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aa Coding Index

111 models evaluated

#ModelProviderTypeScore
1Claude Fable 5.1AnthropicProprietary81.6%
2Claude Opus 5AnthropicProprietary78.0%
3GPT-5.6 SolOpenAIProprietary77.4%
4GPT-6 AstraOpenAI · Closed76.9%
5Grok 4.6xAI · Closed76.8%
6GPT-5.6 TerraOpenAI · Closed76.7%
7Claude Fable 5Anthropic · Closed76.5%
8Gemini 3.8 FlashGoogle · Closed76.3%
9Kimi K3Moonshot AI · Closed76.2%
10Gemini 3.7 FlashGoogle · Closed76.1%
11Muse Spark 1.3Meta · Closed75.8%
12GPT-5.5OpenAI · Closed74.9%
13GLM-5.3Z.AI · Open weight74.8%
14Claude Opus 4.8Anthropic · Closed74.3%
15Claude Opus 4.7 (Adaptive)Anthropic · Closed73.6%
16Qwen3.8-Flash-NextAlibaba · Open weight73.0%
17Grok 4.5xAI · Closed72.5%
18Muse Spark 1.2Meta · Closed72.2%
19Qwen3.8 Max PreviewAlibaba · Closed71.8%
20Claude Sonnet 5Anthropic · Closed71.5%
21GPT-5.6 LunaOpenAI · Closed71.5%
22Muse Spark 1.1Meta · Closed71.3%
23GPT-5.4OpenAI · Closed71.0%
24Gemini 3.5 FlashGoogle · Closed70.1%
25Gemini 3.6 FlashGoogle · Closed69.2%
26DeepSeek V4 Flash 0731DeepSeek · Closed69.1%
27Gemini 3.1 ProGoogle · Closed68.8%
28DeepSeek V4 Pro 0813DeepSeek · Closed68.8%
29GLM-5.2Z.AI · Open weight68.8%
30Qwen3.8-27BAlibaba · Open weight68.1%
31Qwen3.7 MaxAlibaba · Closed66.0%
32Kimi K2.6Moonshot AI · Open weight61.8%
33Quasar 438BMultiverse Computing · Closed61.2%
34Kimi K2.7 CodeMoonshot AI · Open weight60.8%
35Apodex 1.1Apodex · Closed60.8%
36Apodex 1.1 MiniApodex · Open weight60.8%
37MiMo-V2.5-ProXiaomi · Closed60.2%
38Hy3Tencent · Open weight58.8%
39Hy3 PreviewTencent · Open weight58.8%
41Muse SparkMeta · Closed58.6%
42MiniMax M3MiniMax · Open weight58.6%
43GPT-5.4 miniOpenAI · Closed56.1%
44GPT-5.4 nanoOpenAI · Closed56.1%
45Qwen3.7 PlusAlibaba · Closed55.9%
46GLM-5.1Z.AI · Open weight55.8%
47Qwen3.6 PlusAlibaba · Closed54.5%
48Qwen3.6-27BAlibaba · Open weight53.7%
49Inkling-SmallThinking Machines Lab · Open weight53.0%
50MiniMax M2.7MiniMax · Open weight52.6%
51InklingThinking Machines Lab · Open weight52.1%
52Ling 3.0 FlashInclusionAI · Open weight50.6%
53Ling 3.0 Flash FP8InclusionAI · Open weight50.6%
54MiMo-V2-FlashXiaomi · Open weight49.8%
55GPT-5.1OpenAI · Closed49.4%
56Gemini 3.5 Flash-LiteGoogle · Closed49.3%
57Nemotron 3 UltraNVIDIA · Open weight49.3%
58Muse Glimmer 30BMeta · Open weight49.0%
59Mistral Medium 3.5 128BMistral · Open weight46.9%
60Kimi K2.5Moonshot AI · Open weight46.8%
61Kimi K2.5 (Reasoning)Moonshot AI · Closed46.8%
62Qwen3.5-122B-A10BAlibaba · Open weight45.7%
63GLM-4.7Z.AI · Open weight45.3%
64Gemma 4 31BGoogle · Open weight43.4%
65Grok 4.3xAI · Closed42.3%
66Qwen3.6-35B-A3BAlibaba · Open weight41.9%
67o1OpenAI · Closed39.7%
68Step 3.7 FlashStepFun · Open weight39.6%
69Gemma 4 26B A4BGoogle · Open weight39.3%
70GPT-5 (high)OpenAI · Closed37.8%
71Nemotron 3 Super 100BNVIDIA · Open weight37.7%
72Nemotron 3 Super 120B A12BNVIDIA · Open weight37.7%
73o1-previewOpenAI · Closed34.0%
74Gemini 2.5 ProGoogle · Closed33.3%
75K-ExaoneLG AI Research · Closed32.1%
76Mercury 2Inception · Closed31.1%
77Gemma 4 12BGoogle · Open weight31.0%
78GPT-OSS 120BOpenAI · Open weight30.4%
79Command A+Cohere · Open weight27.9%
80Nemotron 3.5 Lightning 30B A3B NVFP4NVIDIA · Open weight26.8%
81Mistral Small 4Mistral · Open weight26.6%
82Mistral Small 4 (Reasoning)Mistral · Open weight26.6%
83Trinity-Large-ThinkingArcee AI · Open weight25.8%
84Trinity-Large-PreviewArcee AI · Open weight25.8%
85Ling 2.6 FlashInclusionAI · Open weight25.3%
86Gemini 1.5 ProGoogle · Closed23.6%
87DeepSeek V3DeepSeek · Open weight23.0%
88Granite 4.2 8BIBM · Open weight22.4%
89GPT-4 TurboOpenAI · Closed21.5%
90GPT-OSS 20BOpenAI · Open weight20.7%
91GPT-4.1 miniOpenAI · Closed20.2%
92Mistral Large 3Mistral · Closed20.1%
93Claude 3 OpusAnthropic · Closed19.5%
94Llama 4 MaverickMeta · Open weight16.3%
95GPT-5 miniOpenAI · Closed15.6%
96Celeris-1Celeris · Closed14.4%
97Nemotron 3 Nano 30BNVIDIA · Open weight14.4%
98Ministral 3 14B (Reasoning)Mistral · Open weight14.4%
99Ministral 3 14BMistral · Open weight14.4%
100Nemotron 3 Nano Omni 30B A3BNVIDIA · Open weight13.8%
101Ultravox v0.6 Llama 3.3 70BFixie AI · Open weight11.9%
102GPT-4o miniOpenAI · Closed11.4%
103GPT-4.1 nanoOpenAI · Closed11.1%
104Gemma 3 27BGoogle · Open weight10.1%
105Ministral 3 8B (Reasoning)Mistral · Open weight9.7%
106Ministral 3 8BMistral · Open weight9.7%
107Gemma 4 E4BGoogle · Open weight9.4%
108Llama 4 ScoutMeta · Open weight8.2%
109LFM2.5-2.6BLiquidAI · Open weight7.7%
110Gemma 4 E2BGoogle · Open weight7.2%
111Ministral 3 3B (Reasoning)Mistral · Open weight4.8%
112Ministral 3 3BMistral · Open weight4.8%