What problem does it solve?
Quickly find high-quality open-source implementations that illustrate how a pattern, feature, or architecture is implemented in the wild, and identify concrete gaps between your local code and industry examples so you can prioritize improvements.
Core Features & Use Cases
- Reference discovery: Search GitHub and technical articles to surface 3–5 relevant, high-quality examples filtered by recency, popularity, and stack match.
- Targeted extraction: Fetch and inspect specific files (README, implementation files, config) from selected repos rather than reading entire repositories.
- Side-by-side analysis & recommendations: Produce a structured comparison matrix and ranked, actionable recommendations grouped by quick wins, significant changes, and architectural considerations.
- Use case: Compare an "auth middleware" implementation in your codebase to production-ready open-source projects and get a prioritized playbook for improvements.
Quick Start
Use the benchmark skill to compare your auth middleware against three recent, high-star GitHub implementations and return a structured markdown report with recommendations.