symbols

Token-efficient codebase navigation through intelligent symbol loading and querying. Use this skill when implementing new features (find existing patterns), exploring codebase structure, searching for components/functions/types, or understanding architectural layers. Reduces token usage by 60-95% compared to loading full files. Layer split enables 50-80% additional backend efficiency.

$ 安裝

git clone https://github.com/miethe/ai-scratchpad /tmp/ai-scratchpad && cp -r /tmp/ai-scratchpad/.claude/skills/symbols ~/.claude/skills/ai-scratchpad

// tip: Run this command in your terminal to install the skill