All Models

Benchmark Rankings

Coding Index

Models ranked by Artificial Analysis Coding Index — measuring code generation, debugging, and programming capability.

134 models ranked · Source: Artificial Analysis

#1
Claude Fable 5.129 providers
81.6#2
Claude Opus 543 providers
78#3
GPT 5.6 Sol47 providers
77.4#4
GPT 6 Astra28 providers
76.9#5
Grok 4.634 providers
76.8#6
GPT 5.6 Terra46 providers
76.7#7
Claude Fable 543 providers
76.5#8
Gemini 3.8 Flash24 providers
76.3#9
Kimi K387 providers
76.2#10
Qwen 3.8 Max46 providers
76.2#11
Gemini 3.7 Flash29 providers
76.1#12
Muse Spark 1.39 providers
75.8#13
GPT 5.552 providers
74.9#14
GLM 5.369 providers
74.8#15
Claude Opus 4.856 providers
74.3#16
Claude Opus 4.754 providers
73.6#17
Qwen 3.8 Flash Next5 providers
73.1#18
Grok 4.527 providers
72.4#19
Muse Spark 1.213 providers
72.2#20
Qwen 3.8 2.4T A95B16 providers
71.9#21
GLM 5.3 Flash70 providers
71.5#22
Claude Sonnet 546 providers
71.5#23
GPT 5.6 Luna47 providers
71.4#24
Muse Spark 1.112 providers
71.3#25
GPT 5.448 providers
71.1#26
Gemini 3.5 Flash38 providers
70.1#27
Gemini 3.6 Flash28 providers
69.2#28
DeepSeek V4 Flash139 providers
69.1#29
DeepSeek V4.1 Flash55 providers
69.1#30
GLM 5.2104 providers
68.8#31
DeepSeek V4 Pro130 providers
68.8#32
Gemini 3.1 Pro38 providers
68.8#33
Qwen 3.8 27B40 providers
68.1#34
Qwen 3.7 Max36 providers
66#35
Motif 31 provider
63.5#36
Kimi K2.677 providers
61.8#37
Kimi K2.7 Code65 providers
60.8#38
MiMo V2.5 Pro29 providers
60.2#39
KAT Coder Pro V23 providers
59.5#40
Tencent Hy327 providers
58.8#41
Agnes 2.5 Pro Alpha1 provider
58.8#42
MiniMax M351 providers
58.6#43
Ling 3.0 Flash VL7 providers
57#44
GPT 5.4 Nano34 providers
56.1#45
GPT 5.4 Mini40 providers
56.1#46
Qwen 3.7 Plus33 providers
55.9#47
GLM 5.164 providers
55.8#48
Ling 3.0 Flash Fin6 providers
55.6#49
Qwen 3.6 Plus30 providers
54.5#50
Qwen 3.6 27B29 providers
53.7#51
Inkling Small13 providers
52.9#52
Solar Pro 45 providers
52.7#53
MiniMax M2.749 providers
52.6#54
Inkling26 providers
52.1#55
Ling 3.0 Flash4 providers
50.6#56
InclusionAI Ling 3.0 Flash3 providers
50.6#57
MiMo V2 Flash8 providers
49.8#58
GPT 5.133 providers
49.4#59
Nemotron 3 Ultra8 providers
49.3#60
Nvidia Nemotron 3 Ultra 550B2 providers
49.3#61
Gemini 3.5 Flash Lite29 providers
49.3#62
Nemotron 3 Ultra 550B A55B14 providers
49.3#63
Nemotron Ultra1 provider
49.3#64
Qwen 3.5 397B A17B37 providers
48.2#65
Qwen 3.5 397B1 provider
48.2#66
Mistral Medium 3.513 providers
46.9#67
Mistral Medium Latest1 provider
46.9#68
Kimi K2.553 providers
46.8#69
Qwen 3.5 122B A10B20 providers
45.7#70
GLM 4.741 providers
45.3#71
LongCat 2.05 providers
45.3#72
Gemma 4 31B7 providers
43.4#73
Ring 2.6 1T3 providers
42.8#74
Grok 4.331 providers
42.2#75
Qwen 3.6 35B A3B30 providers
41.9#76
OpenAI o116 providers
39.7#77
Step 3.7 Flash21 providers
39.6#78
Gemma 4 26B A4B5 providers
39.3#79
GPT 535 providers
37.8#80
Nemotron 3 Super 120B4 providers
37.7#81
Nemotron 3 Super4 providers
37.7#82
Nemotron 3 Super 120B A12B12 providers
37.7#83
nvidia nemotron 3 super 120b a12b1 provider
37.7#84
Qwen3 Coder Next19 providers
36.2#85
Gemini 3.1 Flash Lite42 providers
34.7#86
Gemini 2.5 Pro36 providers
33.3#87
Devstral 216 providers
31.3#88
Mercury 26 providers
31.1#89
GPT OSS 120B83 providers
30.4#90
OpenAI GPT 120B1 provider
30.4#91
Devstral Small 22 providers
29.3#92
Qwen 3.5 9B24 providers
28.7#93
Nemotron 3.5 Lightning5 providers
26.8#94
Nemotron 3.5 Lightning 30B A3B10 providers
26.8#95
Nemotron 3.5 Lightning 30B1 provider
26.8#96
Mistral Small 412 providers
26.6#97
ling 3.0 tiny1 provider
26.5#98
Trinity Large Thinking5 providers
25.8#99
NVIDIA Nemotron Cascade 21 provider
25.3#100
Ling 2.6 flash2 providers
25.3#101
OpenAI GPT 4o46 providers
24.2#102
DeepSeek V326 providers
23#103
Qwen 3.5 4B3 providers
22.6#104
Granite 4.2 8B4 providers
22.4#105
GPT 4 Turbo15 providers
21.5#106
DeepSeek V3 03242 providers
21.2#107
DeepSeek Chat6 providers
21.2#108
GPT OSS 20B48 providers
20.7#109
Mistral Medium 3.14 providers
20.5#110
GPT 4.1 Mini30 providers
20.2#111
Mistral Large 311 providers
20.1#112
Llama 4 Maverick4 providers
16.3#113
o3 Mini23 providers
16.3#114
Llama 4 Maverick 17B 128E Instruct FP85 providers
16.3#115
Llama 4 Maverick 17B Instruct9 providers
16.3#116
o3 Mini High3 providers
16.3#117
Meta Llama 4 Maverick 17B 128E1 provider
16.3#118
Solar Pro 35 providers
16.2#119
Claude 3.5 Haiku6 providers
15.9#120
GPT 5 Mini37 providers
15.6#121
MiniCPM 5.2B1 provider
14.5#122
Celeris 11 provider
14.4#123
GPT 49 providers
13.1#124
GPT 4o mini27 providers
11.4#125
GPT 4.1 Nano25 providers
11.1#126
Gemma 3 27B4 providers
10.1#127
Granite 4.1 8B1 provider
9.5#128
Llama 4 Scout3 providers
8.2#129
Llama 4 Scout 17B 16E Instruct FP82 providers
8.2#130
Meta Llama 4 Scout 17B 16E1 provider
8.2#131
Gemma 3 12B4 providers
5.8#132
Phi 4 Mini4 providers
3.8#133
Qwen 3.5 2B2 providers
2.9#134
Qwen 3.5 0.8B1 provider
0