$0.7448$4.66
10Anthropic: Claude Sonnet 4.6anthropic In-House Pick85.751.71M$3.00$15.00
11GPT-5.5 (high)OpenAI New Top Pick85.458.9$5.00$30.00
12Xiaomi: MiMo-V2.5-Proxiaomi New85.353.81M$1.00$3.00
13GPT-5.5 (medium)OpenAI New Best for Coding84.856.7$5.00$30.00
14Google: Gemini 3 Flash Previewgoogle84.146.41M$0.5000$3.00
15Anthropic: Claude Opus 4.5anthropic82.543.1200K$5.00$25.00
16GPT-5.5 (low)OpenAI New8250.8$5.00$30.00
17OpenAI: GPT-5.4 Nanoopenai8244400K$0.2000$1.25
18Muse SparkMeta New8252.1FreeFree
19Qwen: Qwen3.6 Max Previewqwen New8251.8262K$1.30$7.80
20OpenAI: GPT-5.2-Codexopenai81.649400K$1.75$14.00
21Qwen: Qwen3.5 397B A17Bqwen79.640.1262K$0.3900$2.34
22Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google79.648.466K$2.00$12.00
23OpenAI: GPT-5 Codexopenai79.144.6400K$1.25$10.00
24Kwaipilot: KAT-Coder-Pro V2kwaipilot77.243.8256K$0.3000$1.20
25Google: Gemini 2.5 Pro Preview 06-05google77.130.31M$1.25$10.00
26OpenAI: GPT-5 Miniopenai76.341.2400K$0.2500$2.00
27Google: Gemma 4 31Bgoogle New75.932.3262K$0.1300$0.3800
28OpenAI: GPT-5.1-Codexopenai75.643.1400K$1.25$10.00
29OpenAI: o3openai74.838.4200K$2.00$8.00
30xAI: Grok 4x-ai74.141.5256K$3.00$15.00
31OpenAI: GPT-5.1-Codex-Miniopenai73.538.6400K$0.2500$2.00
32MoonshotAI: Kimi K2 Thinkingmoonshotai72.340.9262K$0.6000$2.50
33OpenAI: o3 Deep Researchopenai71.838.3200K$10.00$40.00
34Google: Gemini 2.5 Progoogle70.734.61M$1.25$10.00
35Z.ai: GLM 5z-ai70.349.8203K$0.6000$2.08
36Anthropic: Claude 3.7 Sonnet (thinking)anthropic69.634.7200K$3.00$15.00
37xAI: Grok 4 Fastx-ai69.535.12M$0.2000$0.5000
38GPT-5.5 (Non-reasoning)OpenAI New68.840.9$5.00$30.00
39OpenAI: gpt-oss-120bopenai66.424.5131K$0.0390$0.1900
40DeepSeek: DeepSeek V3.1 Terminusdeepseek65.928.5164K$0.2100$0.7900
41Anthropic: Claude 3.7 Sonnetanthropic65.930.8200K$3.00$15.00
42DeepSeek: DeepSeek V3.2deepseek65.541.7131K$0.2520$0.3780
43OpenAI: o4 Miniopenai65.233.1200K$1.10$4.40
44DeepSeek: DeepSeek V3.2 Specialedeepseek6329.4164K$0.4000$1.20
45xAI: Grok 3 Minix-ai6332.1131K$0.3000$0.5000
46TNG: DeepSeek R1T2 Chimeratngtech60.727164K$0.3000$1.10
47Anthropic: Claude 3.5 Sonnetanthropic60.315.9200K$6.00$30.00
48MoonshotAI: Kimi K2 0905moonshotai60.330.9262K$0.4000$2.00
49OpenAI: GPT-4.1openai59.126.31M$2.00$8.00
50DeepSeek: DeepSeek V3.1deepseek59.127.733K$0.1500$0.7500
#1NewTop PickIn-House Pick97.1
Anthropic: Claude Opus 4.7anthropic
AI 57.31M ctx$5.00/M in
#2Best for Agents96.1
Google: Gemini 3.1 Pro Previewgoogle
AI 57.21M ctx$2.00/M in
#393.4
Anthropic: Claude Opus 4.6anthropic
AI 46.51M ctx$5.00/M in
#4NewTop Pick93.1
OpenAI: GPT-5.5openai
AI 60.21.1M ctx$5.00/M in
#592.9
OpenAI: GPT-5.4openai
AI 35.41.1M ctx$2.50/M in
#6Best for Coding89.8
OpenAI: GPT-5.3-Codexopenai
AI 53.6400K ctx$1.75/M in
#7New88.6
DeepSeek: DeepSeek V4 Prodeepseek
AI 49.81M ctx$0.4350/M in
#887.5
OpenAI: GPT-5.2openai
AI 33.6400K ctx$1.75/M in
#9New86.4
MoonshotAI: Kimi K2.6moonshotai
AI 53.9256K ctx$0.7448/M in
#10In-House Pick85.7
Anthropic: Claude Sonnet 4.6anthropic
AI 51.71M ctx$3.00/M in
#11NewTop Pick85.4
GPT-5.5 (high)OpenAI
AI 58.9$5.00/M in
#12New85.3
Xiaomi: MiMo-V2.5-Proxiaomi
AI 53.81M ctx$1.00/M in
#13NewBest for Coding84.8
GPT-5.5 (medium)OpenAI
AI 56.7$5.00/M in
#1484.1
Google: Gemini 3 Flash Previewgoogle
AI 46.41M ctx$0.5000/M in
#1582.5
Anthropic: Claude Opus 4.5anthropic
AI 43.1200K ctx$5.00/M in
#16New82
GPT-5.5 (low)OpenAI
AI 50.8$5.00/M in
#1782
OpenAI: GPT-5.4 Nanoopenai
AI 44400K ctx$0.2000/M in
#18New82
Muse SparkMeta
AI 52.1Free/M in
#19New82
Qwen: Qwen3.6 Max Previewqwen
AI 51.8262K ctx$1.30/M in
#2081.6
OpenAI: GPT-5.2-Codexopenai
AI 49400K ctx$1.75/M in
#2179.6
Qwen: Qwen3.5 397B A17Bqwen
AI 40.1262K ctx$0.3900/M in
#2279.6
Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google
AI 48.466K ctx$2.00/M in
#2379.1
OpenAI: GPT-5 Codexopenai
AI 44.6400K ctx$1.25/M in
#2477.2
Kwaipilot: KAT-Coder-Pro V2kwaipilot
AI 43.8256K ctx$0.3000/M in
#2577.1
Google: Gemini 2.5 Pro Preview 06-05google
AI 30.31M ctx$1.25/M in
#2676.3
OpenAI: GPT-5 Miniopenai
AI 41.2400K ctx$0.2500/M in
#27New75.9
Google: Gemma 4 31Bgoogle
AI 32.3262K ctx$0.1300/M in
#2875.6
OpenAI: GPT-5.1-Codexopenai
AI 43.1400K ctx$1.25/M in
#2974.8
OpenAI: o3openai
AI 38.4200K ctx$2.00/M in
#3074.1
xAI: Grok 4x-ai
AI 41.5256K ctx$3.00/M in
#3173.5
OpenAI: GPT-5.1-Codex-Miniopenai
AI 38.6400K ctx$0.2500/M in
#3272.3
MoonshotAI: Kimi K2 Thinkingmoonshotai
AI 40.9262K ctx$0.6000/M in
#3371.8
OpenAI: o3 Deep Researchopenai
AI 38.3200K ctx$10.00/M in
#3470.7
Google: Gemini 2.5 Progoogle
AI 34.61M ctx$1.25/M in
#3570.3
Z.ai: GLM 5z-ai
AI 49.8203K ctx$0.6000/M in
#3669.6
Anthropic: Claude 3.7 Sonnet (thinking)anthropic
AI 34.7200K ctx$3.00/M in
#3769.5
xAI: Grok 4 Fastx-ai
AI 35.12M ctx$0.2000/M in
#38New68.8
GPT-5.5 (Non-reasoning)OpenAI
AI 40.9$5.00/M in
#3966.4
OpenAI: gpt-oss-120bopenai
AI 24.5131K ctx$0.0390/M in
#4065.9
DeepSeek: DeepSeek V3.1 Terminusdeepseek
AI 28.5164K ctx$0.2100/M in
#4165.9
Anthropic: Claude 3.7 Sonnetanthropic
AI 30.8200K ctx$3.00/M in
#4265.5
DeepSeek: DeepSeek V3.2deepseek
AI 41.7131K ctx$0.2520/M in
#4365.2
OpenAI: o4 Miniopenai
AI 33.1200K ctx$1.10/M in
#4463
DeepSeek: DeepSeek V3.2 Specialedeepseek
AI 29.4164K ctx$0.4000/M in
#4563
xAI: Grok 3 Minix-ai
AI 32.1131K ctx$0.3000/M in
#4660.7
TNG: DeepSeek R1T2 Chimeratngtech
AI 27164K ctx$0.3000/M in
#4760.3
Anthropic: Claude 3.5 Sonnetanthropic
AI 15.9200K ctx$6.00/M in
#4860.3
MoonshotAI: Kimi K2 0905moonshotai
AI 30.9262K ctx$0.4000/M in
#4959.1
OpenAI: GPT-4.1openai
AI 26.31M ctx$2.00/M in
#5059.1
DeepSeek: DeepSeek V3.1deepseek
AI 27.733K ctx$0.1500/M in