What technology stacks are supported by this bugfix workflow?

The workflow is technology-agnostic and designed to work across all stacks, including backend, frontend, and E2E testing environments.

Does this skill help with documentation?

Yes, it provides structured templates for bug reports, impact analysis, and solution summaries, ensuring every fix is well-documented and auditable.

How does the confidence scoring system function?

It uses predefined thresholds (e.g., ≥60 for auto-continue) to decide if Claude has enough information to proceed or if it should pause to ask the user for clarification.

What are the quality gate requirements for a successful fix?

A fix must pass 100% of tests, achieve at least 90% overall code coverage (and 100% for new code), and pass all linting and type-checking scripts.

Standardized Bugfix Workflow

Name: Standardized Bugfix Workflow
Author: penkzhou

bypenkzhou

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Security & Testing

Implements a structured, TDD-driven bugfix process with automated confidence scoring and quality gate validation.

This skill provides a comprehensive 6-stage workflow for identifying, fixing, and verifying software bugs across any technology stack, including backend, frontend, and E2E. By enforcing Test-Driven Development (TDD) principles—Red, Green, and Refactor phases—it ensures that every fix is verified by a failing test before implementation. It features structured JSON outputs for error reporting and impact analysis, confidence-based decision-making, and automated quality gates like 90% code coverage and linting to maintain high-quality codebases throughout the debugging process.

Key Features

01Standardized 6-phase TDD bugfix workflow (Red/Green/Refactor)

021 GitHub stars

03Strict quality gates requiring 100% test pass and high coverage

04Integrated security checklist for sensitive code areas

05Automated confidence scoring to determine autonomous action thresholds

06Structured JSON reporting for errors, solutions, and impact analysis

Use Cases

01Ensuring consistent documentation and impact analysis for every fix

02Enforcing strict TDD best practices within AI-driven development sessions

03Automating complex bug investigation and resolution sequences

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add penkzhou/swiss-army-knife-plugin bugfix-workflow

For use in Claude.ai and ChatGPT

Download Skill