All Models

Benchmark Rankings

Coding Index

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

325 models ranked · Source: Artificial Analysis

#1
GPT-5.4 15 providers
57.3 #2
OpenAI: GPT-5.4 1 provider
57.3 #3
Gemini 3.1 Pro Preview 11 providers
55.5 #4
Google: Gemini 3.1 Pro Preview 1 provider
55.5 #5
GPT-5.3 Codex 14 providers
53.1 #6
OpenAI: GPT-5.3-Codex 1 provider
53.1 #7
GPT-5.4 Mini 8 providers
51.5 #8
GPT-5.2 20 providers
48.7 #9
OpenAI/GPT-5.2 2 providers
48.7 #10
Claude Opus 4.6 18 providers
47.6 #11
Claude Opus 4.6 (latest) 1 provider
47.6 #12
Anthropic: Claude Opus 4.6 1 provider
47.6 #13
Claude 4.6 Opus 1 provider
47.6 #14
Gemini 3 Pro 4 providers
46.5 #15
Claude Sonnet 4.6 17 providers
46.4 #16
Anthropic: Claude Sonnet 4.6 1 provider
46.4 #17
GPT-5.1 16 providers
44.7 #18
OpenAI GPT-5.1 2 providers
44.7 #19
GLM-5 32 providers
44.2 #20
Z-Ai/GLM 5 2 providers
44.2 #21
zai-org/GLM-5 1 provider
44.2 #22
Pro/zai-org/GLM-5 1 provider
44.2 #23
GLM 5 TEE 2 providers
44.2 #24
GPT-5.4 Nano 7 providers
43.9 #25
GPT-5.2-Codex 18 providers
43 #26
OpenAI: GPT-5.2-Codex 1 provider
43 #27
Claude Opus 4.5 18 providers
42.9 #28
Claude Opus 4.5 (latest) 2 providers
42.9 #29
Anthropic: Claude Opus 4.5 2 providers
42.9 #30
MiniMax M2.7 11 providers
41.9 #31
MiMo V2 Pro 4 providers
41.4 #32
Qwen3.5-397B-A17B 10 providers
41.3 #33
Qwen/Qwen3.5-397B-A17B 2 providers
41.3 #34
Qwen3.5 397B A17B TEE 2 providers
41.3 #35
Grok 4 11 providers
40.5 #36
xAI Grok 4 2 providers
40.5 #37
Kimi K2.5 37 providers
39.5 #38
Moonshotai/Kimi-K2.5 3 providers
39.5 #39
Pro/moonshotai/Kimi-K2.5 1 provider
39.5 #40
Kimi K2.5 TEE 2 providers
39.5 #41
Moonshot Kimi K2.5 1 provider
39.5 #42
kimi/kimi-k2.5 1 provider
39.5 #43
GPT-5 Codex 13 providers
38.9 #44
OpenAI: GPT-5 Codex 2 providers
38.9 #45
o3 8 providers
38.4 #46
OpenAI o3 4 providers
38.4 #47
DeepSeek-V3.2-Speciale 4 providers
37.9 #48
DeepSeek: DeepSeek V3.2 Speciale 1 provider
37.9 #49
Gemini 3 Flash 5 providers
37.8 #50
MiniMax-M2.5 34 providers
37.4 #51
Minimax/Minimax-M2.5 2 providers
37.4 #52
Pro/MiniMaxAI/MiniMax-M2.5 1 provider
37.4 #53
GPT-5.1-Codex 16 providers
36.6 #54
OpenAI: GPT-5.1 Codex 2 providers
36.6 #55
GPT-5.1-Codex-Mini 13 providers
36.4 #56
OpenAI: GPT-5.1 Codex Mini 2 providers
36.4 #57
GLM-4.7 35 providers
36.3 #58
Z-Ai/GLM 4.7 3 providers
36.3 #59
zai-org/GLM-4.7 1 provider
36.3 #60
Pro/zai-org/GLM-4.7 1 provider
36.3 #61
GLM 4.7 TEE 2 providers
36.3 #62
GPT-5 16 providers
36 #63
OpenAI/GPT-5 3 providers
36 #64
MiMo V2 Omni 3 providers
35.5 #65
GPT-5 Mini 19 providers
35.3 #66
OpenAI GPT-5 Mini 2 providers
35.3 #67
Qwen/Qwen3.5-27B 2 providers
34.9 #68
Kimi K2 Thinking 28 providers
34.8 #69
moonshotai/Kimi-K2-Thinking 3 providers
34.8 #70
Pro/moonshotai/Kimi-K2-Thinking 1 provider
34.8 #71
Kimi K2 Thinking TEE 2 providers
34.8 #72
Moonshot Kimi K2 Thinking 1 provider
34.8 #73
Qwen/Qwen3.5-122B-A10B 2 providers
34.7 #74
DeepSeek V3.2 25 providers
34.6 #75
DeepSeek-V3.2-Exp 7 providers
34.6 #76
Deepseek/DeepSeek-V3.2 2 providers
34.6 #77
deepseek-ai/DeepSeek-V3.2 2 providers
34.6 #78
Pro/deepseek-ai/DeepSeek-V3.2 1 provider
34.6 #79
DeepSeek V3.2 TEE 2 providers
34.6 #80
siliconflow/deepseek-v3.2 1 provider
34.6 #81
o1-preview 3 providers
34 #82
OpenAI o1-preview 2 providers
34 #83
Claude 4.5 Sonnet 2 providers
33.5 #84
Anthropic: Claude Sonnet 4.5 2 providers
33.5 #85
MiniMax M2.1 27 providers
32.8 #86
Minimax/Minimax-M2.1 2 providers
32.8 #87
MiniMaxAI/MiniMax-M2.1 1 provider
32.8 #88
Pro/MiniMaxAI/MiniMax-M2.1 1 provider
32.8 #89
MiniMax M2.1 TEE 2 providers
32.8 #90
Gemini 2.5 Pro 19 providers
31.9 #91
DeepSeek V3.1 Terminus 8 providers
31.9 #92
DeepSeek/DeepSeek-V3.1-Terminus 2 providers
31.9 #93
deepseek-ai/DeepSeek-V3.1-Terminus 2 providers
31.9 #94
Pro/deepseek-ai/DeepSeek-V3.1-Terminus 1 provider
31.9 #95
Google Gemini 2.5 Pro 2 providers
31.9 #96
siliconflow/deepseek-v3.1-terminus 1 provider
31.9 #97
Step 3.5 Flash 5 providers
31.6 #98
Stepfun/Step-3.5 Flash 2 providers
31.6 #99
stepfun-ai/Step-3.5-Flash 2 providers
31.6 #100
Doubao-Seed-Code 1 provider
31.3 #101
Nemotron 3 Super 120B 3 providers
31.2 #102
Nemotron-3-Super-120B-A12B 1 provider
31.2 #103
X-Ai/Grok 4.1 Fast Reasoning 1 provider
30.9 #104
Grok-4.1-Fast-Reasoning 8 providers
30.9 #105
xAI Grok 4.1 Fast Reasoning 1 provider
30.9 #106
Mercury 2 3 providers
30.6 #107
Inception: Mercury 2 1 provider
30.6 #108
Qwen 3 Max Thinking 1 provider
30.5 #109
Qwen: Qwen3 Max Thinking 1 provider
30.5 #110
Qwen 3.5 35B A3B 1 provider
30.3 #111
Qwen/Qwen3.5-35B-A3B 2 providers
30.3 #112
GLM-4.6 23 providers
30.2 #113
Z-AI/GLM 4.6 2 providers
30.2 #114
zai-org/GLM-4.6 2 providers
30.2 #115
Zai GLM-4.6 1 provider
30.2 #116
GLM 4.6 TEE 2 providers
30.2 #117
Gemini 3.1 Flash Lite Preview 5 providers
30.1 #118
Google: Gemini 3.1 Flash Lite Preview 1 provider
30.1 #119
Claude 4.5 Haiku 1 provider
29.6 #120
anthropic--claude-4.5-haiku 2 providers
29.6 #121
ERNIE 5.0 1 provider
29.2 #122
MiniMax M2 15 providers
29.2 #123
Minimax/Minimax-M2 2 providers
29.2 #124
Ernie 5.0 Thinking Preview 1 provider
29.2 #125
GPT OSS 120B 33 providers
28.6 #126
OpenAI GPT OSS 120B 6 providers
28.6 #127
GPT-OSS 120B TEE 2 providers
28.6 #128
DeepSeek V3.1 20 providers
28.4 #129
deepseek-ai/DeepSeek-V3.1 1 provider
28.4 #130
DeepSeek V3.1 TEE 2 providers
28.4 #131
Claude 3.7 Sonnet Thinking 1 provider
27.6 #132
X-Ai/Grok-4-Fast-Reasoning 1 provider
27.4 #133
Grok-4-Fast-Reasoning 6 providers
27.4 #134
xAI: Grok 4 Fast Reasoning 1 provider
27.4 #135
Claude 3.7 Sonnet 3 providers
26.7 #136
Claude-Sonnet-3.7 8 providers
26.7 #137
anthropic--claude-3.7-sonnet 3 providers
26.7 #138
Qwen3 Max 11 providers
26.4 #139
Qwen3-Max-Thinking 1 provider
26.4 #140
Qwen: Qwen3 Max 1 provider
26.4 #141
GLM-4.7-Flash 18 providers
25.9 #142
Kimi K2 0905 13 providers
25.9 #143
Kimi K2 Instruct 0905 5 providers
25.9 #144
Kimi K2 (09/05) 1 provider
25.9 #145
MoonshotAI: Kimi K2 0905 1 provider
25.9 #146
Z.ai: GLM 4.7 Flash 1 provider
25.9 #147
GLM 4.7 Flash TEE 1 provider
25.9 #148
MiMo-V2-Flash 9 providers
25.8 #149
Xiaomi/Mimo-V2-Flash 2 providers
25.8 #150
XiaomiMiMo/MiMo-V2-Flash 2 providers
25.8 #151
o4-mini 11 providers
25.6 #152
OpenAI o4-mini 4 providers
25.6 #153
Qwen3-Max-Preview 3 providers
25.5 #154
Qwen 3.5 9B 1 provider
25.3 #155
Qwen/Qwen3.5-9B 2 providers
25.3 #156
Qwen 3 Coder 480B 3 providers
24.6 #157
Qwen3 Coder 480B A35B Instruct 18 providers
24.6 #158
Qwen/Qwen3-Coder-480B-A35B-Instruct 2 providers
24.6 #159
GPT-4o (2024-05-13) 1 provider
24.2 #160
OpenAI: GPT-4o (2024-05-13) 1 provider
24.2 #161
DeepSeek R1 16 providers
24 #162
deepseek-ai/DeepSeek-R1 2 providers
24 #163
Pro/deepseek-ai/DeepSeek-R1 1 provider
24 #164
GLM-4.5-Air 14 providers
23.8 #165
zai-org/GLM-4.5-Air 2 providers
23.8 #166
Z.ai: GLM 4.5 Air 1 provider
23.8 #167
Grok Code Fast 1 13 providers
23.7 #168
x-AI/Grok-Code-Fast 1 1 provider
23.7 #169
Devstral 2 2 providers
23.7 #170
xAI Grok Code Fast 1 2 providers
23.7 #171
Gemini 1.5 Pro 1 provider
23.6 #172
Qwen3 Coder Next 8 providers
22.9 #173
qwen/qwen3-coder-next 2 providers
22.9 #174
Mistral Large 3 3 providers
22.7 #175
Kimi K2 Instruct 13 providers
22.1 #176
Kimi K2 6 providers
22.1 #177
Qwen3 235B A22B Instruct 2507 14 providers
22.1 #178
Qwen 3 235B Instruct 2 providers
22.1 #179
Qwen/Qwen3-235B-A22B-Instruct-2507 3 providers
22.1 #180
Gemini 2.5 Flash Preview 09-25 4 providers
22.1 #181
gemini-2.5-flash-preview-09-2025 2 providers
22.1 #182
Qwen 3 235B A22B Instruct 2507 1 provider
22.1 #183
MoonshotAI: Kimi K2 0711 1 provider
22.1 #184
DeepSeek V3 (0324) 14 providers
22 #185
DeepSeek Chat 0324 1 provider
22 #186
siliconflow/deepseek-v3-0324 1 provider
22 #187
GPT-4.1 16 providers
21.8 #188
OpenAI GPT-4.1 2 providers
21.8 #189
GPT-4 Turbo 7 providers
21.5 #190
OpenAI: GPT-4 Turbo 1 provider
21.5 #191
Devstral Small 2 2 providers
20.7 #192
o1 6 providers
20.5 #193
OpenAI o1 4 providers
20.5 #194
GPT-5 Nano 15 providers
20.3 #195
OpenAI GPT-5 Nano 2 providers
20.3 #196
Grok 3 7 providers
19.8 #197
xAI Grok 3 2 providers
19.8 #198
Grok 4.1 Fast 5 providers
19.5 #199
x-AI/Grok-4.1-Fast 1 provider
19.5 #200
Claude Opus 3 3 providers
19.5 #201
xAI: Grok 4.1 Fast 1 provider
19.5 #202
Qwen3 Coder 30B A3B Instruct 12 providers
19.4 #203
Qwen/Qwen3-Coder-30B-A3B-Instruct 3 providers
19.4 #204
INTELLECT-3 4 providers
19.1 #205
Prime Intellect: INTELLECT-3 1 provider
19.1 #206
Grok 4 Fast 5 providers
19 #207
x-AI/Grok-4-Fast 1 provider
19 #208
xAI: Grok 4 Fast 1 provider
19 #209
Ling-1T 2 providers
18.8 #210
GPT-OSS 20B 21 providers
18.5 #211
OpenAI: GPT OSS 20B 4 providers
18.5 #212
GPT-4.1-mini 13 providers
18.5 #213
OpenAI GPT-4.1 Mini 3 providers
18.5 #214
GPT-OSS 20B TEE 1 provider
18.5 #215
KAT-Coder-Pro-V1 3 providers
18.3 #216
Mistral Medium 3.1 4 providers
18.3 #217
Mistral: Mistral Medium 3.1 1 provider
18.3 #218
o3-mini 8 providers
17.9 #219
OpenAI o3-mini 4 providers
17.9 #220
Gemini 2.5 Flash 18 providers
17.8 #221
Google Gemini 2.5 Flash 2 providers
17.8 #222
Qwen/Qwen3.5-4B 1 provider
17.5 #223
o3-mini-high 1 provider
17.3 #224
OpenAI: o3 Mini High 2 providers
17.3 #225
Ring-1T 2 providers
16.8 #226
GPT-4o 13 providers
16.7 #227
ByteDance-Seed/Seed-OSS-36B-Instruct 2 providers
16.7 #228
inclusionAI/Ling-flash-2.0 2 providers
16.7 #229
OpenAI GPT-4o 2 providers
16.7 #230
GPT-4o (2024-08-06) 2 providers
16.6 #231
OpenAI: GPT-4o (2024-08-06) 1 provider
16.6 #232
Meituan/Longcat-Flash-Lite 1 provider
16.5 #233
Qwen3 VL 235B A22B Instruct 3 providers
16.5 #234
Qwen/Qwen3-VL-235B-A22B-Instruct 4 providers
16.5 #235
DeepSeek-V3 8 providers
16.4 #236
deepseek-ai/DeepSeek-V3 2 providers
16.4 #237
Pro/deepseek-ai/DeepSeek-V3 1 provider
16.4 #238
Magistral Medium (latest) 2 providers
16 #239
Mistral: Devstral Medium 1 provider
15.9 #240
nemotron-3-nano-30b-a3b 3 providers
15.8 #241
NVIDIA Nemotron 3 Nano 30B 2 providers
15.8 #242
NVIDIA: Nemotron 3 Nano 30B A3B 1 provider
15.8 #243
Llama-4-Maverick-17B-128E-Instruct-FP8 7 providers
15.6 #244
Qwen/Qwen3-VL-32B-Instruct 3 providers
15.6 #245
Meta Llama 4 Maverick 17B 128E 1 provider
15.6 #246
Meta: Llama 4 Maverick 1 provider
15.6 #247
Llama 4 Maverick 1 provider
15.6 #248
Qwen 3 Next 80B Instruct 1 provider
15.3 #249
Qwen3-Next-80B-A3B-Instruct 12 providers
15.3 #250
Qwen/Qwen3-Next-80B-A3B-Instruct 4 providers
15.3 #251
Magistral Small 1.2 24B 1 provider
14.8 #252
MiniMax M1 6 providers
14.5 #253
baidu/ERNIE-4.5-300B-A47B 3 providers
14.5 #254
Gemini 2.5 Flash Lite Preview 09-25 4 providers
14.5 #255
gemini-2.5-flash-lite-preview-09-2025 3 providers
14.5 #256
Google: Gemini 2.5 Flash Lite Preview 09-2025 1 provider
14.5 #257
MiniMax M1 80K 1 provider
14.5 #258
ERNIE 4.5 300B 1 provider
14.5 #259
Qwen3 VL 30B 1 provider
14.3 #260
qwen/qwen3-vl-30b-a3b-instruct 4 providers
14.3 #261
Qwen3 30B A3B 2507 1 provider
14.2 #262
Qwen3-235B-A22B-Instruct 3 providers
14 #263
Gemini 2.0 Flash 7 providers
13.6 #264
Mistral Medium 3 5 providers
13.6 #265
Mistral: Mistral Medium 3 1 provider
13.6 #266
GPT-4 4 providers
13.1 #267
OpenAI: GPT-4 1 provider
13.1 #268
OpenPipe Qwen3 14B Instruct 1 provider
12.4 #269
Devstral Small 2505 2 providers
12.2 #270
Devstral Small 2 providers
12.2 #271
Mistral Devstral Small 2505 1 provider
12.2 #272
Devstral Small 1.1 2 providers
12.1 #273
Mistral: Devstral Small 1.1 1 provider
12.1 #274
Qwen 2.5 72B Instruct 2 providers
11.9 #275
Qwen2.5 72B Instruct 4 providers
11.9 #276
Qwen/Qwen2.5-72B-Instruct 2 providers
11.9 #277
DeepSeek R1 Distill Llama 70B 11 providers
11.4 #278
GPT-4.1-nano 10 providers
11.2 #279
Phi-4 3 providers
11.2 #280
OpenAI GPT-4.1 Nano 2 providers
11.2 #281
Microsoft: Phi 4 1 provider
11.2 #282
GLM-4.6V 12 providers
11.1 #283
Magistral Small 2 providers
11.1 #284
zai-org/GLM-4.6V 2 providers
11.1 #285
Z.ai: GLM 4.6V 1 provider
11.1 #286
Nova Pro 2 providers
11 #287
GLM-4.5V 10 providers
10.8 #288
zai-org/GLM-4.5V 2 providers
10.8 #289
Z.ai: GLM 4.5V 1 provider
10.8 #290
Claude 3.5 Haiku 3 providers
10.7 #291
Claude Haiku 3.5 (latest) 3 providers
10.7 #292
Claude Haiku 3.5 7 providers
10.7 #293
Anthropic: Claude 3.5 Haiku 2 providers
10.7 #294
inclusionAI/Ring-flash-2.0 2 providers
10.6 #295
AllenAI: Olmo 3 32B Think 1 provider
10.5 #296
Olmo 3 32B Think 1 provider
10.5 #297
Command A 4 providers
9.9 #298
Cohere Command A 2 providers
9.9 #299
AllenAI: Olmo 3.1 32B Think 1 provider
9.8 #300
Olmo 3.1 32B Think 1 provider
9.8 #301
Gemma 3 27B 4 providers
9.6 #302
Reka Flash 3 1 provider
8.9 #303
AllenAI: Olmo 3 7B Think 1 provider
7.6 #304
nvidia-nemotron-nano-9b-v2 6 providers
7.5 #305
Gemini 2.5 Flash Lite 10 providers
7.4 #306
Google Gemini 2.5 Flash Lite 2 providers
7.4 #307
qwen/qwen3-vl-8b-instruct 4 providers
7.3 #308
Qwen3 Omni 30B A3B Instruct 1 provider
7.2 #309
Qwen/Qwen3-Omni-30B-A3B-Instruct 2 providers
7.2 #310
Llama-4-Scout-17B-16E-Instruct-FP8 2 providers
6.7 #311
Claude Haiku 3 5 providers
6.7 #312
anthropic--claude-3-haiku 3 providers
6.7 #313
Meta Llama 4 Scout 17B 16E 1 provider
6.7 #314
Meta: Llama 4 Scout 1 provider
6.7 #315
Llama 4 Scout 1 provider
6.7 #316
Nvidia Nemotron Nano 12B V2 VL 1 provider
5.9 #317
NVIDIA: Nemotron Nano 12B 2 VL 1 provider
5.9 #318
AllenAI: Olmo 3.1 32B Instruct 1 provider
5.6 #319
Olmo 3.1 32B Instruct 1 provider
5.6 #320
Nova Lite 2 providers
5.1 #321
inclusionAI/Ling-mini-2.0 2 providers
5 #322
Nova Micro 2 providers
4.1 #323
Phi-4-Mini 4 providers
3.6 #324
AllenAI: Olmo 3 7B Instruct 1 provider
3.4 #325
LiquidAI: LFM2-8B-A1B 1 provider
2.3