All Models

Benchmark Rankings

Coding Index

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

367 models ranked · Source: Artificial Analysis

#1
Claude Opus 5 28 providers
78 #2
Claude Opus 5 (Anthropic) 1 provider
78 #3
Claude Opus 5 (AWS Bedrock) 1 provider
78 #4
GPT-5.6 Sol 34 providers
77.4 #5
GPT-5.6 Sol (OpenAI) 1 provider
77.4 #6
GPT-5.6 Sol (AWS Mantle) 1 provider
77.4 #7
GPT-5.6 Sol (Azure) 1 provider
77.4 #8
GPT-5.6 Sol (50% Off) 2 providers
77.4 #9
Grok 4.6 18 providers
76.8 #10
Grok 4.6 (xAI) 1 provider
76.8 #11
Grok 4.6 (AWS Bedrock) 1 provider
76.8 #12
GPT-5.6 Terra 34 providers
76.7 #13
GPT-5.6 Terra (OpenAI) 1 provider
76.7 #14
GPT-5.6 Terra (AWS Mantle) 1 provider
76.7 #15
GPT-5.6 Terra (Azure) 1 provider
76.7 #16
Claude Fable 5 31 providers
76.5 #17
Claude Fable 5 (Anthropic) 1 provider
76.5 #18
Claude Fable 5 (AWS Bedrock) 1 provider
76.5 #19
Kimi K3 56 providers
76.2 #20
Kimi K3 TEE 2 providers
76.2 #21
Kimi K3 (Fireworks AI) 1 provider
76.2 #22
Kimi K3 (NovitaAI) 1 provider
76.2 #23
Kimi K3 (Together AI) 1 provider
76.2 #24
Kimi K3 (Nebius AI) 1 provider
76.2 #25
Kimi K3 (CanopyWave) 1 provider
76.2 #26
Kimi K3 (Permafrost) 1 provider
76.2 #27
Kimi K3 (Moonshot AI) 1 provider
76.2 #28
Gemini 3.7 Flash 21 providers
76.1 #29
Gemini 3.7 Flash (Google Vertex AI) 1 provider
76.1 #30
Gemini 3.7 Flash (Google AI Studio) 1 provider
76.1 #31
GPT-5.5 45 providers
74.9 #32
GPT-5.5 (OpenAI) 1 provider
74.9 #33
GPT-5.5 (Azure) 1 provider
74.9 #34
GLM 5.3 Preview 1 provider
74.8 #35
GLM-5.3 15 providers
74.8 #36
GLM-5.3 (Z AI) 1 provider
74.8 #37
Claude Opus 4.8 41 providers
74.3 #38
Claude Opus 4.8 (Anthropic) 1 provider
74.3 #39
Claude Opus 4.8 (AWS Bedrock) 1 provider
74.3 #40
Claude Opus 4.8 (20% off) 1 provider
74.3 #41
Claude Opus 4.7 41 providers
73.6 #42
Claude 4.7 Opus 2 providers
73.6 #43
Claude Opus 4.7 (Anthropic) 1 provider
73.6 #44
Claude Opus 4.7 (AWS Bedrock) 1 provider
73.6 #45
Claude Opus 4.7 (Vertex AI (Anthropic)) 1 provider
73.6 #46
Claude Opus 4.7 (20% off) 1 provider
73.6 #47
Grok 4.5 22 providers
72.4 #48
Grok 4.5 (xAI) 1 provider
72.4 #49
Muse Spark 1.2 10 providers
72.2 #50
Muse Spark 1.2 (Meta) 1 provider
72.2 #51
Qwen3.8 2.4T A95B 9 providers
71.9 #52
Qwen3.8 Max 21 providers
71.8 #53
Qwen3.8 Max Preview 5 providers
71.8 #54
Qwen3.8 Max (NovitaAI) 1 provider
71.8 #55
Qwen3.8 Max (SCX.ai) 1 provider
71.8 #56
Qwen3.8 Max (Alibaba Cloud) 1 provider
71.8 #57
Qwen 3.8 Max 2 providers
71.8 #58
Claude Sonnet 5 32 providers
71.5 #59
Claude Sonnet 5 (Anthropic) 1 provider
71.5 #60
Claude Sonnet 5 (AWS Bedrock) 1 provider
71.5 #61
Claude Sonnet 5 (Vertex AI (Anthropic)) 1 provider
71.5 #62
GPT-5.6 Luna 34 providers
71.4 #63
GPT-5.6 Luna (OpenAI) 1 provider
71.4 #64
GPT-5.6 Luna (AWS Mantle) 1 provider
71.4 #65
GPT-5.6 Luna (Azure) 1 provider
71.4 #66
Muse Spark 1.1 10 providers
71.3 #67
Muse Spark 1.1 (Meta) 1 provider
71.3 #68
GPT-5.4 42 providers
71.1 #69
GPT-5.4 (OpenAI) 1 provider
71.1 #70
GPT-5.4 (Azure) 1 provider
71.1 #71
Gemini 3.5 Flash 29 providers
70.1 #72
Gemini 3.5 Flash (Google Vertex AI) 1 provider
70.1 #73
Gemini 3.5 Flash (Google AI Studio) 1 provider
70.1 #74
Gemini 3.6 Flash 21 providers
69.2 #75
Gemini 3.6 Flash (Google Vertex AI) 1 provider
69.2 #76
Gemini 3.6 Flash (Google AI Studio) 1 provider
69.2 #77
Gemini 3.6 Flash (Iceberg) 1 provider
69.2 #78
DeepSeek V4 Flash 58 providers
69.1 #79
DeepSeek V4 Flash 0731 41 providers
69.1 #80
DeepSeek V4 Flash TEE 1 provider
69.1 #81
DeepSeek V4 Flash (Fireworks AI) 1 provider
69.1 #82
DeepSeek V4 Flash (DeepSeek) 2 providers
69.1 #83
DeepSeek V4 Flash (DeepInfra) 1 provider
69.1 #84
DeepSeek V4 Flash (NovitaAI) 1 provider
69.1 #85
DeepSeek V4 Flash (ByteDance) 1 provider
69.1 #86
DeepSeek V4 Flash (Together AI) 1 provider
69.1 #87
DeepSeek V4 Flash (RanoAI) 1 provider
69.1 #88
DeepSeek V4 Flash (CanopyWave) 1 provider
69.1 #89
DeepSeek V4 Flash (Alibaba Cloud) 2 providers
69.1 #90
DeepSeek V4 Flash (Runware) 1 provider
69.1 #91
DeepSeek V4 Flash (Baidu) 1 provider
69.1 #92
DeepSeek V4 Flash (Gonka24) 1 provider
69.1 #93
DeepSeek V4 Flash 0423 1 provider
69.1 #94
DeepSeek V4 Pro 60 providers
68.8 #95
GLM-5.2 84 providers
68.8 #96
Gemini 3.1 Pro Preview 31 providers
68.8 #97
GLM 5.2 TEE 2 providers
68.8 #98
DeepSeek V4 Pro (New) 1 provider
68.8 #99
Gemini 3.1 Pro (Preview) (Quartz) 1 provider
68.8 #100
DeepSeek V4 Pro (Fireworks AI) 1 provider
68.8 #101
DeepSeek V4 Pro (DeepSeek) 2 providers
68.8 #102
Gemini 3.1 Pro (Preview) (Google Vertex AI) 1 provider
68.8 #103
DeepSeek V4 Pro (DeepInfra) 1 provider
68.8 #104
GLM-5.2 (NovitaAI) 1 provider
68.8 #105
GLM-5.2 (Z AI) 1 provider
68.8 #106
DeepSeek V4 Pro (ByteDance) 1 provider
68.8 #107
GLM-5.2 (ByteDance) 1 provider
68.8 #108
DeepSeek V4 Pro (Together AI) 1 provider
68.8 #109
DeepSeek V4 Pro (Nebius AI) 1 provider
68.8 #110
GLM-5.2 (Nebius AI) 1 provider
68.8 #111
Gemini 3.1 Pro (Preview) (Google AI Studio) 1 provider
68.8 #112
DeepSeek V4 Pro (CanopyWave) 1 provider
68.8 #113
GLM-5.2 (CanopyWave) 1 provider
68.8 #114
GLM-5.2 (SCX.ai) 1 provider
68.8 #115
DeepSeek V4 Pro (Alibaba Cloud) 2 providers
68.8 #116
GLM-5.2 (Alibaba Cloud) 1 provider
68.8 #117
DeepSeek V4 Pro (Runware) 1 provider
68.8 #118
GLM-5.2 (Runware) 1 provider
68.8 #119
Gemini 3.1 Pro (Preview) (Iceberg) 1 provider
68.8 #120
DeepSeek V4 Pro (Baidu) 1 provider
68.8 #121
GLM-5.2 (Baidu) 1 provider
68.8 #122
GLM-5.2 (EmberCloud) 1 provider
68.8 #123
deepseek-ai/DeepSeek-V4-Pro 1 provider
68.8 #124
Qwen3.8 27B 14 providers
68.1 #125
Qwen3.7 Max 28 providers
66 #126
Qwen3.7 Max (NovitaAI) 1 provider
66 #127
Qwen3.7 Max (Alibaba Cloud) 1 provider
66 #128
Qwen 3.7 Max 2 providers
66 #129
Motif 3 1 provider
63.5 #130
Kimi K2.6 65 providers
61.8 #131
Kimi K2.6 TEE 2 providers
61.8 #132
Moonshot Kimi K2.6 1 provider
61.8 #133
Kimi K2.6 (NovitaAI) 1 provider
61.8 #134
Kimi K2.6 (Nebius AI) 1 provider
61.8 #135
Kimi K2.6 (CanopyWave) 1 provider
61.8 #136
Kimi K2.6 (Tundra) 1 provider
61.8 #137
Kimi K2.6 (Moonshot AI) 1 provider
61.8 #138
Kimi K2.6 (Runware) 1 provider
61.8 #139
Kimi K2.6 (Baidu) 1 provider
61.8 #140
Kimi K2.6 (Gonka24) 1 provider
61.8 #141
moonshotai/Kimi-K2.6 1 provider
61.8 #142
Pro/moonshotai/Kimi-K2.6 1 provider
61.8 #143
Kimi K2.7 Code 57 providers
60.8 #144
Kimi K2.7 Code TEE 1 provider
60.8 #145
Kimi K2.7 Code (NovitaAI) 1 provider
60.8 #146
Kimi K2.7 Code (Nebius AI) 1 provider
60.8 #147
Kimi K2.7 Code (Moonshot AI) 1 provider
60.8 #148
MiMo V2.5 Pro 25 providers
60.2 #149
MiMo V2.5 Pro (Xiaomi) 1 provider
60.2 #150
KAT Coder Pro V2 5 providers
59.5 #151
Nex N2 Pro 3 providers
59.1 #152
Tencent Hy3 1 provider
58.8 #153
Hy3 11 providers
58.8 #154
Hy3 (8x usage) 1 provider
58.8 #155
Hy3 (DeepInfra) 1 provider
58.8 #156
Hy3 (NovitaAI) 1 provider
58.8 #157
MiniMax-M3 38 providers
58.6 #158
MiniMax M3 (Together AI) 1 provider
58.6 #159
MiniMax M3 (Nebius AI) 1 provider
58.6 #160
MiniMax M3 (MiniMax) 1 provider
58.6 #161
GPT-5.4 mini 36 providers
56.1 #162
GPT-5.4 nano 30 providers
56.1 #163
GPT-5.4 Mini (OpenAI) 1 provider
56.1 #164
GPT-5.4 Nano (OpenAI) 1 provider
56.1 #165
GPT-5.4 Mini (Azure) 1 provider
56.1 #166
GPT-5.4 Nano (Azure) 1 provider
56.1 #167
Qwen3.7 Plus 25 providers
55.9 #168
Qwen3.7 Plus (Alibaba Cloud) 1 provider
55.9 #169
Qwen 3.7 Plus 3 providers
55.9 #170
GLM 5.1 52 providers
55.8 #171
GLM 5.1 TEE 2 providers
55.8 #172
GLM-5.1 (DeepInfra) 1 provider
55.8 #173
GLM-5.1 (NovitaAI) 1 provider
55.8 #174
GLM-5.1 (Z AI) 2 providers
55.8 #175
GLM-5.1 (Nebius AI) 1 provider
55.8 #176
GLM-5.1 (Baidu) 1 provider
55.8 #177
GLM-5.1 (EmberCloud) 1 provider
55.8 #178
zai-org/GLM-5.1 1 provider
55.8 #179
Pro/zai-org/GLM-5.1 1 provider
55.8 #180
Qwen3.6 Plus 24 providers
54.5 #181
Qwen 3.6 Plus 3 providers
54.5 #182
Qwen3.6 Plus (Alibaba Cloud) 1 provider
54.5 #183
Qwen3.6 Plus (50% off) 1 provider
54.5 #184
Qwen3.6 27B 24 providers
53.7 #185
Qwen3.6 27B TEE 2 providers
53.7 #186
Qwen 3.6 27B 2 providers
53.7 #187
Inkling Small 11 providers
52.9 #188
Solar Pro 4 5 providers
52.7 #189
MiniMax-M2.7 42 providers
52.6 #190
MiniMax M2.7 (NovitaAI) 1 provider
52.6 #191
MiniMax M2.7 (SCX.ai (Turbo)) 1 provider
52.6 #192
MiniMax M2.7 (Gonka24) 1 provider
52.6 #193
MiniMax M2.7 (MiniMax) 1 provider
52.6 #194
Inkling 21 providers
52.1 #195
Ling 3.0 Flash 4 providers
50.6 #196
InclusionAI Ling 3.0 Flash (DeepInfra) 1 provider
50.6 #197
InclusionAI Ling 3.0 Flash (NovitaAI) 1 provider
50.6 #198
InclusionAI Ling 3.0 Flash 1 provider
50.6 #199
Mimo-V2-Flash 5 providers
49.8 #200
Xiaomi/Mimo-V2-Flash 1 provider
49.8 #201
XiaomiMiMo/MiMo-V2-Flash 2 providers
49.8 #202
GPT-5.1 28 providers
49.4 #203
GPT-5.1 (OpenAI) 1 provider
49.4 #204
GPT-5.1 (Azure) 1 provider
49.4 #205
OpenAI GPT-5.1 1 provider
49.4 #206
Nemotron 3 Ultra 550B A55B 14 providers
49.3 #207
Gemini 3.5 Flash Lite 20 providers
49.3 #208
Nvidia Nemotron 3 Ultra 550B 1 provider
49.3 #209
Gemini 3.5 Flash Lite (Google Vertex AI) 1 provider
49.3 #210
Gemini 3.5 Flash Lite (Google AI Studio) 1 provider
49.3 #211
Nemotron 3 Ultra 4 providers
49.3 #212
nvidia-nemotron-3-ultra 2 providers
49.3 #213
Nemotron Ultra 1 provider
49.3 #214
Qwen3.5 397B A17B 27 providers
48.2 #215
Qwen3.5 397B A17B TEE 2 providers
48.2 #216
Qwen 3.5 397B A17B 2 providers
48.2 #217
Qwen/Qwen3.5-397B-A17B 1 provider
48.2 #218
Qwen 3.5 397B 1 provider
48.2 #219
Mistral Medium 3.5 12 providers
46.9 #220
Mistral Medium (latest) 5 providers
46.9 #221
Kimi K2.5 50 providers
46.8 #222
Moonshotai/Kimi-K2.5 2 providers
46.8 #223
Moonshot Kimi K2.5 1 provider
46.8 #224
kimi/kimi-k2.5 1 provider
46.8 #225
Kimi K2.5 (DeepInfra) 1 provider
46.8 #226
Kimi K2.5 (Alibaba Cloud) 1 provider
46.8 #227
Kimi K2.5 (Moonshot AI) 1 provider
46.8 #228
Kimi K2.5 (EmberCloud) 1 provider
46.8 #229
Pro/moonshotai/Kimi-K2.5 1 provider
46.8 #230
Qwen3.5 122B A10B 19 providers
45.7 #231
Qwen3.5 122B A10B TEE 1 provider
45.7 #232
Qwen/Qwen3.5-122B-A10B 1 provider
45.7 #233
Z-Ai/GLM 4.7 1 provider
45.3 #234
GLM-4.7 38 providers
45.3 #235
LongCat 2.0 4 providers
45.3 #236
GLM 4.7 TEE 1 provider
45.3 #237
GLM-4.7 (NovitaAI) 1 provider
45.3 #238
GLM-4.7 (Z AI) 1 provider
45.3 #239
GLM-4.7 (ByteDance) 1 provider
45.3 #240
GLM-4.7 (Together AI) 1 provider
45.3 #241
GLM-4.7 (Vertex AI (OpenAI-compatible)) 1 provider
45.3 #242
GLM-4.7 (Cerebras) 1 provider
45.3 #243
GLM-4.7 (EmberCloud) 1 provider
45.3 #244
Gemma 4 31B 6 providers
43.4 #245
Gemma 4 31B IT 29 providers
43.4 #246
Ring 2.6 1T 5 providers
42.8 #247
Ring-2.6-1T (retires Aug 24) 1 provider
42.8 #248
Grok 4.3 23 providers
42.2 #249
Grok 4.3 (xAI) 1 provider
42.2 #250
Grok 4.3 (AWS Bedrock) 1 provider
42.2 #251
Grok 4.3 (Azure AI Foundry) 1 provider
42.2 #252
Qwen3.6 35B A3B 24 providers
41.9 #253
Qwen3.6 35B A3B TEE 1 provider
41.9 #254
Qwen3.6 35B A3B (NovitaAI) 1 provider
41.9 #255
Qwen3.6 35B A3B (Alibaba Cloud) 1 provider
41.9 #256
Qwen/Qwen3.6-35B-A3B 1 provider
41.9 #257
Qwen 3.6 35B A3B 1 provider
41.9 #258
OpenAI o1 2 providers
39.7 #259
o1 13 providers
39.7 #260
o1 (OpenAI) 1 provider
39.7 #261
o1 (Azure) 1 provider
39.7 #262
Step 3.7 Flash 16 providers
39.6 #263
Gemma 4 26B A4B 4 providers
39.3 #264
OpenAI/GPT-5 3 providers
37.8 #265
GPT-5 28 providers
37.8 #266
GPT-5 (OpenAI) 1 provider
37.8 #267
GPT-5 (Azure) 1 provider
37.8 #268
Nemotron 3 Super 120B 4 providers
37.7 #269
Nemotron 3 Super 3 providers
37.7 #270
Nvidia Nemotron 3 Super 120B 1 provider
37.7 #271
Nemotron 3 Super 120B A12B 10 providers
37.7 #272
NVIDIA Nemotron 3 Super 120B A12B 3 providers
37.7 #273
Cohere North Mini Code 1.0 1 provider
36.5 #274
Qwen3 Coder Next 15 providers
36.2 #275
qwen/qwen3-coder-next 1 provider
36.2 #276
Qwen3 Coder Next (EmberCloud) 1 provider
36.2 #277
Gemini 3.1 Flash Lite Preview 12 providers
34.7 #278
OpenAI o1-preview 1 provider
34 #279
Gemini 2.5 Pro 29 providers
33.3 #280
Gemini 2.5 Pro (Google Vertex AI) 1 provider
33.3 #281
Gemini 2.5 Pro (Google AI Studio) 1 provider
33.3 #282
Google Gemini 2.5 Pro 1 provider
33.3 #283
Devstral 2 10 providers
31.3 #284
Mercury 2 6 providers
31.1 #285
gpt-oss-120b 69 providers
30.4 #286
GPT-OSS 120B TEE 1 provider
30.4 #287
GPT OSS 120B (ByteDance) 1 provider
30.4 #288
GPT OSS 120B (Together AI) 1 provider
30.4 #289
GPT OSS 120B (Nebius AI) 1 provider
30.4 #290
GPT OSS 120B (SCX.ai (Turbo)) 1 provider
30.4 #291
GPT OSS 120B (Azure) 1 provider
30.4 #292
GPT OSS 120B (Runware) 1 provider
30.4 #293
GPT OSS 120B (Cerebras) 1 provider
30.4 #294
GPT OSS 120B (Groq) 1 provider
30.4 #295
OpenAI GPT OSS 120B 6 providers
30.4 #296
OpenAI GPT 120B 1 provider
30.4 #297
Devstral Small 2 2 providers
29.3 #298
Qwen3.5 9B 18 providers
28.7 #299
Qwen3.5 9B (DeepInfra) 1 provider
28.7 #300
Qwen/Qwen3.5-9B 2 providers
28.7 #301
Qwen 3.5 9B 1 provider
28.7 #302
Nemotron 3.5 Lightning 30B A3B 8 providers
26.8 #303
Nvidia Nemotron 3.5 Lightning 1 provider
26.8 #304
Nemotron 3.5 Lightning 30B 1 provider
26.8 #305
Mistral Small 4 11 providers
26.6 #306
ling-3.0-tiny 1 provider
26.5 #307
Trinity Large Thinking 5 providers
25.8 #308
Ling 2.6 Flash 4 providers
25.3 #309
Ling-2.6-flash (retires Aug 24) 1 provider
25.3 #310
NVIDIA Nemotron Cascade 2 1 provider
25.3 #311
GPT-4o (2024-05-13) 5 providers
24.2 #312
DeepSeek-V3 12 providers
23 #313
deepseek-ai/DeepSeek-V3 2 providers
23 #314
Pro/deepseek-ai/DeepSeek-V3 1 provider
23 #315
Qwen3.5 4B 3 providers
22.6 #316
Qwen/Qwen3.5-4B 1 provider
22.6 #317
GPT-4 Turbo 14 providers
21.5 #318
GPT-4 Turbo (OpenAI) 1 provider
21.5 #319
GPT-4 Turbo (Azure) 1 provider
21.5 #320
DeepSeek-V3-0324 12 providers
21.2 #321
DeepSeek Chat 0324 1 provider
21.2 #322
siliconflow/deepseek-v3-0324 1 provider
21.2 #323
gpt-oss-20b 46 providers
20.7 #324
GPT-OSS 20B TEE 1 provider
20.7 #325
GPT OSS 20B (Together AI) 1 provider
20.7 #326
GPT OSS 20B (Groq) 1 provider
20.7 #327
OpenAI GPT-oss-20b 3 providers
20.7 #328
Mistral Medium 3.1 5 providers
20.5 #329
GPT-4.1 mini 23 providers
20.2 #330
GPT-4.1 Mini (OpenAI) 1 provider
20.2 #331
GPT-4.1 Mini (Azure) 1 provider
20.2 #332
OpenAI GPT-4.1 Mini 2 providers
20.2 #333
Mistral Large 3 11 providers
20.1 #334
OpenAI o3-mini (High) 1 provider
16.3 #335
Llama 4 Maverick 4 providers
16.3 #336
o3 Mini High 3 providers
16.3 #337
Llama 4 Maverick 17B Instruct 5 providers
16.3 #338
Llama-4-Maverick-17B-128E-Instruct-FP8 5 providers
16.3 #339
Meta Llama 4 Maverick 17B 128E 1 provider
16.3 #340
Solar Pro 3 4 providers
16.2 #341
Claude 3.5 Haiku 4 providers
15.9 #342
Claude Haiku 3.5 2 providers
15.9 #343
GPT-5 Mini 31 providers
15.6 #344
GPT-5 Mini (OpenAI) 1 provider
15.6 #345
GPT-5 Mini (Azure) 1 provider
15.6 #346
OpenAI GPT-5 Mini 2 providers
15.6 #347
Celeris 1 1 provider
14.4 #348
GPT-4 8 providers
13.1 #349
GPT-4 (OpenAI) 1 provider
13.1 #350
GPT-4 (Azure) 1 provider
13.1 #351
GPT-4o mini 20 providers
11.4 #352
GPT-4o Mini (OpenAI) 1 provider
11.4 #353
OpenAI GPT-4o mini 2 providers
11.4 #354
GPT-4.1 nano 20 providers
11.1 #355
GPT-4.1 Nano (OpenAI) 1 provider
11.1 #356
GPT-4.1 Nano (Azure) 1 provider
11.1 #357
OpenAI GPT-4.1 Nano 1 provider
11.1 #358
Gemma 3 27B 6 providers
10.1 #359
Gemma 3 27B (Nebius AI) 1 provider
10.1 #360
Granite 4.1 8B 4 providers
9.5 #361
Llama 4 Scout 3 providers
8.2 #362
Llama-4-Scout-17B-16E-Instruct-FP8 2 providers
8.2 #363
Meta Llama 4 Scout 17B 16E 1 provider
8.2 #364
Gemma 3 12B 4 providers
5.8 #365
Phi-4-Mini 4 providers
3.8 #366
Qwen3.5 2B 3 providers
2.9 #367
Qwen3.5 0.8B 2 providers
0