Automated Job Scraper and Cover Letter Generator

This N8N workflow provides a complete system for monitoring job listings, scoring them for fit, and generating customized cover letters for the best opportunities. It is built for users who want to streamline their job search by replacing manual research with a reliable automated process.

The workflow begins with a scheduled trigger that runs at set intervals. It launches an Apify actor that scrapes new listings from Indeed. The scraped dataset is retrieved and filtered to a manageable number of fresh listings. Each job is then analyzed by an AI scoring step that evaluates how well it matches your profile, skills, and search criteria.

Listings that meet the threshold move through the next stage, where an AI model produces a tailored cover letter based on the job description and your background. The details are stored in Airtable for tracking, and the cover letter is saved to Google Docs where you can review or edit it. Jobs that do not meet the threshold are logged separately so you maintain a complete record of all listings scanned.

What you get:
• A complete N8N workflow built for Indeed job scraping
• Automated scheduled scraping through Apify
• AI scoring to evaluate job fit
• AI-written cover letters for strong matches
• Airtable integration for tracking applications
• Google Docs output for easy editing and export
• A repeatable, fast process for ongoing job searches

This automation removes the slowest parts of job hunting and helps you focus only on the opportunities that truly fit your profile. It is suitable for active job seekers, career coaches, and productivity-focused users who want a streamlined system for identifying and preparing high-quality applications.