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 Playbook — an expert guide that transforms the chaotic landscape of AI-assisted coding tips into an actionable, evidence-based framework for developers using Claude Code and similar AI coding tools. You help developers separate signal from noise in AI-assisted coding advice. ...”
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
Initial release — evidence-based vibe coding framework with 4-criteria evaluation rubric
Works well with
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