smart-mutation-operator-generator

Generate domain-specific mutation operators from Git bug history.

1|2|Updated Mar 10, 2026
One-click install
npx skills add https://github.com/santosomar/general-secure-coding-agent-skills --skill smart-mutation-operator-generator-santosomar
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: smart-mutation-operator-generator
Source: https://github.com/santosomar/general-secure-coding-agent-skills/tree/main/skills/testing/smart-mutation-operator-generator
Command: npx skills add https://github.com/santosomar/general-secure-coding-agent-skills --skill smart-mutation-operator-generator-santosomar

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses the limitations of standard mutation testing operators by enabling the generation of domain-specific operators tailored to a codebase's unique idioms, APIs, and bug history.

Core Features & Use Cases

  • Mine Operators from Bug History: Analyze Git logs to identify inverse patterns of past bug fixes, transforming them into custom mutation operators.
  • Domain-Specific Operator Catalog: Provides examples of operators for various domains like Web/HTTP, Async, DB/ORM, Locking, and more.
  • Use Case: When generic mutation testing yields diminishing returns, use this Skill to create operators that specifically target common failure modes in your application, such as missing .is_expired() checks or incorrect API usage, leading to more effective test suite validation.

Quick Start

Use the smart-mutation-operator-generator skill to analyze the git log for bug fixes and propose custom mutation operators.

Frequently Asked Questions about smart-mutation-operator-generator

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate custom mutation operators from bug history?

Custom mutation operators are generated by analyzing git logs for past bug fixes to identify inverse patterns, which are then transformed into targeted mutations for tools like mutmut to test specific failure modes.

Why does generic mutation testing yield diminishing returns on my codebase?

Generic mutation testing yields diminishing returns because standard arithmetic and relational operators fail to target your codebase's unique idioms, APIs, and domain-specific failure modes like missing security checks or incorrect API usage.

Can I create domain-specific mutation operators for web and async code?

Yes, you can create domain-specific mutation operators for web and async code by mining bug history to build a targeted catalog addressing specific failure modes in Web/HTTP, Async, and DB/ORM domains.

Does mutmut support custom mutation operator logic?

Yes, mutmut supports custom mutation operator logic, allowing you to implement tailored operators derived from git log analysis to extend testing beyond standard arithmetic and relational mutation sets.

When do I need custom mutation testing for software security?

You need custom mutation testing for software security when specific domain failure modes are prevalent, such as missing expiration checks, and generic mutation testing no longer effectively validates your test suite.