Automate LinkedIn job search, AI scoring, and resume creation with OpenRouter, OpenAI, Google Sheets & Docs

Who is this for?

Job seekers who want to automate their entire job search pipeline — from discovering new listings to generating tailored resumes and cover letters — without manually browsing LinkedIn every day.

What does this workflow do?

This workflow runs on a schedule, scrapes LinkedIn jobs via Apify, filters out spam recruiters and wrong locations, then uses a 2-stage AI evaluation to find the best matches for your profile. Matching jobs are logged to Google Sheets and you get a Telegram notification. When you're ready to apply, a second trigger generates a tailored resume + cover letter using AI and fills in your Google Docs templates automatically.

How it works

Stage 1 — Scrape & Filter (runs on schedule)

1. Schedule Trigger fires hourly (customizable cron) 2. Apify LinkedIn Scraper pulls fresh job listings based on your keywords and location 3. Filter nodes remove unwanted recruiter companies and jobs outside your target country 4. HTML → Markdown converts job descriptions for better AI processing 5. GateKeeper AI (fast, cheap model) does a quick yes/no — rejects 90% of irrelevant jobs 6. Results are saved to a "Gatekeeper Results" Google Sheet

Stage 2 — Score & Notify (for GateKeeper matches)