All Models

Benchmark Rankings

Coding Index

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

361 models ranked · Source: Artificial Analysis

#1
GPT-5.4 17 providers
57.3 #2
OpenAI: GPT-5.4 1 provider
57.3 #3
Gemini 3.1 Pro Preview 13 providers
55.5 #4
Google: Gemini 3.1 Pro Preview 1 provider
55.5 #5
GPT-5.3 Codex 16 providers
53.1 #6
OpenAI: GPT-5.3-Codex 1 provider
53.1 #7
GPT-5.4 Mini 12 providers
51.5 #8
OpenAI: GPT-5.4 Mini 1 provider
51.5 #9
gpt-5.2 21 providers
48.7 #10
OpenAI/GPT-5.2 2 providers
48.7 #11
Claude 4.6 Opus 1 provider
47.6 #12
Claude Opus 4.6 20 providers
47.6 #13
Anthropic: Claude Opus 4.6 1 provider
47.6 #14
Claude Opus 4.6 (latest) 1 provider
47.6 #15
Gemini 3 Pro 4 providers
46.5 #16
Claude Sonnet 4.6 19 providers
46.4 #17
Anthropic: Claude Sonnet 4.6 1 provider
46.4 #18
KAT-Coder-Pro-V2 2 providers
45.6 #19
Kwaipilot: KAT-Coder-Pro V2 1 provider
45.6 #20
gpt-5.1 17 providers
44.7 #21
OpenAI: GPT-5.1 2 providers
44.7 #22
GLM 5 TEE 2 providers
44.2 #23
GLM 5 37 providers
44.2 #24
Pro/zai-org/GLM-5 1 provider
44.2 #25
Z-Ai/GLM 5 2 providers
44.2 #26
zai-org/GLM-5 1 provider
44.2 #27
GPT-5.4 Nano 10 providers
43.9 #28
OpenAI: GPT-5.4 Nano 1 provider
43.9 #29
GLM 5.1 17 providers
43.4 #30
Pro/zai-org/GLM-5.1 1 provider
43.4 #31
Z.ai: GLM 5.1 1 provider
43.4 #32
zai-org/GLM-5.1 1 provider
43.4 #33
GPT 5.2 Codex 19 providers
43 #34
OpenAI: GPT-5.2-Codex 1 provider
43 #35
Qwen3.6 Plus 6 providers
42.9 #36
Claude Opus 4.5 20 providers
42.9 #37
Qwen 3.6 Plus 3 providers
42.9 #38
Qwen: Qwen3.6 Plus 1 provider
42.9 #39
Anthropic: Claude Opus 4.5 2 providers
42.9 #40
Claude Opus 4.5 (latest) 2 providers
42.9 #41
MiniMax M2.7 14 providers
41.9 #42
MiniMax: MiniMax M2.7 1 provider
41.9 #43
MiMo-V2-Pro 8 providers
41.4 #44
Xiaomi: MiMo-V2-Pro 1 provider
41.4 #45
Qwen3.5 397B-A17B 12 providers
41.3 #46
Qwen3.5 397B A17B TEE 2 providers
41.3 #47
Qwen/Qwen3.5-397B-A17B 2 providers
41.3 #48
Qwen 3.5 397B 1 provider
41.3 #49
Qwen3.5-97B-A17B 1 provider
41.3 #50
Grok 4 12 providers
40.5 #51
xAI: Grok 4.20 1 provider
40.5 #52
xAI: Grok 4 2 providers
40.5 #53
Kimi K2.5 TEE 2 providers
39.5 #54
Kimi K2.5 38 providers
39.5 #55
Kimi K2 Instruct 12 providers
39.5 #56
Pro/moonshotai/Kimi-K2.5 1 provider
39.5 #57
Moonshot Kimi K2.5 1 provider
39.5 #58
kimi/kimi-k2.5 1 provider
39.5 #59
Moonshotai/Kimi-K2.5 3 providers
39.5 #60
GPT-5 Codex 13 providers
38.9 #61
OpenAI: GPT-5 Codex 2 providers
38.9 #62
Gemma 4 31B 4 providers
38.7 #63
OpenAI o3 4 providers
38.4 #64
o3 9 providers
38.4 #65
DeepSeek V3.2 Speciale 4 providers
37.9 #66
DeepSeek: DeepSeek V3.2 Speciale 1 provider
37.9 #67
Gemini 3 Flash 5 providers
37.8 #68
MiniMax M2.5 35 providers
37.4 #69
Pro/MiniMaxAI/MiniMax-M2.5 1 provider
37.4 #70
Minimax/Minimax-M2.5 2 providers
37.4 #71
MiniMaxAI/MiniMax-M2.5 1 provider
37.4 #72
GLM-5-Turbo 7 providers
36.8 #73
Z.ai: GLM 5 Turbo 1 provider
36.8 #74
GPT 5.1 Codex 17 providers
36.6 #75
OpenAI: GPT-5.1-Codex 2 providers
36.6 #76
GPT 5.1 Codex Mini 14 providers
36.4 #77
OpenAI: GPT-5.1-Codex-Mini 2 providers
36.4 #78
glm-4.7 34 providers
36.3 #79
GLM 4.7 TEE 2 providers
36.3 #80
Pro/zai-org/GLM-4.7 1 provider
36.3 #81
Z-Ai/GLM 4.7 3 providers
36.3 #82
zai-org/GLM-4.7 1 provider
36.3 #83
GLM 5V Turbo 6 providers
36.2 #84
Z.ai: GLM 5V Turbo 1 provider
36.2 #85
zai-org/GLM-5V-Turbo 1 provider
36.2 #86
gpt-5 17 providers
36 #87
OpenAI/GPT-5 3 providers
36 #88
MiMo-V2-Omni 7 providers
35.5 #89
Xiaomi: MiMo-V2-Omni 1 provider
35.5 #90
gpt-5-mini 20 providers
35.3 #91
OpenAI: GPT-5 Mini 2 providers
35.3 #92
Qwen/Qwen3.5-27B 2 providers
34.9 #93
Qwen3.5-27B 2 providers
34.9 #94
kimi-k2-thinking 30 providers
34.8 #95
Kimi K2 Thinking TEE 2 providers
34.8 #96
Pro/moonshotai/Kimi-K2-Thinking 1 provider
34.8 #97
moonshotai/Kimi-K2-Thinking 3 providers
34.8 #98
Moonshot Kimi K2 Thinking 1 provider
34.8 #99
Qwen/Qwen3.5-122B-A10B 2 providers
34.7 #100
Qwen3.5-122B-A10B 2 providers
34.7 #101
deepseek-v3.2 28 providers
34.6 #102
DeepSeek V3.2 TEE 2 providers
34.6 #103
DeepSeek V3.2 Exp 7 providers
34.6 #104
Pro/deepseek-ai/DeepSeek-V3.2 1 provider
34.6 #105
deepseek-ai/DeepSeek-V3.2 2 providers
34.6 #106
siliconflow/deepseek-v3.2 1 provider
34.6 #107
Deepseek/DeepSeek-V3.2 2 providers
34.6 #108
OpenAI o1-preview 2 providers
34 #109
o1-preview 3 providers
34 #110
Claude 4.5 Sonnet 2 providers
33.5 #111
Anthropic: Claude Sonnet 4.5 2 providers
33.5 #112
MiniMax-M2.1 27 providers
32.8 #113
MiniMax M2.1 TEE 2 providers
32.8 #114
Pro/MiniMaxAI/MiniMax-M2.1 1 provider
32.8 #115
Minimax/Minimax-M2.1 2 providers
32.8 #116
MiniMaxAI/MiniMax-M2.1 1 provider
32.8 #117
gemini-2.5-pro 20 providers
31.9 #118
DeepSeek V3.1 Terminus 8 providers
31.9 #119
Pro/deepseek-ai/DeepSeek-V3.1-Terminus 1 provider
31.9 #120
deepseek-ai/DeepSeek-V3.1-Terminus 2 providers
31.9 #121
siliconflow/deepseek-v3.1-terminus 1 provider
31.9 #122
DeepSeek/DeepSeek-V3.1-Terminus 2 providers
31.9 #123
Google: Gemini 2.5 Pro 2 providers
31.9 #124
Step 3.5 Flash 5 providers
31.6 #125
stepfun-ai/Step-3.5-Flash 2 providers
31.6 #126
Stepfun/Step-3.5 Flash 2 providers
31.6 #127
Doubao-Seed-Code 1 provider
31.3 #128
Nemotron 3 Super 120B 4 providers
31.2 #129
Nemotron 3 Super 4 providers
31.2 #130
NVIDIA: Nemotron 3 Super 1 provider
31.2 #131
Nemotron-3-Super-120B-A12B 1 provider
31.2 #132
NVIDIA Nemotron 3 Super 120B A12B 2 providers
31.2 #133
grok-4-1-fast-reasoning 9 providers
30.9 #134
X-Ai/Grok 4.1 Fast Reasoning 1 provider
30.9 #135
xAI Grok 4.1 Fast Reasoning 1 provider
30.9 #136
Mercury 2 4 providers
30.6 #137
Inception: Mercury 2 1 provider
30.6 #138
Qwen: Qwen3 Max Thinking 1 provider
30.5 #139
Qwen 3 Max Thinking 1 provider
30.5 #140
Qwen/Qwen3.5-35B-A3B 2 providers
30.3 #141
Qwen3.5-35B-A3B 2 providers
30.3 #142
Qwen 3.5 35B A3B 1 provider
30.3 #143
glm-4.6 23 providers
30.2 #144
GLM 4.6 TEE 2 providers
30.2 #145
zai-org/GLM-4.6 2 providers
30.2 #146
Z-AI/GLM 4.6 2 providers
30.2 #147
Zai GLM-4.6 1 provider
30.2 #148
Gemini 3.1 Flash Lite Preview 7 providers
30.1 #149
Google: Gemini 3.1 Flash Lite Preview 1 provider
30.1 #150
Claude 4.5 Haiku 1 provider
29.6 #151
anthropic--claude-4.5-haiku 2 providers
29.6 #152
MiniMax-M2 16 providers
29.2 #153
Ernie 5.0 Thinking Preview 1 provider
29.2 #154
ERNIE 5.0 1 provider
29.2 #155
Minimax/Minimax-M2 2 providers
29.2 #156
GPT-OSS 120B 34 providers
28.6 #157
GPT-OSS 120B TEE 2 providers
28.6 #158
OpenAI GPT OSS 120B 6 providers
28.6 #159
DeepSeek V3.1 TEE 2 providers
28.4 #160
DeepSeek V3.1 21 providers
28.4 #161
deepseek-ai/DeepSeek-V3.1 1 provider
28.4 #162
Claude 3.7 Sonnet Thinking 1 provider
27.6 #163
grok-4-fast-reasoning 7 providers
27.4 #164
X-Ai/Grok-4-Fast-Reasoning 1 provider
27.4 #165
xAI: Grok 4 Fast Reasoning 1 provider
27.4 #166
Trinity Large Thinking 3 providers
27.2 #167
Arcee AI: Trinity Large Thinking 1 provider
27.2 #168
Claude 3.7 Sonnet 4 providers
26.7 #169
Claude Sonnet 3.7 8 providers
26.7 #170
Anthropic: Claude 3.7 Sonnet 3 providers
26.7 #171
Qwen3 Max 12 providers
26.4 #172
Qwen3-Max-Thinking 1 provider
26.4 #173
Qwen: Qwen3 Max 1 provider
26.4 #174
GLM 4.7 Flash TEE 1 provider
25.9 #175
GLM 4.7 Flash 20 providers
25.9 #176
Kimi K2 0905 13 providers
25.9 #177
Kimi K2 Instruct 0905 5 providers
25.9 #178
Z.ai: GLM 4.7 Flash 1 provider
25.9 #179
MoonshotAI: Kimi K2 0905 1 provider
25.9 #180
Kimi K2 (09/05) 1 provider
25.9 #181
MiMo V2 Flash 9 providers
25.8 #182
XiaomiMiMo/MiMo-V2-Flash 2 providers
25.8 #183
Xiaomi/Mimo-V2-Flash 2 providers
25.8 #184
OpenAI o4-mini 4 providers
25.6 #185
o4-mini 12 providers
25.6 #186
Qwen3-Max-Preview 3 providers
25.5 #187
Grok 4.20 (Non-Reasoning) 3 providers
25.4 #188
Qwen/Qwen3.5-9B 2 providers
25.3 #189
Qwen3.5 9B 1 provider
25.3 #190
Qwen 3.5 9B 1 provider
25.3 #191
qwen3-coder-480b-a35b-instruct 19 providers
24.6 #192
Qwen/Qwen3-Coder-480B-A35B-Instruct 2 providers
24.6 #193
Qwen 3 Coder 480B 3 providers
24.6 #194
OpenAI: GPT-4o (2024-05-13) 1 provider
24.2 #195
GPT-4o (2024-05-13) 1 provider
24.2 #196
DeepSeek R1 17 providers
24 #197
Pro/deepseek-ai/DeepSeek-R1 1 provider
24 #198
deepseek-ai/DeepSeek-R1 2 providers
24 #199
zai-org/GLM-4.5-Air 2 providers
23.8 #200
GLM 4.5 Air 15 providers
23.8 #201
Z.ai: GLM 4.5 Air 1 provider
23.8 #202
Grok Code Fast 1 14 providers
23.7 #203
x-AI/Grok-Code-Fast 1 1 provider
23.7 #204
xAI: Grok Code Fast 1 2 providers
23.7 #205
Devstral 2 3 providers
23.7 #206
Gemini 1.5 Pro 1 provider
23.6 #207
qwen/qwen3-coder-next 2 providers
22.9 #208
Qwen3-Coder-Next 10 providers
22.9 #209
Qwen3 Coder Next 80B 1 provider
22.9 #210
Mistral Large 3 4 providers
22.7 #211
qwen3-235b-a22b-instruct-2507 15 providers
22.1 #212
gemini-2.5-flash-preview-09-2025 2 providers
22.1 #213
Qwen3 235B A22B Instruct 3 providers
22.1 #214
Qwen/Qwen3-235B-A22B-Instruct-2507 3 providers
22.1 #215
Gemini 2.5 Flash Preview 09-25 4 providers
22.1 #216
Kimi K2 7 providers
22.1 #217
MoonshotAI: Kimi K2 0711 1 provider
22.1 #218
Qwen 3 235B A22B Instruct 2507 1 provider
22.1 #219
Qwen 3 235B Instruct 2 providers
22.1 #220
DeepSeek Chat 0324 1 provider
22 #221
DeepSeek V3 0324 14 providers
22 #222
siliconflow/deepseek-v3-0324 1 provider
22 #223
gpt-4.1 17 providers
21.8 #224
OpenAI: GPT-4.1 2 providers
21.8 #225
GPT-4 Turbo 8 providers
21.5 #226
OpenAI: GPT-4 Turbo 1 provider
21.5 #227
Devstral Small 2 2 providers
20.7 #228
OpenAI o1 4 providers
20.5 #229
o1 7 providers
20.5 #230
GPT 5 Nano 16 providers
20.3 #231
OpenAI: GPT-5 Nano 2 providers
20.3 #232
Grok 3 8 providers
19.8 #233
xAI: Grok 3 2 providers
19.8 #234
Grok 4.1 Fast 6 providers
19.5 #235
x-AI/Grok-4.1-Fast 1 provider
19.5 #236
xAI: Grok 4.1 Fast 1 provider
19.5 #237
Claude Opus 3 3 providers
19.5 #238
Claude 3 Opus 1 provider
19.5 #239
Qwen3-Coder 30B-A3B Instruct 13 providers
19.4 #240
Qwen/Qwen3-Coder-30B-A3B-Instruct 3 providers
19.4 #241
Intellect 3 4 providers
19.1 #242
Prime Intellect: INTELLECT-3 1 provider
19.1 #243
Grok 4 Fast 6 providers
19 #244
x-AI/Grok-4-Fast 1 provider
19 #245
xAI: Grok 4 Fast 1 provider
19 #246
Ling-1T 2 providers
18.8 #247
gpt-4.1-mini 14 providers
18.5 #248
GPT-OSS 20B TEE 1 provider
18.5 #249
GPT OSS 20B 22 providers
18.5 #250
OpenAI: GPT OSS 20B 4 providers
18.5 #251
OpenAI: GPT-4.1 Mini 3 providers
18.5 #252
KAT Coder Pro V1 2 providers
18.3 #253
Mistral Medium 3.1 4 providers
18.3 #254
Mistral: Mistral Medium 3.1 1 provider
18.3 #255
OpenAI o3-mini 4 providers
17.9 #256
o3-mini 9 providers
17.9 #257
gemini-2.5-flash 19 providers
17.8 #258
Google: Gemini 2.5 Flash 2 providers
17.8 #259
Qwen/Qwen3.5-4B 1 provider
17.5 #260
OpenAI o3-mini (High) 2 providers
17.3 #261
o3-mini-high 1 provider
17.3 #262
Ring-1T 2 providers
16.8 #263
gpt-4o 14 providers
16.7 #264
inclusionAI/Ling-flash-2.0 2 providers
16.7 #265
ByteDance-Seed/Seed-OSS-36B-Instruct 2 providers
16.7 #266
OpenAI: GPT-4o 2 providers
16.7 #267
GPT-4o (2024-08-06) 2 providers
16.6 #268
OpenAI: GPT-4o (2024-08-06) 1 provider
16.6 #269
Qwen/Qwen3-VL-235B-A22B-Instruct 4 providers
16.5 #270
Qwen3 VL 235B A22B Instruct 4 providers
16.5 #271
Meituan/Longcat-Flash-Lite 1 provider
16.5 #272
Pro/deepseek-ai/DeepSeek-V3 1 provider
16.4 #273
deepseek-ai/DeepSeek-V3 2 providers
16.4 #274
DeepSeek V3 8 providers
16.4 #275
Magistral Medium (latest) 2 providers
16 #276
Mistral: Devstral Medium 1 provider
15.9 #277
Nvidia Nemotron 3 Nano 30B 2 providers
15.8 #278
NVIDIA: Nemotron 3 Nano 30B A3B 1 provider
15.8 #279
Nemotron-3-Nano-30B-A3B 3 providers
15.8 #280
Llama 4 Maverick 1 provider
15.6 #281
Llama 4 Maverick 17B 128E Instruct FP8 7 providers
15.6 #282
Qwen/Qwen3-VL-32B-Instruct 3 providers
15.6 #283
Meta: Llama 4 Maverick 1 provider
15.6 #284
Meta Llama 4 Maverick 17B 128E 1 provider
15.6 #285
Qwen3-Next 80B-A3B Instruct 12 providers
15.3 #286
Qwen/Qwen3-Next-80B-A3B-Instruct 4 providers
15.3 #287
Qwen 3 Next 80B Instruct 1 provider
15.3 #288
Magistral Small 1.2 24B 1 provider
14.8 #289
gemini-2.5-flash-lite-preview-09-2025 4 providers
14.5 #290
MiniMax-M1 6 providers
14.5 #291
ERNIE 4.5 300B 1 provider
14.5 #292
MiniMax M1 80K 1 provider
14.5 #293
baidu/ERNIE-4.5-300B-A47B 3 providers
14.5 #294
Gemini 2.5 Flash Lite Preview 09-25 4 providers
14.5 #295
Google: Gemini 2.5 Flash Lite Preview 09-2025 1 provider
14.5 #296
Qwen/Qwen3-VL-30B-A3B-Instruct 4 providers
14.3 #297
Qwen3 VL 30B 1 provider
14.3 #298
Qwen3 VL 30B A3B Instruct 1 provider
14.3 #299
Qwen3 30B A3B 2507 1 provider
14.2 #300
Gemini 2.0 Flash 8 providers
13.6 #301
Mistral Medium 3 5 providers
13.6 #302
Mistral: Mistral Medium 3 1 provider
13.6 #303
Upstage: Solar Pro 3 1 provider
13.3 #304
OpenAI: GPT-4 1 provider
13.1 #305
GPT-4 5 providers
13.1 #306
OpenPipe Qwen3 14B Instruct 1 provider
12.4 #307
Mistral Devstral Small 2505 1 provider
12.2 #308
Devstral Small 2 providers
12.2 #309
Devstral Small 2505 2 providers
12.2 #310
Devstral Small 1.1 3 providers
12.1 #311
Mistral: Devstral Small 1.1 1 provider
12.1 #312
Qwen2.5 72B Instruct 4 providers
11.9 #313
Qwen 2.5 72B Instruct 2 providers
11.9 #314
Qwen/Qwen2.5-72B-Instruct 2 providers
11.9 #315
DeepSeek R1 Distill Llama 70B 10 providers
11.4 #316
gpt-4.1-nano 11 providers
11.2 #317
Microsoft: Phi 4 1 provider
11.2 #318
OpenAI: GPT-4.1 Nano 2 providers
11.2 #319
Phi-4 3 providers
11.2 #320
GLM-4.6V 13 providers
11.1 #321
zai-org/GLM-4.6V 2 providers
11.1 #322
Z.ai: GLM 4.6V 1 provider
11.1 #323
Magistral Small 2 providers
11.1 #324
Nova Pro 2 providers
11 #325
GLM-4.5V 11 providers
10.8 #326
zai-org/GLM-4.5V 2 providers
10.8 #327
Z.ai: GLM 4.5V 1 provider
10.8 #328
Claude 3.5 Haiku 4 providers
10.7 #329
Claude Haiku 3.5 7 providers
10.7 #330
Anthropic: Claude 3.5 Haiku 2 providers
10.7 #331
Claude Haiku 3.5 (latest) 3 providers
10.7 #332
inclusionAI/Ring-flash-2.0 2 providers
10.6 #333
Olmo 3 32B Think 1 provider
10.5 #334
AllenAI: Olmo 3 32B Think 1 provider
10.5 #335
Cohere: Command A 2 providers
9.9 #336
Command A 4 providers
9.9 #337
Olmo 3.1 32B Think 1 provider
9.8 #338
Gemma 3 27B 6 providers
9.6 #339
Reka Flash 3 1 provider
8.9 #340
Nvidia Nemotron Nano 9B v2 6 providers
7.5 #341
Gemini 2.5 Flash Lite 11 providers
7.4 #342
Google: Gemini 2.5 Flash Lite 2 providers
7.4 #343
Qwen/Qwen3-VL-8B-Instruct 4 providers
7.3 #344
Qwen3 VL 8B Instruct 1 provider
7.3 #345
Qwen/Qwen3-Omni-30B-A3B-Instruct 2 providers
7.2 #346
Qwen3 Omni 30B A3B Instruct 1 provider
7.2 #347
Llama 4 Scout 2 providers
6.7 #348
Llama-4-Scout-17B-16E-Instruct-FP8 2 providers
6.7 #349
Meta: Llama 4 Scout 1 provider
6.7 #350
Anthropic: Claude 3 Haiku 3 providers
6.7 #351
Claude Haiku 3 5 providers
6.7 #352
Meta Llama 4 Scout 17B 16E 1 provider
6.7 #353
Claude 3 Haiku 1 provider
6.7 #354
NVIDIA: Nemotron Nano 12B 2 VL 1 provider
5.9 #355
Nvidia Nemotron Nano 12B V2 VL 1 provider
5.9 #356
Olmo 3.1 32B Instruct 1 provider
5.6 #357
AllenAI: Olmo 3.1 32B Instruct 1 provider
5.6 #358
Nova Lite 2 providers
5.1 #359
inclusionAI/Ling-mini-2.0 2 providers
5 #360
Nova Micro 2 providers
4.1 #361
Phi 4 Mini 4 providers
3.6