shimo4228

Research existing solutions on npm/PyPI/MCP/GitHub/existing skills before writing code for new features, integrations, or library selections, instead of building from scratch. Use when adding functionality, implementing, setting up, integrating, or asking about libraries/packages.

Use when auditing Claude skills and commands for quality. Supports Quick Scan (changed skills only) and Full Stocktake modes with sequential subagent batch evaluation.