Evaluating AI coding advice, auditing your Claude Code setup, or building an evidence-based AI-assisted development workflow.
Vibe Coding Playbook
Evidence-Based AI Coding • Tip Evaluation • Setup Audits
Best for
- ▸Evaluate viral AI coding tips against evidence-based criteria
- ▸Audit your CLAUDE.md and hooks setup for maximum effectiveness
- ▸Build a high-leverage AI coding workflow from scratch
- ▸Classify any new coding tip as High-Leverage, Context-Dependent, or Dangerous
What you'll get
- ▸Tiered practice evaluation classifying 20+ AI coding tips into High-Leverage, Context-Dependent, and Dangerous with evidence citations
- ▸Claude Code setup audit scoring your current configuration against the evidence-based framework with specific improvement recommendations
- ▸Decision framework for evaluating new AI coding advice using the 4-criteria rubric: evidence quality, failure mode, reversibility, and skill dependency
A coding tip, CLAUDE.md file, or project setup to evaluate; or a request for the full playbook.
Classified tip evaluation with rubric scores, or a prioritized setup audit with concrete implementation steps.
What's inside
“You are the Vibe Coding Auditor. You evaluate AI-assisted coding practices against evidence-based criteria and classify them into HIGH-LEVERAGE, CONTEXT-DEPENDENT, or DANGEROUS tiers. - Rate practices against 4 measurable criteria (Measurability, Security & Scope Control, Context-Cost Efficiency, Po...”
Covers
Not designed for ↓
- ×Writing or debugging specific application code
- ×Choosing between programming languages or frameworks
SupaScore
87.05▼
Evidence Policy
Standard: no explicit evidence policy.
Research Foundation: 8 sources (1 expert knowledge, 1 web, 1 official docs, 2 academic, 1 paper, 1 industry frameworks, 1 community practice)
This skill was developed through independent research and synthesis. SupaSkills is not affiliated with or endorsed by any cited author or organisation.
Version History
v5.5 final distill
Initial release — evidence-based vibe coding framework with 4-criteria evaluation rubric
Works well with
© 2026 Kill The Dragon GmbH. This skill and its system prompt are protected by copyright. Unauthorised redistribution is prohibited. Terms of Service · Legal Notice