mutation-testing

aj-geddes/useful-ai-prompts · updated Apr 8, 2026

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$npx skills add https://github.com/aj-geddes/useful-ai-prompts --skill mutation-testing
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summary

Mutation testing assesses test suite quality by introducing small changes (mutations) to source code and verifying that tests fail. If tests don't catch a mutation, it indicates gaps in test coverage or test quality. This technique helps identify weak or ineffective tests.

skill.md

Mutation Testing

Table of Contents

Overview

Mutation testing assesses test suite quality by introducing small changes (mutations) to source code and verifying that tests fail. If tests don't catch a mutation, it indicates gaps in test coverage or test quality. This technique helps identify weak or ineffective tests.

When to Use

  • Evaluating test suite effectiveness
  • Finding untested code paths
  • Improving test quality metrics
  • Validating critical business logic is well-tested
  • Identifying redundant or weak tests
  • Measuring real test coverage beyond line coverage
  • Ensuring tests actually verify behavior

Quick Start

Minimal working example:

# Install Stryker
npm install --save-dev @stryker-mutator/core @stryker-mutator/jest-runner

# Initialize configuration
npx stryker init

# Run mutation testing
npx stryker run

Reference Guides

Detailed implementations in the references/ directory:

Guide Contents
Stryker for JavaScript/TypeScript Stryker for JavaScript/TypeScript
PITest for Java PITest for Java
mutmut for Python mutmut for Python
Mutation Testing Reports Mutation Testing Reports

Best Practices

✅ DO

  • Target critical business logic for mutation testing
  • Aim for 80%+ mutation score on important code
  • Review survived mutants to improve tests
  • Mark equivalent mutants to exclude them
  • Use mutation testing in CI for critical modules
  • Test boundary conditions thoroughly
  • Verify actual behavior, not just code execution

❌ DON'T

  • Expect 100% mutation score everywhere
  • Run mutation testing on all code (too slow)
  • Ignore equivalent mutants
  • Test getters/setters with mutations
  • Run mutations on generated code
  • Skip mutation testing on complex logic
  • Focus only on line coverage
how to use mutation-testing

How to use mutation-testing on Cursor

AI-first code editor with Composer

1

Prerequisites

Before installing skills in Cursor, ensure your development environment meets these requirements:

  • Cursor installed and configured on your development machine
  • Node.js version 16.0+ with npm package manager (verify with node --version)
  • Active project directory or workspace where you want to add mutation-testing
2

Execute installation command

Execute the skills CLI command in your project's root directory to begin installation:

$npx skills add https://github.com/aj-geddes/useful-ai-prompts --skill mutation-testing

The skills CLI fetches mutation-testing from GitHub repository aj-geddes/useful-ai-prompts and configures it for Cursor.

3

Select Cursor when prompted

The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:

◆ Which agents do you want to install to?
│ ── Universal (.agents/skills) ── always included ────
│ • Amp
│ • Antigravity
│ • Cline
│ • Codex
│ ●Cursor(selected)
│ • Cursor
│ • Windsurf
4

Verify installation

Confirm successful installation by checking the skill directory location:

.cursor/skills/mutation-testing

Reload or restart Cursor to activate mutation-testing. Access the skill through slash commands (e.g., /mutation-testing) or your agent's skill management interface.

Security & Verification Notice

We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.

Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.

List & Monetize Your Skill

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Use Cases

Task Automation & Efficiency

Automate repetitive workflows and reduce manual effort

Example

Generate reports, summarize documents, draft communications

Save 3-5 hours per week on routine tasks

Knowledge Enhancement

Learn new skills, understand complex topics, get expert guidance

Example

Explain concepts, provide examples, suggest learning resources

Accelerate learning and skill development by 2x

Quality Improvement

Enhance output quality through reviews, suggestions, and refinements

Example

Review drafts, suggest improvements, catch errors

Improve work quality by 30-40% with less effort

Implementation Guide

Prerequisites

  • Claude Desktop or compatible AI client with skill support
  • Clear understanding of task or problem to solve
  • Willingness to iterate and refine outputs

Time Estimate

15-45 minutes depending on use case complexity

Installation Steps

  1. 1.Install skill using provided installation command
  2. 2.Test with simple use case relevant to your work
  3. 3.Evaluate output quality and relevance
  4. 4.Iterate on prompts to improve results
  5. 5.Integrate into regular workflow if valuable

Common Pitfalls

  • Expecting perfect results without iteration
  • Not providing enough context in prompts
  • Using skill for tasks outside its intended scope
  • Accepting outputs without review and validation

Best Practices

✓ Do

  • +Start with clear, specific prompts
  • +Provide relevant context and constraints
  • +Review and refine all outputs before using
  • +Iterate to improve output quality
  • +Document successful prompt patterns

✗ Don't

  • Don't use without understanding skill limitations
  • Don't skip validation of outputs
  • Don't share sensitive information in prompts
  • Don't expect skill to replace human judgment

💡 Pro Tips

  • Be specific about desired format and style
  • Ask for multiple options to choose from
  • Request explanations to understand reasoning
  • Combine AI efficiency with human expertise

When to Use This

✓ Use When

Use when skill capabilities match your task, clear ROI on time saved, and you can validate outputs. Best for repetitive tasks, learning, and quality improvement.

✗ Avoid When

Avoid when task requires deep expertise you can't validate, involves sensitive decisions, or when learning process is more valuable than speed of completion.

Learning Path

  1. 1Familiarize yourself with skill capabilities and limitations
  2. 2Start with low-risk, non-critical tasks
  3. 3Progress to more complex and valuable use cases
  4. 4Build expertise through regular use and experimentation

Discussion

Product Hunt–style comments (not star reviews)
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general reviews

Ratings

4.666 reviews
  • Yuki Agarwal· Dec 20, 2024

    Solid pick for teams standardizing on skills: mutation-testing is focused, and the summary matches what you get after install.

  • Fatima Choi· Dec 20, 2024

    mutation-testing is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Yusuf Thompson· Dec 16, 2024

    Registry listing for mutation-testing matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Yusuf Sanchez· Dec 16, 2024

    Useful defaults in mutation-testing — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Emma Gill· Dec 12, 2024

    mutation-testing has been reliable in day-to-day use. Documentation quality is above average for community skills.

  • Tariq Singh· Dec 4, 2024

    I recommend mutation-testing for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Evelyn Yang· Nov 23, 2024

    Keeps context tight: mutation-testing is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Liam Agarwal· Nov 11, 2024

    We added mutation-testing from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Emma Gupta· Nov 11, 2024

    Useful defaults in mutation-testing — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Evelyn Liu· Nov 7, 2024

    mutation-testing is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

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