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OneAtlas

Coding Index

Code generation and software engineering evaluations, combined.

Published by Artificial Analysis
112
Models scored
81.6
Top score
49.3
Median

Distribution of scores

2.781.6

Leaderboard

112 models

#ModelScoreContextInput $Output $
1Claude Fable 5.1Anthropic81.61M$10.00$50.00
2Claude Opus 5Anthropic781M$5.00$25.00
3GPT-5.6 SolOpenAI77.41.05M$4.00$20.00
4GPT-6 AstraOpenAI76.91.05M$10.00$50.00
5Grok 4.6xAI76.8500K$2.00$6.00
6GPT-5.6 TerraOpenAI76.71.05M$2.00$12.00
7Claude Fable 5Anthropic76.51M$10.00$50.00
8Gemini 3.8 FlashGoogle76.31.05M$0.75$3.75
9Qwen3.8 Max 0902Alibaba76.21M$1.71$5.14
10Kimi K3Moonshot AI76.21.05M$3.00$15.00
11Muse Spark 1.3Meta75.81.05M$1.25$4.25
12GPT-5.5OpenAI74.91.05M$5.00$30.00
13GLM-5.3Zhipu AI74.81M$1.20$4.18
14Claude Opus 4.8Anthropic74.31M$5.00$25.00
15Claude Opus 4.7Anthropic73.61M$5.00$25.00
16Grok 4.5xAI72.4500K$2.00$6.00
17Muse Spark 1.2Meta72.21.05M$1.25$4.25
18Qwen3.8 2.4T A95BAlibaba71.9262K$2.50$6.25
19GLM-5.3-FlashZhipu AI71.51M$0.30$1.05
20Gemini 3.7 FlashGoogle71.51.05M$0.75$3.75
21Claude Sonnet 5Anthropic71.51M$2.00$10.00
22GPT-5.6 LunaOpenAI71.41.05M$0.20$1.20
23Muse Spark 1.1Meta71.31.05M$1.25$4.25
24GPT-5.4OpenAI71.11.05M$2.50$15.00
25Gemini 3.6 FlashGoogle69.21.05M$0.75$3.75
26DeepSeek V4 Flash 0731DeepSeek69.11.05M$0.13$0.26
27DeepSeek V4 Pro 0813DeepSeek68.81.05M$0.66$1.98
28GLM-5.2Zhipu AI68.81M$1.20$4.18
29Gemini 3.1 Pro PreviewGoogle68.81.05M$2.00$12.00
30Qwen3.8 27BAlibaba68.1262K$0.40$3.00
31Qwen3.7 MaxAlibaba661M$2.50$7.50
32DeepSeek V4 Flash Vision ExpDeepSeek651M$0.15$0.60
33Claude Sonnet 4.6Anthropic631M$3.00$15.00
34Kimi K2.6Moonshot AI61.8262K$0.95$4.00
35Kimi K2.7 CodeMoonshot AI60.8262K$1.90$8.00
36MiMo-V2.5-ProXiaomi60.21.05M$0.43$0.87
37DeepSeek V4 ProDeepSeek59.41.05M$1.00$2.50
38Hy3 previewTencent58.8262K$0.18$0.60
39MiniMax-M3MiniMax58.61M$0.30$1.20
40Ling 3.0 Flash VLinclusionAI57131K$0.06$0.18
41MiMo-V2.5Xiaomi56.81.05M$0.14$0.28
42GPT-5.4 miniOpenAI56.1400K$0.75$4.50
43GPT-5.4 nanoOpenAI56.1400K$0.20$1.25
44Qwen3.7 PlusAlibaba55.91M$0.40$1.60
45GLM-5.1Zhipu AI55.8200K$0.90$3.59
46Qwen3.6 PlusAlibaba54.51M$0.50$3.00
47Qwen3.6 27BAlibaba53.7262K$0.60$3.60
48Inkling SmallThinking Machines52.9262K$0.30$1.20
49Solar Pro 4Upstage52.7524K$0.30$1.20
50MiniMax-M2.7MiniMax52.6205K$0.30$1.20
51InklingThinking Machines52.1262K$1.00$4.05
52Claude Sonnet 4.5 (latest)Anthropic52.1200K$3.00$15.00
53DeepSeek V4 FlashDeepSeek521M$0.45$1.35
54Grok Build 0.1xAI51.5256K$1.00$2.00
55Ling 3.0 FlashinclusionAI50.6262K$0.06$0.18
56GPT-5.1OpenAI49.4400K$1.25$10.00
57Gemini 3.5 Flash LiteGoogle49.31.05M$0.30$2.50
58Nemotron 3 Ultra 550B A55BNVIDIA49.31MFreeFree
59Muse Glimmer 30BMeta49131KFreeFree
60Mistral Medium 3.5Mistral46.9262K$1.50$7.50
61Kimi K2.5Moonshot AI46.8262K$0.63$3.30
62GLM-4.6Zhipu AI45.8205K$0.60$2.20
63LongCat-2.0Meituan45.31.05M$0.75$3.00
64GLM-4.7Zhipu AI45.3205K$0.45$2.09
65DeepSeek V3.2DeepSeek44.2164K$0.60$0.90
66Claude Haiku 4.5 (latest)Anthropic43.9200K$1.00$5.00
67DeepSeek V3.1 TerminusDeepSeek43.5128K$0.27$1.00
68Gemma 4 31B ITGoogle43.4262K——
69Qwen3.5 122B-A10BAlibaba43.3262K$0.40$3.20
70Grok 4.3xAI42.21M$1.25$2.50
71Qwen3.6 35B-A3BAlibaba41.9262K$0.38$2.25
72o1OpenAI39.7200K$15.00$60.00
73Step 3.7 FlashStepFun (China)39.6256K$0.20$1.21
74Gemma 4 26B A4B ITGoogle39.3262K——
75GPT-5OpenAI37.8400K$1.25$10.00
76Nemotron 3 Super 120B A12BNVIDIA37.7262K$0.01$0.60
77North Mini CodeCohere36.5256KFreeFree
78Qwen3 Coder NextAlibaba36.2256K$0.20$1.50
79Gemini 3.1 Flash Lite PreviewGoogle34.71.05M$0.25$1.50
80Gemini 2.5 ProGoogle33.31.05M$1.25$10.00
81Devstral 2Mistral31.3262K$0.40$2.00
82Mercury 2Inception31.1128K$0.25$0.75
83GPT OSS 120BOpenAI30.4128K$0.10$0.50
84Command A PlusCohere27.8128K$2.50$10.00
85Nemotron 3.5 Lightning 30B A3BNVIDIA26.8262KFreeFree
86Mistral Small 4Mistral26.6262K$0.15$0.60
87GPT-4o (2024-05-13)OpenAI24.2128K$5.00$15.00
88Qwen3.5 9BAlibaba23.5262K$0.07$0.60
89Nova 2 LiteAmazon231M$0.30$2.50
90Granite 4.2 8BIBM22.4131K$0.06$0.15
91Qwen3 235B A22B Thinking 2507Alibaba22.1262K$0.30$3.00
92GPT-4 TurboOpenAI21.5128K$10.00$30.00
93DeepSeek V3 0324DeepSeek21.2128K$0.29$1.14
94Mistral Medium 3.1Mistral20.5262K$0.40$2.00
95GPT-4.1 miniOpenAI20.21.05M$0.40$1.60
96Mistral Large 3Mistral20.1262K$0.50$1.50
97Qwen3-Next 80B-A3B (Thinking)Alibaba17.4131K$0.50$6.00
98Llama 4 Maverick 17B InstructMeta16.3128K$0.19$0.65
99Solar Pro 3Upstage16.2131K$0.25$0.25
100Nemotron 3 Nano 30B A3BNVIDIA14.4128K$0.07$0.30
101Ministral 3 14B 2512Mistral14.4128K$0.33$0.33
102Nemotron 3 Nano Omni 30B A3B ReasoningNVIDIA13.8256KFreeFree
103GPT-4OpenAI13.18K$30.00$60.00
104Llama-3.3-70B-InstructMeta11.9131K$0.59$0.79
105GPT-4.1 nanoOpenAI11.11.05M$0.10$0.40
106Gemma 3 27B ITGoogle10.1131K$0.08$0.16
107Ministral 3 8B 2512Mistral9.7262K$0.15$0.15
108Llama 4 Scout 17B InstructMeta8.2328K$0.08$0.24
109Gemma 3 12B ITGoogle5.8131K$0.05$0.15
110Llama 3.1 8B InstructMeta5.4131K$0.06$0.06
111Ministral 3BMistral4.8128K$0.04$0.04
112Gemma 3 4B ITGoogle2.7131K$0.05$0.10