Can I add patterns manually?

Yes. While the 'knowledge-writer' agent automatically captures patterns during successful fixes, developers can manually contribute to the library using the standardized pattern format.

How does the skill handle similar issues?

The skill uses a similarity threshold: if a new issue is 70% similar to an existing one, it appends the new instance to the current pattern; otherwise, it proposes a new entry.

What technical stacks are supported?

The skill is designed to be stack-agnostic and currently includes pre-defined categories for Backend, Frontend, and E2E testing patterns.

How does this skill help with PR reviews?

It allows Claude to match incoming review comments against a library of known issues, providing instant suggestions for proven fixes and reducing repetitive analysis.

What is a Knowledge Pattern?

A Knowledge Pattern is a documented record of a specific code issue, its severity, and the recommended solution derived from previous successful pull request reviews.

Knowledge Patterns for PR Reviews

Name: Knowledge Patterns for PR Reviews
Author: penkzhou

bypenkzhou

•

학습 및 문서화

Maintains a searchable library of recurring PR review issues and proven solutions to automate and standardize the code correction process.

The Knowledge Patterns skill transforms Claude Code into a self-learning repository for development best practices and recurring bug fixes. By capturing insights from previous pull request reviews, it builds a structured knowledge base categorized by technical stacks like Backend, Frontend, and E2E. The skill enables automated agents to classify review comments with high confidence and provides human developers with a reference guide for institutional knowledge, ensuring that common pitfalls are solved once and never repeated across the codebase.

주요 기능

01Standardized YAML metadata for tracking severity and fix history

02Intelligent pattern merging to prevent duplicate documentation

03Searchable index for rapid reference during code review cycles

04Automated pattern accumulation from high-confidence PR fixes

051 GitHub stars

06Cross-stack classification for Backend, Frontend, and E2E domains

사용 사례

01Accelerating developer onboarding by documenting common project-specific pitfalls

02Standardizing UI implementations based on recurring frontend review feedback

03Identifying and resolving silent error handling patterns in backend services

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add penkzhou/swiss-army-knife-plugin knowledge-patterns

For use in Claude.ai and ChatGPT

Download Skill