Capability index

27 models across 10 providers. Seed scores are the floor — probe measurements and real routing outcomes replace them, and the ledger only grows.

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ModelProviderAvg capabilityBest forContextSpeedCost / call*
Claude Fable 5Anthropic
96
Code / review, Hard reasoning / analysis1000K40$0.040
GPT-5.6 SolOpenAI
95
Hard reasoning / analysis, Summarize1050K60$0.008
Claude Opus 4.8Anthropic
95
Code / review, Writing / marketing200K45$0.020
Claude Opus 5Anthropic
95
Code / review, Writing / marketing1000K50$0.020
GPT-5.5OpenAI
94
Hard reasoning / analysis, Summarize1050K60$0.022
Kimi K3openMoonshot
94
Research / long context, Code / review1000K45$0.012
Claude Sonnet 5Anthropic
93
Code / review, Summarize1000K90$0.008
GPT-5.6 TerraOpenAI
93
Hard reasoning / analysis, Classify / route1050K80$0.009
GPT-5.2OpenAI
93
Hard reasoning / analysis, Classify / route400K60$0.010
Gemini 3.1 ProGoogle
93
Research / long context, Summarize1000K70$0.009
GPT-5OpenAI
93
Hard reasoning / analysis, Classify / route400K60$0.007
Claude Sonnet 4.6Anthropic
92
Code / review, Summarize200K90$0.012
Grok 4.6xAI
92
Hard reasoning / analysis, Classify / route500K80$0.006
Gemini 2.5 ProGoogle
90
Research / long context, Summarize1000K70$0.007
DeepSeek V4 ProopenDeepSeek
90
Hard reasoning / analysis, Code / review1000K70$0.002
Gemini 3.7 FlashGoogle
89
Research / long context, Classify / route1000K180$0.003
GLM 5.3openZ.ai
89
Code / review, Classify / route1310K100$0.004
Gemini 3.6 FlashGoogle
88
Research / long context, Classify / route1000K180$0.003
GPT-5.6 LunaOpenAI
87
Classify / route, Extract structured data1050K140$0.001
Mistral Large 3Mistral
86
Classify / route, Extract structured data262K110$0.002
DeepSeek V4 FlashopenDeepSeek
86
Classify / route, Extract structured data1000K120$0.001
Gemini 2.5 FlashGoogle
85
Research / long context, Classify / route1000K180$0.002
GPT-5 miniOpenAI
85
Classify / route, Extract structured data400K120$0.001
Grok 4.1 FastxAI
85
Classify / route, Extract structured data256K160$0.001
Claude Haiku 4.5Anthropic
85
Classify / route, Extract structured data200K160$0.004
Qwen 3 MaxopenAlibaba
85
Classify / route, Extract structured data256K120$0.003
Llama 4 MaverickopenMeta
82
Classify / route, Extract structured data256K130$0.001

*Representative 1,500-in / 500-out call. Prices illustrative — refresh from provider price lists.