All Models
Benchmark Rankings
Coding Index
Models ranked by Artificial Analysis Coding Index — measuring code generation, debugging, and programming capability.
#1
Claude Fable 5 9 providers
76.5 #2 GPT 5.5 30 providers
74.9 #3 Claude Opus 4.8 22 providers
74.3 #4 Claude Opus 4.7 30 providers
73.6 #5 Claude 4.7 Opus 2 providers
73.6 #6 Claude Opus 4.7 (20% off) 1 provider
73.6 #7 Claude Sonnet 5 5 providers
71.5 #8 GPT-5.4 32 providers
71.1 #9 Gemini 3.5 Flash 15 providers
70.1 #10 Gemini 3.1 Pro Preview 21 providers
68.8 #11 GLM 5.2 40 providers
68.8 #12 Qwen3.7 Max 18 providers
66 #13 Qwen 3.7 Max 2 providers
66 #14 Kimi K2.7 Code 26 providers
60.8 #15 MiMo V2.5 Pro 16 providers
60.2 #16 DeepSeek V4 Pro 37 providers
59.4 #17 deepseek-ai/DeepSeek-V4-Pro 1 provider
59.4 #18 DeepSeek V4 Pro TEE 1 provider
59.4 #19 Nex-N2-Pro 1 provider
59.1 #20 KAT-Coder-Pro V1 1 provider
58.9 #21 MiniMax M3 18 providers
58.6 #22 MiniMax M3 (3x usage) 1 provider
58.6 #23 DeepSeek V4 Flash 32 providers
56.2 #24 GPT 5.4 Nano 22 providers
56.1 #25 GPT 5.4 Mini 25 providers
56.1 #26 Moonshot Kimi K2.6 1 provider
56 #27 Kimi K2.6 49 providers
56 #28 Pro/moonshotai/Kimi-K2.6 1 provider
56 #29 moonshotai/Kimi-K2.6 1 provider
56 #30 Kimi K2.6 TEE 2 providers
56 #31 Qwen3.7 Plus 12 providers
55.9 #32 Qwen 3.7 Plus 3 providers
55.9 #33 GLM-5.1 44 providers
55.8 #34 Pro/zai-org/GLM-5.1 1 provider
55.8 #35 zai-org/GLM-5.1 1 provider
55.8 #36 GLM 5.1 TEE 2 providers
55.8 #37 Qwen3.6 Plus 17 providers
54.5 #38 Qwen 3.6 Plus 3 providers
54.5 #39 Qwen 3.6 27B 2 providers
53.7 #40 Qwen3.6 27B 10 providers
53.7 #41 MiniMax-M2.7 30 providers
52.6 #42 Mimo-V2-Flash 8 providers
49.8 #43 Xiaomi/Mimo-V2-Flash 1 provider
49.8 #44 XiaomiMiMo/MiMo-V2-Flash 2 providers
49.8 #45 Nemotron 3 Ultra 3 providers
49.3 #46 NVIDIA Nemotron 3 Ultra 1 provider
49.3 #47 Nemotron 3 Ultra 550B A55B 4 providers
49.3 #48 Nemotron Ultra 1 provider
49.3 #49 Qwen3.5 397B A17B 21 providers
48.2 #50 Qwen 3.5 397B A17B 2 providers
48.2 #51 Qwen 3.5 397B 1 provider
48.2 #52 Qwen/Qwen3.5-397B-A17B 1 provider
48.2 #53 Qwen3.5 397B A17B TEE 2 providers
48.2 #54 Mistral Medium Latest 3 providers
46.9 #55 Mistral Medium 3.5 5 providers
46.9 #56 Qwen3.5 122B-A10B 12 providers
45.7 #57 Qwen/Qwen3.5-122B-A10B 1 provider
45.7 #58 Qwen3.5 122B A10B TEE 1 provider
45.7 #59 Gemma 4 31B 6 providers
43.4 #60 Ring-2.6-1T 5 providers
42.8 #61 Grok 4.3 16 providers
42.2 #62 o3-mini-high 3 providers
42.1 #63 OpenAI o3-mini (High) 1 provider
42.1 #64 Qwen3.6 35B-A3B 15 providers
41.9 #65 Qwen/Qwen3.6-35B-A3B 1 provider
41.9 #66 o1 12 providers
39.7 #67 OpenAI o1 2 providers
39.7 #68 NVIDIA Nemotron 3 Super 120B A12B 2 providers
37.7 #69 Nemotron 3 Super 120B A12B 4 providers
37.7 #70 Nemotron 3 Super 120B 4 providers
37.7 #71 nemotron-3-super 3 providers
37.7 #72 NVIDIA Nemotron 3 Super 120B 2 providers
37.7 #73 Step 3.7 Flash 6 providers
37.3 #74 Gemini 3.1 Flash Lite Preview 12 providers
34.7 #75 OpenAI o1-preview 2 providers
34 #76 Gemini 2.5 Pro 28 providers
33.3 #77 Google Gemini 2.5 Pro 1 provider
33.3 #78 Devstral 2 7 providers
31.3 #79 gpt-oss-120b 41 providers
30.4 #80 OpenAI GPT OSS 120B 5 providers
30.4 #81 OpenAI GPT 120B 1 provider
30.4 #82 GPT-OSS 120B TEE 1 provider
30.4 #83 Devstral Small 2 2 providers
29.3 #84 Qwen3.5-9B 10 providers
28.7 #85 Qwen 3.5 9B 1 provider
28.7 #86 Qwen/Qwen3.5-9B 2 providers
28.7 #87 GPT-4o (2024-05-13) 5 providers
24.2 #88 DeepSeek-V3 8 providers
23 #89 Pro/deepseek-ai/DeepSeek-V3 1 provider
23 #90 deepseek-ai/DeepSeek-V3 2 providers
23 #91 Qwen/Qwen3.5-4B 1 provider
22.6 #92 GPT-4 Turbo 11 providers
21.5 #93 DeepSeek-V3-0324 12 providers
21.2 #94 siliconflow/deepseek-v3-0324 1 provider
21.2 #95 DeepSeek Chat 0324 1 provider
21.2 #96 gpt-oss-20b 29 providers
20.7 #97 OpenAI GPT-OSS 20b 2 providers
20.7 #98 GPT-OSS 20B TEE 1 provider
20.7 #99 Mistral Medium 3.1 5 providers
20.5 #100 Mistral Large 3 8 providers
20.1 #101 Claude 3 Opus 3 providers
19.5 #102 Claude Opus 3 2 providers
19.5 #103 Llama-4-Maverick-17B-128E-Instruct-FP8 6 providers
16.3 #104 Llama 4 Maverick 17B Instruct 3 providers
16.3 #105 Llama 4 Maverick 17B 128E Instruct 4 providers
16.3 #106 Meta Llama 4 Maverick 17B 128E 1 provider
16.3 #107 Llama 4 Maverick 3 providers
16.3 #108 Solar Pro 3 3 providers
16.2 #109 Claude 3.5 Haiku 7 providers
15.9 #110 Claude Haiku 3.5 (latest) 2 providers
15.9 #111 Claude Haiku 3.5 4 providers
15.9 #112 GPT-4 8 providers
13.1 #113 GPT-4o Mini 17 providers
11.4 #114 OpenAI GPT-4o-mini 1 provider
11.4 #115 GPT-4.1 nano 15 providers
11.1 #116 OpenAI GPT-4.1 Nano 1 provider
11.1 #117 Gemma 3 27B 5 providers
10.1 #118 Granite 4.1 8B 3 providers
9.5 #119 Llama-4-Scout-17B-16E-Instruct-FP8 2 providers
8.2 #120 Meta Llama 4 Scout 17B 16E 1 provider
8.2 #121 Llama 4 Scout 3 providers
8.2