Can it search the web for documentation?

Yes, the skill uses WebFetch and WebSearch to verify official documentation and find working open-source implementation examples.

What is the 90% confidence requirement?

The 90% requirement is a safety threshold that ensures Claude has verified the architecture, searched for duplicates, and reviewed documentation before writing code, preventing costly mistakes.

Does it check for existing code?

Yes, it uses Grep and Glob to search the codebase for similar functions or modules to avoid reinventing existing solutions.

How does this skill save tokens?

By spending roughly 100-200 tokens on a pre-implementation check, the skill can prevent 'wrong-direction' work that might otherwise waste 5,000 to 50,000 tokens on incorrect code generation.

Confidence Check & Implementation Guardrail

Name: Confidence Check & Implementation Guardrail
Author: swcstudiospace

byswcstudiospace

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生産性とワークフロー

Ensures implementation readiness by performing a rigorous multi-factor confidence assessment before executing any coding tasks.

The Confidence Check skill is a high-precision pre-flight tool designed to prevent 'wrong-direction' work by requiring a minimum 90% confidence score before implementation begins. By analyzing the codebase for duplicate functionality, verifying architectural compliance with existing standards (like CLAUDE.md), and cross-referencing official documentation and open-source patterns, it protects developers from wasted effort and token consumption. This skill is particularly valuable in large codebases where identifying the true root cause and adhering to established tech stacks is critical for maintaining code integrity.

主な機能

01Architectural alignment verification with existing project standards

020 GitHub stars

03Real-time official documentation and OSS reference validation

04Root cause identification to prevent symptom-only patching

05Automated duplicate implementation detection via Grep and Glob

06Multi-factor scoring system based on five distinct readiness criteria

ユースケース

01Ensuring new features align with a project's specific architectural patterns and tech stack

02Verifying that a new utility function doesn't already exist in a large repository

03Validating API implementation plans against current official documentation before writing code

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add swcstudiospace/superggc-toolkit confidence-check

For use in Claude.ai and ChatGPT

Download Skill