What are 'Quick Wins' in the diagnostic report?

Quick Wins are recommendations identified as having high impact but low effort, allowing teams to make immediate, significant improvements to project health.

Which programming languages and frameworks are supported?

The skill includes specialized discovery logic for Node.js (Next.js, React, Express) and Python, but its Codex-powered analysis can adapt to most modern software project structures.

How does System Diagnostician calculate the health score?

The skill uses a weighted average across eight dimensions: testing, documentation, security, performance, code quality, architecture, dependencies, and CI/CD, providing a score between 0.0 and 1.0.

Can this skill identify security vulnerabilities?

Yes, it specifically scans for common security issues like SQL injection, improper input validation, and exposed secrets, while also checking for outdated or vulnerable dependencies.

System Diagnostician

Name: System Diagnostician
Author: daffy0208

bydaffy0208

•

分析与监控

Conducts comprehensive project health audits and generates prioritized improvement roadmaps using Codex-powered system analysis.

System Diagnostician is a sophisticated analytical tool designed to assess project health across eight critical dimensions, including security, performance, architecture, and code quality. By performing deep project discovery and leveraging Codex to identify anti-patterns, it quantifies technical debt and identifies missing capabilities within your stack. The skill generates a structured, data-driven action plan that ranks recommendations by impact and effort, making it an essential utility for developer onboarding, security audits, and long-term project planning.

主要功能

01Comprehensive dependency auditing for vulnerabilities and bloat

02Prioritized action plans with impact-vs-effort estimation

03Codex-powered detection of architectural anti-patterns and code smells

04Multi-dimensional health scoring across testing, security, and architecture

05Automated capability gap detection based on project structure

062 GitHub stars

使用场景

01Onboarding to new repositories to quickly identify missing best practices

02Conducting regular security and performance audits for production systems

03Generating a technical debt roadmap to prioritize maintenance tasks

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add daffy0208/ai-dev-standards system-diagnostician

For use in Claude.ai and ChatGPT

主要功能

01Comprehensive dependency auditing for vulnerabilities and bloat

02Prioritized action plans with impact-vs-effort estimation

03Codex-powered detection of architectural anti-patterns and code smells

04Multi-dimensional health scoring across testing, security, and architecture

05Automated capability gap detection based on project structure

062 GitHub stars

使用场景

01Onboarding to new repositories to quickly identify missing best practices

02Conducting regular security and performance audits for production systems

03Generating a technical debt roadmap to prioritize maintenance tasks

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add daffy0208/ai-dev-standards system-diagnostician

For use in Claude.ai and ChatGPT