Stop Manually Job Hunting - Build This AI Job Matcher with n8n & Firecrawl

Useful links: 🔥 Firecrawl: https://firecrawl.plug.dev/fYvKKvu 👋 Join my AI Automation Skool community for this template and more: https://www.skool.com/ai-automation-engineering-3014 Stop wasting hours manually searching job boards. In this complete tutorial, I'll show you how to build an automated job matching system in n8n that does the heavy lifting for you. 🎯 What This Workflow Does: Upload a resume PDF, and the system automatically: • Extracts job titles, skills, and location preferences using AI • Scrapes Indeed.com for matching positions with Firecrawl (no brittle CSS selectors!) • Pulls complete job details: title, company, description, pay, apply links • Scores each job 0-100 against the candidate's qualifications with AI • Filters out weak matches (below 50%) • Emails a beautifully formatted report with only the best opportunities 🔥 Why Firecrawl Changes Everything: Traditional web scraping breaks constantly when sites update their HTML. Firecrawl uses AI to understand page structure and extract exactly the data you need—no CSS selectors, no XPath, no maintenance headaches. When Indeed changes their layout tomorrow, your workflow keeps running. 📚 What You'll Learn: • Setting up form triggers for resume uploads in n8n • Using AI agents to extract structured data from unstructured text • Leveraging Firecrawl's batch scraping and AI-powered data extraction • Building intelligent matching systems with AI scoring • Creating professional HTML emails with dynamic content • Handling asynchronous API workflows with polling patterns • Filtering, sorting, and delivering actionable results ⚡ Apply This Pattern To: This workflow template works for way more than job matching: • Price tracking - Monitor products across e-commerce sites • Competitor research - Track competitor content, pricing, features • Lead generation - Find and qualify prospects automatically • Content curation - Discover and filter relevant articles/posts • Market research - Gather and analyze industry data ⏱️ Timestamps: 0:00 - Introduction: See the Results First 2:00 - Workflow Overview: 5 Stages Explained 3:30 - Resume Processing: Form Upload & AI Extraction 5:00 - Job Search Strategy: Building Search URLs 6:00 - Web Scraping with Firecrawl: The Secret Weapon 8:00 - AI Matching Engine: Scoring & Filtering 10:00 - Results Delivery: Email Automation 11:30 - Practical Tips: Customization & Extensions 13:30 - Outro: Your Next Steps 🛠️ What You'll Need: • n8n instance (cloud or self-hosted) - https://n8n.io • OpenRouter API key (for AI agents) - https://openrouter.ai • Firecrawl API key (for intelligent scraping) - https://firecrawl.dev • Gmail account (for sending emails) *All have free tiers to get started!* 📥 Download the Workflow: Get the complete workflow JSON file here: [LINK] Import it directly into your n8n instance and customize it for your needs. 🔗 Essential Resources: • Firecrawl Documentation: https://docs.firecrawl.dev • Firecrawl API Reference: https://docs.firecrawl.dev/api-reference • n8n Firecrawl Node: https://www.npmjs.com/package/@mendable/n8n-nodes-firecrawl • OpenRouter Docs: https://openrouter.ai/docs • n8n AI Agent Node: https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent/ • n8n Community Forum: https://community.n8n.io