AI Job Seeker Speedrun: Master Applications Using Open-Source Scraping & Automat

**This playbook is your no-nonsense guide to automating job applications using real, open-source tools—no fluff, no overpromising. It teaches you how to build an automated job seeker workflow from scratch using scraping, local LLMs, and automation tools—all for free.** Open-source tools like Scrapy, Trafilatura, and Crawlee are battle-tested, free, and customizable. They’re perfect for building robust scraping pipelines without paying licensing fees. You’ll learn how to scrape job boards, extract application data, and auto-fill forms using local LLMs and automation tools—without relying on proprietary SaaS. We cut straight through the noise: you won’t waste time with theory. Each section gives you actionable code or steps that work in minutes—not hours. Use Scrapy for large-scale scraping and data extraction; use ScrapeGraphAI when you want graph-based scraping logic, especially with LLMs.