Best Vibecoding Guides & Prompt Packs

Welcome to Best Vibecoding Guides & Prompt Packs, your go-to space for turning AI-assisted coding sprints into shippable, user-ready products.

If you’re new here, welcome! I’m Karo 👋, Senior AI Product Manager, creator of Product with Attitude, builder of StackShelf.app and stubborn advocate for building with intention.

Whether you’re spinning up your first prototype or scaling your tenth, these resources will help you.

Here’s What You’ll Find

• Step-by-step playbooks for every stage of vibecoding

• Advanced prompts I’ve built and used on my own products

• Tools I personally use and recommend

Table of Contents
Start Here: Guides
Prompt Packs: Plug & Play
Animation Packs: Plug & Play
Vibecoding Journeys & Stories

Start Here: Guides

• 🎓 Vibecoding Tips: The Ultimate Collection

• 🎓 Vibecoding, Spec-driven, And The New AI Development Lexicon

• 🎓 GitHub Guide for Beginners: Repos, Branching, Merging, and Commits

• 🎓 The Ultimate Implementation Guide to Making Your Site LLM-Discoverable

• 🎓 Is Your Replit Looping? This Will Help

Prompt Packs

Everyday Prompts

• Prompt Evaluation Chain: two-step system for prompt evaluation and refinement uses a 35-criteria rubric to score, critique, and improve prompts systematically. It’s designed as a project prompt, which makes it easily reusable (I use it for all my prompts)

  • 🏆 One of my most viral prompts.

  • 🏆 Featured by Build to Thrive.

  • 🎁 Grab it from the Attitude Vault.

  • 🎓 Read the full post here.

• Prompt Builder:

  • 🏆 One of my most viral prompts.

  • 🎁 Grab it from the Attitude Vault.

  • 🎓 Read the full post here.

• All Other Prompts: Attitude Vault.

Vibecoding Prompts

• 🚀 PRD Generator Prompt: A PRD Generator prompt that audits itself for hallucinations and failure modes. Only for serious builds, an overkill for prototypes.

• 🚨 Instantly Fix 401 Errors: An automated debug loop that runs 30+ checks and finds root cause.

• 🎥 Animation Prompts: See below.

Animation Packs

• 🎥 Animation Pack 001: Hero Section Breathing Gradient: Make your hero section feel alive with this tiny motion system for modern landing pages - subtle animation, stronger perceived quality.

  • Outcome: A subtle, human-feeling breathing animation that instantly upgrades first impressions.

  • Deliverable: Copy-paste prompt file + step-by-step guide you can feed into your coding agent.

  • Who it’s for: Builders who want production-ready micro-interactions without custom R&D.

Vibecoding Journeys & Stories

From demos to real products and what’s next for AI Builders:

• Building With, Not For: How She Became a Bestseller by Creating the Portfolio Substackers Proudly Share

• I Broke Replit, So You Don’t Have To - Building StackShelf

• Vibecoding Product Managers: A Movement You Don’t Want to Miss

👉 Subscribe now to get full access to the Attitude Vault! and start building better, faster.

One thing to remember: vibecoding isn’t “vibing.” It’s context sculpting - the art of giving AI the right information to build what you actually need.

Updated Oct 2025