How does this skill improve testing efficiency?

It enforces a proper testing pyramid ratio (70-80% unit tests), preventing the 'inverted pyramid' anti-pattern which leads to slow, flaky CI/CD pipelines and high maintenance costs.

Does it support 100% code coverage targets?

It provides a critical perspective that 100% coverage does not equal 100% tested, shifting focus toward testing boundary conditions, error handlers, and complex business logic instead of arbitrary percentages.

What is Cyclomatic Complexity in this context?

It is a quantitative measure of the number of linearly independent paths through a program's source code, used to identify overly complex logic that is difficult to test and maintain.

Can this skill help manage technical debt?

Yes, it provides formulas to calculate debt based on fix cost and impact, helping teams decide when to pay down debt in high-traffic or security-sensitive areas.

QA Strategy & Quality Metrics

Name: QA Strategy & Quality Metrics
Author: Agentient

byAgentient

보안 및 테스팅

Guides the implementation of robust testing pyramids and software maintainability metrics to reduce technical debt and improve code health.

소개

This skill transforms Claude into a senior QA architect and software maintainability expert, providing structured guidance on balancing testing strategies and quantifying code quality. It offers deep insights into the testing pyramid to avoid fragile E2E-heavy suites, while utilizing mathematical formulas for Cyclomatic Complexity and the Maintainability Index to identify high-risk code. By formalizing technical debt assessments and code coverage principles, it helps development teams prioritize refactoring efforts and build more resilient, maintainable software systems.

주요 기능

Testing pyramid optimization (Unit vs. Integration vs. E2E)
Maintainability Index (MI) calculation and tracking
Technical debt classification and ROI-based prioritization
0 GitHub stars
Cyclomatic Complexity (CC) analysis and refactoring thresholds
Advanced code coverage strategy beyond simple line metrics

사용 사례

Identifying high-complexity functions in legacy codebases that require refactoring
Architecting a balanced automated testing strategy for new or scaling projects
Evaluating the long-term maintainability of a codebase during code reviews

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add agentient/vibekit qa-strategy-and-metrics

For use in Claude.ai and ChatGPT

Download Skill

GitHub

소개