Claude Code Prompt Optimization

关于

Enhances the instructional context of Claude Code environments by transforming restrictive prohibitions into actionable, positive patterns. This skill implements Anthropic's official prompt engineering standards, ensuring that CLAUDE.md files and custom skills are structured for maximum model adherence and efficiency. It provides specific guidance for Claude 4.5 models, including direct action language and parallel tool usage, while offering technical compression techniques and Mermaid diagrams to maintain performance without sacrificing clarity.

主要功能

• Applies technical compression techniques to maximize instruction density in CLAUDE.md files.
• 10 GitHub stars
• Standardizes documentation structure using descriptive headings, motivations, and multishot examples.
• Transforms negative prohibitions into positive, actionable instructions following official best practices.
• Implements Claude 4.5 specific optimizations for parallel tool usage and direct action language.
• Uses Mermaid diagrams to encode complex multi-step workflows and parallel execution paths.

使用场景

• Creating high-quality domain-specific Agent Skills with optimized discovery descriptions.
• Reducing token overhead in configuration files through advanced structural compression.
• Refactoring existing project CLAUDE.md files to improve agent reliability and performance.