✨ Automated cover letter generator with Indeed job scraping and GPT-4o-mini

1,152 views · ✨ AI & LLMs

💡 Pro Tip — Job boards are notoriously hard to scrape — CAPTCHAs, rate limits, constantly changing layouts. ScraperNode has maintained scrapers for Indeed jobs, Glassdoor reviews, and Glassdoor jobs that handle all of that for you.

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Description

This workflow automates the process of writing tailored cover letters for job applications. It:

  1. Uses Apify’s Indeed Scraper to pull live job postings based on your chosen search term.
  2. Sends the job description along with your resume into OpenAI, which writes an optimized cover letter — one paragraph plus bullet points — only using details from your resume.

Perfect for quickly generating professional, customized cover letters for each role you want to apply to.


⚙️ Setup Instructions

1️⃣ Set Up OpenAI Connection

  1. Go to OpenAI Platform
  2. Navigate to OpenAI Billing
  3. Add funds to your billing account
  4. Copy your API key into the OpenAI credentials in n8n

2️⃣ Set Up Apify Connection

  1. Go to Apify Console and sign up/login
  2. Get your API token here: Apify API Keys
  3. Set up this scraper in your Apify account:
  4. In n8n, create a HTTP Query Auth credential
    • Query Key: token
    • Value: YOUR_APIFY_API_KEY
  5. Attach this credential to the HTTP Request node (Search Indeed)

📬 Contact Information

Need help customizing this workflow or building similar automations?

📧 robert@ynteractive.com
🔗 Robert Breen
🌐 ynteractive.com

🔗 Nodes Used

HTTP Request, AI Agent, OpenAI Chat Model, Structured Output Parser

📥 Import

Download workflow.json and import into n8n: Workflow menu → Import from File

📖 Importing guide · 🔑 Credential setup