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AI Job Application Playbook: Automate Your Search with Open-Source Tools

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For job seekers using AI for applications. Grounded in verified open-source tools.

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This playbook shows job seekers how to automate their job applications using open-source tools like Scrapy, ScrapGraphAI, and Crawlee — without spending a dime on proprietary software. Use **Scrapy** or **Crawlee** to build a list of companies that match your ideal job profile. These tools are fast, reliable, and can be used in commercial applications under permissive licenses like MIT or BSD-3-Clause. Leverage **Trafilatura** or **ScrapeGraphAI** to extract clean HTML content from job boards. Both support commercial use and are licensed under Apache-2.0 or MIT respectively, so they're safe for personal or business automation projects. Build a standardized cover letter and resume template using **Automatisch**, an open-source automation tool with AGPLv3 core that allows commercial use when not modified. This makes it ideal for job seekers to streamline their application process. Use **Automatisch** to set up a workflow that tracks your submitted applications, sending you reminders or updating spreadsheets automatically based on your preferences — no more manual tracking!

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By ptrken01 · Local-first AI systems builder

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