In this video, I show you how I built Kodryx Scout — a fully agentic lead discovery engine that combines LLMs, Serper API, Firecrawl, and Webhooks to extract structured B2B insights from the web.

💡 From scraping websites to parsing AI-relevant content and auto-finding decision-makers, this system turns raw data into a clean, actionable JSON output. No manual research needed.

Key Features:
✓ Agent-based search query generation
✓ SerperDev + Firecrawl integration for smart web scraping
✓ Auto-structured output in JSON format
✓ AI analysis to detect digital signals, AI readiness, and more

Tech Stack Used:
✓ OpenAI GPT-4o
✓ n8n for agent orchestration
✓ Firecrawl for webpage parsing
✓ Serper API for web search
✓ Streamlit frontend for input-output interface

This project is perfect for B2B sales, lead generation teams, or anyone looking to automate competitive intelligence.

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