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Rankings

Ranked by Coding Index, combining code generation and software engineering evaluations.

112
ranked
Index
measure
  1. 1Claude Fable 5.1Anthropic81.6
  2. 2Claude Opus 5Anthropic78.0
  3. 3GPT-5.6 SolOpenAI77.4

Labs in the top 100

  • OpenAI15
  • Alibaba13
  • Anthropic9
  • Google9
  • DeepSeek8
  • Other labs46

112 ranked

Ranking
RankModelIndexProvidersContextInputOutputReleased
1Claude Fable 5.1Anthropic81.6371M$10.00$50.00Sep 1, 2026
2Claude Opus 5Anthropic78.0421M$5.00$25.00Jul 24, 2026
3GPT-5.6 SolOpenAI77.4491.05M$4.00$20.00Jul 9, 2026
4GPT-6 AstraOpenAI76.9371.05M$10.00$50.00Sep 4, 2026
5Grok 4.6xAI76.833500K$2.00$6.00Aug 12, 2026
6GPT-5.6 TerraOpenAI76.7451.05M$2.00$12.00Jul 9, 2026
7Claude Fable 5Anthropic76.5461M$10.00$50.00Jun 7, 2026
8Gemini 3.8 FlashGoogle76.3321.05M$0.75$3.75Sep 2, 2026
9Qwen3.8 Max 0902Alibaba76.291M$1.71$5.14Sep 2, 2026
9Kimi K3Moonshot AI · Open weights76.2831.05M$3.00$15.00Jul 16, 2026
11Muse Spark 1.3Meta75.8181.05M$1.25$4.25Sep 2, 2026
12GPT-5.5OpenAI74.9511.05M$5.00$30.00Apr 23, 2026
13GLM-5.3Zhipu AI · Open weights74.8911M$1.20$4.18Aug 14, 2026
14Claude Opus 4.8Anthropic74.3501M$5.00$25.00May 28, 2026
15Claude Opus 4.7Anthropic73.6481M$5.00$25.00Apr 14, 2026
16Grok 4.5xAI72.427500K$2.00$6.00Jul 8, 2026
17Muse Spark 1.2Meta72.2181.05M$1.25$4.25Aug 5, 2026
18Qwen3.8 2.4T A95BAlibaba · Open weights71.923262K$2.50$6.25Aug 12, 2026
19GLM-5.3-FlashZhipu AI · Open weights71.5841M$0.30$1.05Sep 18, 2026
19Gemini 3.7 FlashGoogle71.5301.05M$0.75$3.75Aug 13, 2026
19Claude Sonnet 5Anthropic71.5441M$2.00$10.00Jun 29, 2026
22GPT-5.6 LunaOpenAI71.4481.05M$0.20$1.20Jul 9, 2026
23Muse Spark 1.1Meta71.3141.05M$1.25$4.25Apr 8, 2026
24GPT-5.4OpenAI71.1471.05M$2.50$15.00Mar 5, 2026
25Gemini 3.6 FlashGoogle69.2311.05M$0.75$3.75Jul 21, 2026
26DeepSeek V4 Flash 0731DeepSeek · Open weights69.1541.05M$0.13$0.26Jul 31, 2026
27DeepSeek V4 Pro 0813DeepSeek · Open weights68.8431.05M$0.66$1.98Aug 13, 2026
27GLM-5.2Zhipu AI · Open weights68.8871M$1.20$4.18Jun 13, 2026
27Gemini 3.1 Pro PreviewGoogle68.8371.05M$2.00$12.00Feb 19, 2026
30Qwen3.8 27BAlibaba · Open weights68.150262K$0.40$3.00Aug 14, 2026
31Qwen3.7 MaxAlibaba66.0311M$2.50$7.50May 21, 2026
32DeepSeek V4 Flash Vision ExpDeepSeek · Open weights65.0141M$0.15$0.60Aug 21, 2026
33Claude Sonnet 4.6Anthropic63.0521M$3.00$15.00Feb 17, 2026
34Kimi K2.6Moonshot AI · Open weights61.863262K$0.95$4.00Apr 20, 2026
35Kimi K2.7 CodeMoonshot AI · Open weights60.856262K$1.90$8.00Jun 12, 2026
36MiMo-V2.5-ProXiaomi · Open weights60.2201.05M$0.43$0.87Apr 22, 2026
37DeepSeek V4 ProDeepSeek · Open weights59.4621.05M$1.00$2.50Apr 24, 2026
38Hy3 previewTencent · Open weights58.84262K$0.18$0.60Apr 20, 2026
39MiniMax-M3MiniMax · Open weights58.6551M$0.30$1.20Jun 1, 2026
40Ling 3.0 Flash VLinclusionAI · Open weights57.06131K$0.06$0.18Sep 10, 2026