Does it check external sources?

Yes, it uses WebFetch and WebSearch tools to verify official documentation and reference working Open Source Software (OSS) implementations.

How does this skill save development tokens?

By investing a few hundred tokens in a pre-check, you avoid wasting thousands of tokens on an implementation that might be architecturally incorrect or unnecessary.

What happens if the confidence score is below 90%?

If the score is between 70% and 90%, the skill suggests alternatives or asks clarifying questions; below 70%, it stops the process to request more context.

Why is a 90% confidence score required?

This high threshold ensures the AI fully understands the context, codebase, and technical requirements, preventing costly 'wrong-direction' work and redundant code.

Confidence Check

Name: Confidence Check
Author: bogerpeng

bybogerpeng

0•

生产力与工作流

Validates implementation readiness by assessing architectural alignment and technical feasibility before executing code changes.

The Confidence Check skill acts as a rigorous pre-flight assessment for Claude Code, ensuring that every implementation task meets a minimum 90% confidence threshold before proceeding. By systematically verifying the codebase for duplicate functionality, aligning with existing architectural patterns, consulting official documentation, and identifying root causes, it prevents wasted tokens and development hours on incorrect or redundant solutions. This skill is essential for maintaining codebase integrity and optimizing AI-driven development workflows.

主要功能

01Duplicate implementation detection via deep codebase search

02Automated 5-point confidence scoring (0.0 - 1.0)

03External documentation and OSS reference validation

040 GitHub stars

05Architectural compliance verification with project-specific patterns

06Root cause identification for precise bug resolution

使用场景

01Ensuring a proposed feature aligns with specific project standards like Supabase, UV, or Vitest.

02Verifying if a new utility function already exists in a large codebase to prevent technical debt.

03Validating API usage against live official documentation to avoid hallucinated parameters or deprecated methods.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add bogerpeng/superclaude_framework_internaluse confidence-check

For use in Claude.ai and ChatGPT

Download Skill