Search

PythonReactSEOPDF
OpenClaw

Vibe Coding Mastery

The complete operating system for building software with AI. From first prompt to production deployment — prompting frameworks, architecture patterns, testing strategies, debugging playbooks, and production graduation checklists. Works with Claude Code, Cursor, Windsurf, Copilot, and any AI coding tool.

1kalin0 source installs☆ 0 Repository starsv1.0.0

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

SkillHub CLI

skillhub install 1kalin/afrexai-vibe-coding

Inspect the source and compatibility requirements, then follow its installation steps.

Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.

View source ↗Guides

Skill instructions

Vibe Coding Mastery

The complete system for building software with AI — from zero to production. Not tips. Not theory. A full operating methodology.

What is vibe coding? Programming where you describe what you want and let AI generate code. You evaluate by results, not by reading every line. Coined by Andrej Karpathy (Feb 2025).

Key distinction (Simon Willison): If you review, test, and explain the code — that's AI-assisted software development. Vibe coding means accepting AI output without fully understanding every function. This skill covers both modes and the spectrum between them.


Phase 1: When to Vibe (Decision Matrix)

Before starting, classify your project:

Factor Vibe ✅ Don't Vibe ❌
Stakes Low (prototype, internal, learning) High (payments, auth, compliance)
Timeline Hours to days Months+
Team size Solo or pair Large team with standards
Domain knowledge You understand the domain Unfamiliar territory
Reversibility Easy to rewrite Hard to change later
Data sensitivity Public/test data PII, financial, health

Scoring: Count ✅ checks.

  • 5-6: Full vibe mode. Ship fast.
  • 3-4: Vibe with guardrails. Review critical paths.
  • 1-2: AI-assisted development, not vibe coding. Review everything.
  • 0: Write it yourself or hire someone who understands the domain.
Vibe Coding Maturity Levels
Level Description Who
L1 — Passenger Copy-paste AI output, hope it works Beginners
L2 — Navigator Guide AI with context, catch obvious errors Intermediate
L3 — Pilot Architecture decisions, AI implements, you review Experienced devs
L4 — Conductor Orchestrate multiple AI sessions, parallel streams Power users

Target: L3 minimum for anything going to production.


Phase 2: Tool Selection

Primary Tools Matrix

| Tool | Best For | Context...

Source information

Source
github
Repository
openclaw/skills
Path
skills/1kalin/afrexai-vibe-coding
Version
1.0.0
Commit
8c2d86b5d1e2fda0160122024a825188eff5aa0f
Classification source
rules
Status
active
Visibility
public

These signals come from indexed source analysis and may lag behind changes. Check the current source files.

README

🎸 Vibe Coding Mastery

The complete operating system for building software with AI. Not tips — a full methodology.

Install

clawhub install afrexai-vibe-coding

What You Get

A 26KB comprehensive guide covering:

  • Decision Matrix — When to vibe vs when to write code properly
  • Tool Selection — Claude Code, Cursor, Windsurf, Copilot, Aider compared with multi-tool strategies
  • Rules File Templates — Universal template + Cursor .mdc conditional rules + quality checklist
  • 5-Level Prompt Hierarchy — From "build me an app" (bad) to production-grade YAML contracts (great)
  • 12 Proven Prompt Patterns — Scaffolding, incremental, test-first, debug, review, migrate, and more
  • RPIV Workflow — Research → Plan → Implement → Validate with checkpoint system
  • Vibe-Friendly Architecture — Project structures, schema-first design, co-located tests
  • Testing Pyramid — Test-first vibe pattern, what to test, when AI tests are wrong
  • Debugging Playbooks — 3-strike rule, 4 recovery playbooks (spaghetti, recurring bugs, dep hell, context exhaustion)
  • Production Graduation Checklist — P0 security through P3 quality (30+ items)
  • Advanced Patterns — Parallel sessions, pair programming modes, context management, git workflow
  • 15 Common Mistakes — With consequences and specific prevention strategies
  • Weekly Effectiveness Tracker — Score yourself, improve over time

Quick Start

  1. Install the skill
  2. Read the Decision Matrix (Phase 1) — classify your project
  3. Create your rules file (Phase 3) — use the universal template
  4. Follow RPIV (Phase 5) — Research → Plan → Implement → Validate
  5. Track weekly (Phase 12) — measure and improve

Who This Is For

  • Developers using AI coding tools daily
  • Founders building MVPs with AI
  • Teams establishing AI coding standards
  • Anyone who wants to ship faster without shipping bugs

⚡ Level Up

This free skill covers the methodology. For industry-specific AI agent...

Extracted content

SKILL.md
# Vibe Coding Mastery

The complete system for building software with AI — from zero to production. Not tips. Not theory. A full operating methodology.

**What is vibe coding?** Programming where you describe what you want and let AI generate code. You evaluate by results, not by reading every line. Coined by Andrej Karpathy (Feb 2025).

**Key distinction (Simon Willison):** If you review, test, and explain the code — that's AI-assisted software development. Vibe coding means accepting AI output without fully understanding every function. This skill covers both modes and the spectrum between them.

---

## Phase 1: When to Vibe (Decision Matrix)

Before starting, classify your project:

| Factor | Vibe ✅ | Don't Vibe ❌ |
|--------|---------|---------------|
| **Stakes** | Low (prototype, internal, learning) | High (payments, auth, compliance) |
| **Timeline** | Hours to days | Months+ |
| **Team size** | Solo or pair | Large team with standards |
| **Domain knowledge** | You understand the domain | Unfamiliar territory |
| **Reversibility** | Easy to rewrite | Hard to change later |
| **Data sensitivity** | Public/test data | PII, financial, health |

**Scoring:** Count ✅ checks.
- 5-6: Full vibe mode. Ship fast.
- 3-4: Vibe with guardrails. Review critical paths.
- 1-2: AI-assisted development, not vibe coding. Review everything.
- 0: Write it yourself or hire someone who understands the domain.

### Vibe Coding Maturity Levels

| Level | Description | Who |
|-------|-------------|-----|
| **L1 — Passenger** | Copy-paste AI output, hope it works | Beginners |
| **L2 — Navigator** | Guide AI with context, catch obvious errors | Intermediate |
| **L3 — Pilot** | Architecture decisions, AI implements, you review | Experienced devs |
| **L4 — Conductor** | Orchestrate multiple AI sessions, parallel streams | Power users |

**Target: L3 minimum for anything going to production.**

---

## Phase 2: Tool Selection

### Primary Tools Matrix

| Tool | Best For | Context...
README
# 🎸 Vibe Coding Mastery

The complete operating system for building software with AI. Not tips — a full methodology.

## Install

```bash
clawhub install afrexai-vibe-coding
```

## What You Get

A 26KB comprehensive guide covering:

- **Decision Matrix** — When to vibe vs when to write code properly
- **Tool Selection** — Claude Code, Cursor, Windsurf, Copilot, Aider compared with multi-tool strategies
- **Rules File Templates** — Universal template + Cursor .mdc conditional rules + quality checklist
- **5-Level Prompt Hierarchy** — From "build me an app" (bad) to production-grade YAML contracts (great)
- **12 Proven Prompt Patterns** — Scaffolding, incremental, test-first, debug, review, migrate, and more
- **RPIV Workflow** — Research → Plan → Implement → Validate with checkpoint system
- **Vibe-Friendly Architecture** — Project structures, schema-first design, co-located tests
- **Testing Pyramid** — Test-first vibe pattern, what to test, when AI tests are wrong
- **Debugging Playbooks** — 3-strike rule, 4 recovery playbooks (spaghetti, recurring bugs, dep hell, context exhaustion)
- **Production Graduation Checklist** — P0 security through P3 quality (30+ items)
- **Advanced Patterns** — Parallel sessions, pair programming modes, context management, git workflow
- **15 Common Mistakes** — With consequences and specific prevention strategies
- **Weekly Effectiveness Tracker** — Score yourself, improve over time

## Quick Start

1. Install the skill
2. Read the Decision Matrix (Phase 1) — classify your project
3. Create your rules file (Phase 3) — use the universal template
4. Follow RPIV (Phase 5) — Research → Plan → Implement → Validate
5. Track weekly (Phase 12) — measure and improve

## Who This Is For

- Developers using AI coding tools daily
- Founders building MVPs with AI
- Teams establishing AI coding standards
- Anyone who wants to ship faster without shipping bugs

## ⚡ Level Up

This free skill covers the methodology. For industry-specific AI agent...

Related skills

OpenClaw

bambu-studio-ai

heyixuan2

Bambu Lab 3D printer control and automation. Activate when user mentions: printer status, 3D printing, slice, analyze model, generate 3D, AMS filament, print monitor, Bambu Lab, or any 3D printing task. Full pi...

OpenClaw

geo-optimization

capt-marbles

Generative Engine Optimization (GEO) for AI search visibility. Optimize content to appear in ChatGPT, Perplexity, Claude, and Google AI Overviews. Use when optimizing websites, pages, or content for LLM discove...

OpenClaw

0protocol

0isone

Agents can sign plugins, rotate credentials without losing identity, and publicly attest to behavior.

OpenClaw

0x0-messenger

eijiac24

Send and receive P2P messages using disposable numbers and PINs. No servers, no accounts. Use for human notifications, approval flows, and agent-to-agent communication.