Search code structure with token efficiency
smart-exploreskillsetup L1★81,174
thedotmack/claude-mem ↗What it does
Structurally explore code using AST parsing
Best for
Token-efficient code navigation through symbols, functions, and dependencies—use instead of reading full files to map structure before diving into implementation.
Outputs
- · Actionable guidance
- · Structured feedback
- · State capture or diagnosis
Preconditions
User is navigating a codebase and needs to understand structure; code files are available for AST parsing
Failure modes
User runs Grep/Glob to discover files first instead of using smart_search; treats tree-sitter output as a complete picture without verifying implementation details
Trust signals
- · Explicit discipline rules and enforcement gates
- · Stage-specific rubrics with measurable criteria
- · Referenced playbooks and template files
- · Output format examples with clear format