Llama 4 Scout
LLM Provider / Model ยท On-prem 10M-token context analysis, doc/codebase RAG without external chunking
At a glance
| Input price | $0.20 |
| Output price | $0.60 |
| Cache price | $0.04 |
| Price tier | Budget |
| Context window | 10M |
| Max output | 8K |
| Context tier | 500K+ |
| Speed tier | Fast |
| Latency | low |
| Knowledge cutoff | Aug 2025 |
| Modality | Multimodal (vision) |
| Model ID | llama-4-scout |
| Provider | Meta |
| HumanEval | 88% |
| MMLU | 82% |
| SWE-Bench | 52% |
| Benchmark | Best long-context open-weight model at this size |
| Released | Apr 2025 |
| Hosting | Open/Self-host |
| Capabilities | Vision, Tool use, MoE, Function calling, 10M context, Single-GPU friendly |
What Llama 4 Scout does
Vision, Tool use, MoE, Function calling, 10M context, Single-GPU friendly
Best for
On-prem 10M-token context analysis, doc/codebase RAG without external chunking
Works well with
Agent / Orchestration
Conflicts & caveats
- Trae's built-in model menu may not include Llama 4 Scout โ Trae primarily ships with Claude/GPT/Gemini/DeepSeek.
- Google Antigravity is built around Gemini 3 Pro; Claude and recent GPT-5 models also work, but Llama 4 Scout is not in the supported model list.
- Kiro's spec mode is tuned for Claude models โ Llama 4 Scout may work but spec-driven flows are best with Claude.
- Cursor's built-in model menu may not include Llama 4 Scout โ verify it's available in your Cursor model picker.
- OpenAI Codex (VS Code) is tied to OpenAI's GPT-5.1 Codex family โ Llama 4 Scout is not selectable inside this integration.
- Gemini CLI is locked to Google Gemini models โ your LLM is Llama 4 Scout.
- Privacy conflict: Self-hosted Llama 4 Scout sends code to cloud @codebase (Cursor). Use local context (Continue indexing, ChromaDB, LanceDB, pgvector, Vespa self-hosted) for true privacy.
- SWE-agent with Llama 4 Scout (โค8K max output) may struggle with multi-file edits. Use models with 16K+ output capacity.
- Claude Code only works with Claude models โ your LLM is Llama 4 Scout.
- Devin uses Cognition's proprietary model internally โ your selected Llama 4 Scout will be ignored.
- OpenAI Codex (Cloud) runs GPT-5.1 Codex internally โ your selected Llama 4 Scout will be ignored.
- Jules runs Gemini models internally โ your selected Llama 4 Scout will be ignored.
- The Claude Code SDK is tuned for Claude models โ Llama 4 Scout may work via the model adapter but loses Claude-specific features (thinking, prompt caching, sub-agents).
- Lovable uses a fixed internal model โ your selected Llama 4 Scout will be ignored.
- Replit Agent 3 uses its own model selection internally โ your selected Llama 4 Scout will be ignored.
Build a full stack around Llama 4 Scout โ Flowpicker shows compatibility warnings before you commit.
Open the stack planner โ