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Discover how to build a directory with THOUSANDS of listings — no code required. In this video, I show you how I'll rebuild MontessoriFind.com from scratch using an Apify scraper, Supabase, and MCP servers with Claude Code to scrape data instantly and auto-populate a live database. You don't need another AI tutorial. You need a room full of people who are actually building! Join the AI Captains Academy: https://skool.com/aicaptains Ready to go deeper? Free 5-day email courses: → AI Foundations Sprint: https://foundations.aicaptains.ai → Command Line Bootcamp: https://bootcamp.aicaptains.ai What you’ll learn in this video: ✅ How to use MCPs to scrape directories with a single prompt ✅ Set up Apify + Supabase integration via MCP servers ✅ Automate data extraction from Google Maps (schools, businesses, etc.) ✅ Build a fully functional MVP frontend in Next.js using AI agents ✅ Avoid duplicates, manage reviews, and scale scraping ethically ✅ When to use AI scrapers vs. custom Python scripts This is the future of MVP development: prompt → scrape → store → deploy. Whether you're building a niche directory, local business finder, or SaaS, this AI-powered workflow saves weeks of dev time. Perfect for no-code builders, indie hackers, and AI entrepreneurs. I also reveal my alternative for full control: building custom scrapers with AI in the AI Captain School (7-day trial available). 🔧 TOOLS USED IN THIS VIDEO: Apify (https://apify.com?fpr=dznr31) Visual Studio Code (https://code.visualstudio.com) Claude Code (https://claude.ai) Supabase (https://supabase.com) ⏱️ TIMESTAMPS: 00:00 The AI Shortcut to Building Directories 01:17 Setting Up Apify MCP + Supabase 03:22 Rebuilding MontessoriFind.com 04:48 Plan Mode: Why It’s Critical for AI Agents 05:34 Choosing the Right Scraper (Google Maps Extractor) 06:17 Auto-Inserting Data + Reviews Into Supabase 07:22 Prototyping the Frontend With AI 09:00 AI Orchestration: Parallel Agent Workflow 10:28 Enforcing SEO-Friendly Server-Side Rendering 11:24 Live MVP: Connected to Real Data 12:18 Next Steps: Scaling to 7,000 Listings Follow my build-in-public journey: https://blog.jordanurbs.com Say hi on X: https://x.com/jordanurbs Sometimes I write on Substack: https://jordanurbs.substack.com/