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Llama 4 Scout

Last updated 2026-07-11 · Reviewed by ToolForge Editorial

Meta’s compact open-weight model with a massive 10M-token context.

★ 4.5/5 · 10M+ deployments · Since 2025 · Free (open)
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The fastest way to get more done with AI

Llama 4 Scout is the open model you can drop an entire repo into. is one of the fastest-evolving AI tools we track. We put it through real daily tasks — same as a working professional would — and scored output quality, speed, pricing, and how it fits an actual stack.

Who it's for: Self-hosters, enterprises with data rules, and devs needing huge context.

Key features

10M context

Huge window for entire codebases and book-length docs.

Open weights

Download and self-host under Meta’s community license.

Multimodal

Native image understanding alongside text.

Mixture-of-experts

Active params stay small so inference is cheap.

The honest take

✓ What works

  • Free and open
  • Enormous context
  • Self-hostable
  • Multilingual

✗ What doesn't

  • Trails GPT/Claude on reasoning
  • License limits big cos
  • Needs GPU to run
  • Less tooling

Verdict

Llama 4 Scout’s 10M-token context is its killer feature — feed it a whole codebase or a long book. It lags GPT/Claude on hardest reasoning, but it’s free and you own it, which settles a lot of debates.

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