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Head-to-head comparison

HARC Llama 3.1 8B Instruct vs Mage VL

HARC Llama 3.1 8B Instruct (Microsoft) and Mage VL (Microsoft) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 17 August 2026

As of 17 August 2026, Mage VL holds the stronger ModelCap Index position (#147 vs #215); and Mage VL ships open weights.

Which should you choose?

Choose HARC Llama 3.1 8B Instruct if…

  • ModelCap publishes no field on which HARC Llama 3.1 8B Instruct leads Mage VL for this pair.

Choose Mage VL if…

  • you want the stronger overall ModelCap Index position — #147 against #215 (22.5 vs 2.7 points).
  • you want to self-host: Mage VL ships open weights while HARC Llama 3.1 8B Instruct is restricted license.
  • you want the more recently listed model — Mage VL was listed 25 July 2026, HARC Llama 3.1 8B Instruct 2 July 2026.

HARC Llama 3.1 8B Instruct vs Mage VL: specs, pricing and context

Specification comparison of HARC Llama 3.1 8B Instruct and Mage VL
FieldHARC Llama 3.1 8B InstructMicrosoftMage VLMicrosoft
ModelCap Index position#215#147
Index score2.722.5
EvidenceInheritedEstimated
Input price / 1M tokensUnlistedUnlisted
Output price / 1M tokensUnlistedUnlisted
Context window— tokens— tokens
Max output tokens——
API providers listed00
Weight accessRestricted licenseOpen weights
Input modalitiesTextText, Image
First listed2 July 202625 July 2026
PublisherMicrosoftMicrosoft

Evidence: merge · merge · global corpus prior · leave-one-anchor-out calibrated. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: HARC Llama 3.1 8B Instruct vs Mage VL

Neither model has a published result on a public benchmark board ModelCap tracks yet.

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

HARC Llama 3.1 8B Instruct vs Mage VL: common questions

Is HARC Llama 3.1 8B Instruct better than Mage VL?

Mage VL ranks higher on the ModelCap Index as of 17 August 2026: #147 against #215. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it.

Is HARC Llama 3.1 8B Instruct cheaper than Mage VL?

At least one of the two has no listed API price on ModelCap right now, so no price comparison is made.

Which has the bigger context window, HARC Llama 3.1 8B Instruct or Mage VL?

Both publish a —-token context window.

Which is better for coding, HARC Llama 3.1 8B Instruct or Mage VL?

The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.

Are HARC Llama 3.1 8B Instruct and Mage VL open-weight models?

HARC Llama 3.1 8B Instruct: Restricted license. Mage VL: Open weights. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.

Where can I run HARC Llama 3.1 8B Instruct and Mage VL?

ModelCap currently lists 0 API providers for HARC Llama 3.1 8B Instruct and 0 for Mage VL, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this HARC Llama 3.1 8B Instruct vs Mage VL comparison?

Every figure comes from the sealed ModelCap dataset published 17 August 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.

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