What programming languages does this skill support?

The skill includes specific analysis frameworks and commands for Node.js/TypeScript, Python, Go, and Rust, though its general architectural principles can be applied to any codebase.

How does it help with developer onboarding?

It systematically identifies entry points, core modules, and data flow patterns, specifically answering onboarding questions about local setup, project structure, and deployment processes.

Can it detect security vulnerabilities or code smells?

Yes, it specifically audits for 'Red Flags' such as outdated dependencies, missing gitignore files, deep nesting, and lack of type safety or CI/CD pipelines.

Does it provide a summary of project health?

Yes, it generates a Project Health Score (X/20) based on four key pillars: Documentation, Testing, Code Quality, and DevOps maturity.

How long does a full analysis take?

The framework is designed to provide a comprehensive high-level overview in approximately 20-30 minutes of systematic analysis.

Project Architecture Analysis

Name: Project Architecture Analysis
Author: mjohnson518

bymjohnson518

•

学習とドキュメンテーション

Analyzes and audits codebase structure, dependencies, and architectural patterns to accelerate developer onboarding and technical discovery.

概要

The Project Architecture Analysis skill provides a systematic framework for understanding unfamiliar codebases across multiple ecosystems including Node.js, Python, Go, and Rust. It automates the discovery of project structure, dependency health, architectural layers, and design patterns, producing a comprehensive health report and onboarding guide. By evaluating code quality indicators and identifying potential red flags like missing tests or outdated dependencies, it helps developers quickly gain a high-level mental map of any repository before beginning implementation or refactoring.

主な機能

Automated architecture mapping to identify entry points, services, and data flow
Comprehensive project health scoring across documentation, testing, and DevOps categories
Automated red-flag detection for security risks, missing types, and maintenance burdens
Multi-language support for Node.js, Python, Go, and Rust dependency ecosystems
Pattern recognition for common architectures like MVC, Clean Architecture, and Repository patterns
4 GitHub stars

ユースケース

Accelerating developer onboarding for complex legacy codebases or new team members
Performing technical debt audits and quality assessments prior to major refactoring
Generating structured documentation for undocumented or poorly organized repositories

概要

主な機能

Automated architecture mapping to identify entry points, services, and data flow
Comprehensive project health scoring across documentation, testing, and DevOps categories
Automated red-flag detection for security risks, missing types, and maintenance burdens
Multi-language support for Node.js, Python, Go, and Rust dependency ecosystems
Pattern recognition for common architectures like MVC, Clean Architecture, and Repository patterns
4 GitHub stars

ユースケース

Accelerating developer onboarding for complex legacy codebases or new team members
Performing technical debt audits and quality assessments prior to major refactoring
Generating structured documentation for undocumented or poorly organized repositories