Coding

Best models for code generation and debugging.

Updated April 16, 2026
# Model Score AI Index Context Input / 1M Output / 1M Caps
1Google: Gemini 3.1 Pro Previewgoogle Top Pick94.457.21M$2.00$12.00TV
2OpenAI: GPT-5.4openai Top Pick93.856.81.1M$2.50$15.00TV
3Anthropic: Claude Opus 4.6anthropic In-House Pick93.4531M$5.00$25.00TV
4OpenAI: GPT-5.3-Codexopenai Top Pick89.853.6400K$1.75$14.00TV
5OpenAI: GPT-5.2openai87.551.3400K$1.75$14.00TV
6OpenAI: GPT-5.4 Miniopenai Best for Coding87.148.9400K$0.7500$4.50TV
7Anthropic: Claude Sonnet 4.6anthropic In-House Pick85.744.41M$3.00$15.00TV
8Qwen: Qwen3.6 Plusqwen New Best for Agents84.8501M$0.3250$1.95TV
9OpenAI: GPT-5.4 Nanoopenai82.944400K$0.2000$1.25TV
10Z.ai: GLM 5.1z-ai New8251.4203K$0.9500$3.15T
11OpenAI: GPT-5.2-Codexopenai81.649400K$1.75$14.00TV
12Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google80.448.466K$2.00$12.00V
13OpenAI: GPT-5 Codexopenai79.944.6400K$1.25$10.00TV
14Google: Gemini 3 Pro Previewgoogle78.541.31M$2.00$12.00TV
15Z.ai: GLM 5z-ai77.749.880K$0.7200$2.30T
16OpenAI: GPT-5.1-Codexopenai77.343.1400K$1.25$10.00TV
17Kwaipilot: KAT-Coder-Pro V2kwaipilot New77.243.8256K$0.3000$1.20T
18Google: Gemini 2.5 Pro Preview 06-05google77.130.31M$1.25$10.00TV
19Anthropic: Claude Sonnet 4.5anthropic76.337.11M$3.00$15.00TV
20Anthropic: Claude Haiku 4.5anthropic75.637.1200K$1.00$5.00TV
21OpenAI: GPT-5.1-Codex-Miniopenai75.238.6400K$0.2500$2.00TV
22OpenAI: o3openai74.838.4200K$2.00$8.00TV
23xAI: Grok 4x-ai74.141.5256K$3.00$15.00TV
24OpenAI: o3 Deep Researchopenai72.638.3200K$10.00$40.00TV
25MoonshotAI: Kimi K2 Thinkingmoonshotai72.340.9262K$0.6000$2.50T
26Anthropic: Claude Sonnet 4anthropic71.4331M$3.00$15.00TV
27Google: Gemini 2.5 Progoogle70.734.61M$1.25$10.00TV
28OpenAI: gpt-oss-120bopenai66.433.3131K$0.0390$0.1900T
29OpenAI: o4 Mini Deep Researchopenai65.833200K$2.00$8.00TV
30DeepSeek: DeepSeek V3.2deepseek65.532.1164K$0.2600$0.3800T
31OpenAI: o4 Miniopenai64.433.1200K$1.10$4.40TV
32DeepSeek: DeepSeek V3.2 Expdeepseek63.332.9164K$0.2700$0.4100T
33xAI: Grok 3 Minix-ai6332.1131K$0.3000$0.5000T
34DeepSeek: DeepSeek V3.2 Specialedeepseek6329.4164K$0.4000$1.20
35Anthropic: Claude 3.5 Sonnetanthropic61.115.9200K$6.00$30.00TV
36TNG: DeepSeek R1T2 Chimeratngtech60.727164K$0.3000$1.10T
37DeepSeek: DeepSeek V3.1 Terminusdeepseek60.528.5164K$0.2100$0.7900T
38OpenAI: GPT-5.1openai58.327.4400K$1.25$10.00TV
39DeepSeek: DeepSeek V3.1deepseek58.327.733K$0.1500$0.7500T
40xAI: Grok 4.20x-ai New58.3292M$2.00$6.00TV
41Nex AGI: DeepSeek V3.1 Nex N1nex-agi57.328.1131K$0.1350$0.5000T
42Qwen: Qwen3 Coder Nextqwen56.328.3262K$0.1500$0.8000T
43DeepSeek: R1deepseek54.227.164K$0.7000$2.50T
44OpenAI: o3 Miniopenai53.925.9200K$1.10$4.40T
45DeepSeek: DeepSeek V3 0324deepseek53.522.3164K$0.2000$0.7700T
46Z.ai: GLM 4.5 Airz-ai53.323.2131K$0.1300$0.8500T
47Google: Gemini 2.5 Pro Preview 05-06google49.929.51M$1.25$10.00TV
48Mistral: Devstral 2 2512mistralai49.322262K$0.4000$2.00T
49Qwen: Qwen3 Coder 30B A3B Instructqwen46.920160K$0.0700$0.2700T
50DeepSeek: DeepSeek V3deepseek45.416.5164K$0.3200$0.8900T
#1Top Pick94.4
Google: Gemini 3.1 Pro Previewgoogle
AI 57.21M ctx$2.00/M in
Tool UseVision
#2Top Pick93.8
OpenAI: GPT-5.4openai
AI 56.81.1M ctx$2.50/M in
Tool UseVision
#3In-House Pick93.4
Anthropic: Claude Opus 4.6anthropic
AI 531M ctx$5.00/M in
Tool UseVision
#4Top Pick89.8
OpenAI: GPT-5.3-Codexopenai
AI 53.6400K ctx$1.75/M in
Tool UseVision
#587.5
OpenAI: GPT-5.2openai
AI 51.3400K ctx$1.75/M in
Tool UseVision
#6Best for Coding87.1
OpenAI: GPT-5.4 Miniopenai
AI 48.9400K ctx$0.7500/M in
Tool UseVision
#7In-House Pick85.7
Anthropic: Claude Sonnet 4.6anthropic
AI 44.41M ctx$3.00/M in
Tool UseVision
#8NewBest for Agents84.8
Qwen: Qwen3.6 Plusqwen
AI 501M ctx$0.3250/M in
Tool UseVision
#982.9
OpenAI: GPT-5.4 Nanoopenai
AI 44400K ctx$0.2000/M in
Tool UseVision
#10New82
Z.ai: GLM 5.1z-ai
AI 51.4203K ctx$0.9500/M in
Tool Use
#1181.6
OpenAI: GPT-5.2-Codexopenai
AI 49400K ctx$1.75/M in
Tool UseVision
#1280.4
Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google
AI 48.466K ctx$2.00/M in
Vision
#1379.9
OpenAI: GPT-5 Codexopenai
AI 44.6400K ctx$1.25/M in
Tool UseVision
#1478.5
Google: Gemini 3 Pro Previewgoogle
AI 41.31M ctx$2.00/M in
Tool UseVision
#1577.7
Z.ai: GLM 5z-ai
AI 49.880K ctx$0.7200/M in
Tool Use
#1677.3
OpenAI: GPT-5.1-Codexopenai
AI 43.1400K ctx$1.25/M in
Tool UseVision
#17New77.2
Kwaipilot: KAT-Coder-Pro V2kwaipilot
AI 43.8256K ctx$0.3000/M in
Tool Use
#1877.1
Google: Gemini 2.5 Pro Preview 06-05google
AI 30.31M ctx$1.25/M in
Tool UseVision
#1976.3
Anthropic: Claude Sonnet 4.5anthropic
AI 37.11M ctx$3.00/M in
Tool UseVision
#2075.6
Anthropic: Claude Haiku 4.5anthropic
AI 37.1200K ctx$1.00/M in
Tool UseVision
#2175.2
OpenAI: GPT-5.1-Codex-Miniopenai
AI 38.6400K ctx$0.2500/M in
Tool UseVision
#2274.8
OpenAI: o3openai
AI 38.4200K ctx$2.00/M in
Tool UseVision
#2374.1
xAI: Grok 4x-ai
AI 41.5256K ctx$3.00/M in
Tool UseVision
#2472.6
OpenAI: o3 Deep Researchopenai
AI 38.3200K ctx$10.00/M in
Tool UseVision
#2572.3
MoonshotAI: Kimi K2 Thinkingmoonshotai
AI 40.9262K ctx$0.6000/M in
Tool Use
#2671.4
Anthropic: Claude Sonnet 4anthropic
AI 331M ctx$3.00/M in
Tool UseVision
#2770.7
Google: Gemini 2.5 Progoogle
AI 34.61M ctx$1.25/M in
Tool UseVision
#2866.4
OpenAI: gpt-oss-120bopenai
AI 33.3131K ctx$0.0390/M in
Tool Use
#2965.8
OpenAI: o4 Mini Deep Researchopenai
AI 33200K ctx$2.00/M in
Tool UseVision
#3065.5
DeepSeek: DeepSeek V3.2deepseek
AI 32.1164K ctx$0.2600/M in
Tool Use
#3164.4
OpenAI: o4 Miniopenai
AI 33.1200K ctx$1.10/M in
Tool UseVision
#3263.3
DeepSeek: DeepSeek V3.2 Expdeepseek
AI 32.9164K ctx$0.2700/M in
Tool Use
#3363
xAI: Grok 3 Minix-ai
AI 32.1131K ctx$0.3000/M in
Tool Use
#3463
DeepSeek: DeepSeek V3.2 Specialedeepseek
AI 29.4164K ctx$0.4000/M in
#3561.1
Anthropic: Claude 3.5 Sonnetanthropic
AI 15.9200K ctx$6.00/M in
Tool UseVision
#3660.7
TNG: DeepSeek R1T2 Chimeratngtech
AI 27164K ctx$0.3000/M in
Tool Use
#3760.5
DeepSeek: DeepSeek V3.1 Terminusdeepseek
AI 28.5164K ctx$0.2100/M in
Tool Use
#3858.3
OpenAI: GPT-5.1openai
AI 27.4400K ctx$1.25/M in
Tool UseVision
#3958.3
DeepSeek: DeepSeek V3.1deepseek
AI 27.733K ctx$0.1500/M in
Tool Use
#40New58.3
xAI: Grok 4.20x-ai
AI 292M ctx$2.00/M in
Tool UseVision
#4157.3
Nex AGI: DeepSeek V3.1 Nex N1nex-agi
AI 28.1131K ctx$0.1350/M in
Tool Use
#4256.3
Qwen: Qwen3 Coder Nextqwen
AI 28.3262K ctx$0.1500/M in
Tool Use
#4354.2
DeepSeek: R1deepseek
AI 27.164K ctx$0.7000/M in
Tool Use
#4453.9
OpenAI: o3 Miniopenai
AI 25.9200K ctx$1.10/M in
Tool Use
#4553.5
DeepSeek: DeepSeek V3 0324deepseek
AI 22.3164K ctx$0.2000/M in
Tool Use
#4653.3
Z.ai: GLM 4.5 Airz-ai
AI 23.2131K ctx$0.1300/M in
Tool Use
#4749.9
Google: Gemini 2.5 Pro Preview 05-06google
AI 29.51M ctx$1.25/M in
Tool UseVision
#4849.3
Mistral: Devstral 2 2512mistralai
AI 22262K ctx$0.4000/M in
Tool Use
#4946.9
Qwen: Qwen3 Coder 30B A3B Instructqwen
AI 20160K ctx$0.0700/M in
Tool Use
#5045.4
DeepSeek: DeepSeek V3deepseek
AI 16.5164K ctx$0.3200/M in
Tool Use
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Showing 1–50 of 65 models · Data from OpenRouter, Hugging Face & Artificial Analysis

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