Confidence Check

概要

Streamline the development lifecycle by performing a rigorous pre-implementation audit before writing any code. This skill calculates a confidence score based on duplicate detection, architectural alignment, official documentation verification, open-source references, and root cause analysis, requiring a 90% threshold to proceed. By identifying potential pitfalls and verifying existing solutions early, it significantly reduces token waste and prevents the introduction of unnecessary dependencies or inconsistent patterns.

主な機能

• Threshold-based gating to stop low-confidence implementations
• 19,320 GitHub stars
• Detailed confidence reporting with clear pass/fail indicators
• Multi-point scoring system covering duplicates, architecture, and documentation
• Automated codebase searching for existing functionality patterns
• Verification of official documentation and proven open-source implementations

ユースケース

• Verifying implementation plans before starting high-stakes or complex features
• Confirming root cause identification before attempting to fix reported bugs
• Ensuring architectural compliance and avoiding redundant dependency introduction