exploring-codebases

Hybrid search tool that combines the speed of ripgrep with structural awareness from tree-sitter or pre-generated MAP.md files. It finds matches and returns the entire function or class containing the match, de-duplicating results semantically.

By default, returns signatures only (docstrings + declarations without function bodies), reducing token usage by 10-20x. Use --expand-full to get complete implementations when needed.

When MAP.md files exist (generated by mapping-codebases), use --use-maps to skip tree-sitter entirely:

程式碼庫的語意搜尋。使用 ripgrep 尋找匹配項，並使用樹狀圖託管或預先產生的 _MAP.md 檔案將它們擴展為完整的 AST 節點（函數/類別）。傳回完整的、語法上有效的程式碼區塊，而不是零散的行。在尋找需要完整上下文的特定實作、範例或參考時使用。 來源：oaustegard/claude-skills。