Guide to using Llama4 efficiently in Cline

Written by
Clara Bennett
Updated on:July-08th-2025
Recommendation

Master the powerful functions of Llama 4 to improve development efficiency and code quality.

Core content:
1. System-level analysis capabilities and application scenarios of the Llama 4 Scout model
2. Code generation advantages and applicable tasks of the Llama 4 Maverick model
3. How to reasonably choose the Scout or Maverick model according to development needs

Yang Fangxian
Founder of 53AI/Most Valuable Expert of Tencent Cloud (TVP)

 

Llama 4's Scout and Maverick models are now live in Cline, bringing powerful new options to the development process. Here's a guide on how to use them effectively:

Llama 4 Scout: System-level Analyst

The most significant feature of Scout is its large context window of up to 10 million tokens. This means that Cline can analyze the entire code base at once, achieving true system-level understanding for the first time. Although its benchmark performance is average (HumanEval score is 67.8), its core strength lies in its comprehensive, holistic vision. For large-scale analysis, it is very cost-effective (0.34 per million tokens).

  • •  Best suited scenarios : Understanding complex or legacy code, planning large refactorings, identifying cross-cutting concerns, analyzing system architecture impacts, etc.
  • •  Recommended Use : Use Scout in Cline's Plan mode to leverage its global perspective to make strategic decisions and comprehensive mission planning.

Llama 4 Maverick: Precision Code Generator

Maverick is optimized for code generation and complex reasoning tasks. It has 128 built-in expert models and performs well in benchmarks such as HumanEval (86.8) and MATH (65.0), surpassing many mainstream models. It is good at high-accuracy code output and can effectively handle complex logic.

  • •  Best suited scenarios : Generate new features, write complex algorithms, debug difficult problems, and implement precise code logic.
  • •  Recommended use : Once you have a clear plan, use Maverick in Cline's Act mode to achieve high-quality, high-fidelity code execution. Although it is more expensive (0.77 per million tokens), but it corresponds to strong professional capabilities.

When to use Scout or Maverick?

  • • When system-level analysis and planning is required (Plan mode) → Use Scout
  • • When high performance code generation and accurate implementation are required (Act mode) → Use Maverick

Proper combination of Scout and Maverick will significantly improve your development efficiency and code quality in Cline.