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ModelCap

Model decision surface

Compare AI models

Start with HARC Llama 3.1 8B Instruct and Mage VL, or choose any two current ranked language models. Compare capability evidence, price, context, provider availability, and weight access without pretending one field decides every use case.

Current public data

HARC Llama 3.1 8B Instruct vs Mage VL

Live dataset updated 8/17/2026, 11:13:20 PM UTC

Open 1200×630 evidence receipt
Factual comparison of HARC Llama 3.1 8B Instruct and Mage VL
Field
Mage VL

Microsoft

ModelCap position#215#147
Index score2.722.5
EvidenceInheritedmerge · mergeEstimatedglobal corpus prior · leave-one-anchor-out calibrated
Input / 1MUnavailableUnavailable
Output / 1MUnavailableUnavailable
Pricing statusunavailableunavailable
Context——
Providers00
Weight accessRestricted licenseOpen weights

Decision facts

  • HARC Llama 3.1 8B Instruct is #215; Mage VL is #147 on the same current language board.
  • Index scores are 2.7 for HARC Llama 3.1 8B Instruct and 22.5 for Mage VL.
  • Evidence differs: HARC Llama 3.1 8B Instruct is Inherited; Mage VL is Estimated.
  • Weight access differs: HARC Llama 3.1 8B Instruct is restricted; Mage VL is open.

These are separate published fields, not a synthetic winner. ModelCap does not collapse price, access, context, and capability evidence into a hidden recommendation score.

Each comparison page is a permanent, shareable URL with the same live figures as this tool: ModelCap Index position, API pricing, context window, provider count, weight access and every shared benchmark board.