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A comprehensive skill library for building, analyzing, and launching AI-powered SaaS products. This toolkit covers the full product lifecycle — from reverse-engineering competitors to launching viral growth loops.
Skill Map
skills/
├── foundation/ # Core mental models every builder needs
├── analysis/ # Dissect existing products and markets
├── architecture/ # Design scalable, production-ready systems
├── execution/ # Build fast — clone, rebuild, ship
├── startup/ # Discover opportunities and generate ideas
├── strategy/ # Design defensible, long-lasting products
└── growth/ # Engineer virality and compounding loops
Skill Index
🧱 Foundation
Skill
Purpose
engineering-principles
Core principles for building reliable AI products
system-thinking
Model complex systems and second-order effects
problem-solving-framework
Structured approaches to ambiguous problems
🔍 Analysis
Skill
Purpose
system-reverse-engineering
Deconstruct how any product works under the hood
saas-feature-extraction
Extract and catalog features from SaaS products
competitor-analysis
Deep-dive competitive landscapes
pain-point-mining
Uncover real user pain from signals and feedback
🏗 Architecture
Skill
Purpose
saas-architecture-patterns
Battle-tested SaaS architecture blueprints
api-design-patterns
Design clean, scalable APIs
database-schema-inference
Infer and design data models from product behavior
⚡ Execution
Skill
Purpose
blackbox-app-cloning
Clone any app from user-facing behavior alone
rapid-product-rebuild
Ship a working version in days, not months
ai-agent-builder
Design and implement AI agent architectures
🚀 Startup
Skill
Purpose
micro-saas-finder
Find underserved niches for micro-SaaS products
startup-idea-generator
Generate, score, and validate startup ideas
🛡 Strategy
Skill
Purpose
product-moat-design
Build defensible competitive advantages
ai-wrapper-detection
Identify thin vs. deep AI product integrations
📈 Growth
Skill
Purpose
viral-feature-design
Design features that spread organically
growth-loop-engine
Engineer compounding acquisition and retention loops
Usage
Start with the Router
skills/ROUTER.md is the master entry point. Read it first — it maps any user prompt to the right skill(s) via a decision tree, quick routing table, and power combos for multi-skill tasks.
Loading Skills
Each skill lives in its own SKILL.md. Read the router → identify the relevant skill(s) → load those files before responding. Skills are composable — the router lists common multi-skill combinations for complex tasks.
Category READMEs
Each category folder contains a README.md summarising the skills inside, when to use each, and useful combos. Skim these for orientation before diving into individual skills.