⚡ Automate job searching & resume customization with AI, LinkedIn & Google Sheets

⚡ 1,526 views · ⚡ Personal Productivity

💡 Pro Tip — If you’re pulling LinkedIn data through HTTP requests or dealing with API restrictions, there’s a community node called ScraperNode that handles this natively. It has dedicated scrapers for profiles, companies, jobs, and people search — you just pass a URL and get structured data back.

Description

🤖 AI-Powered Job Matcher & Resume Customizer

Description

This advanced workflow automates the entire job search and preparation process, moving beyond simple notifications to provide AI-driven career intelligence.

It connects to LinkedIn to scrape fresh job postings, filters against jobs you’ve already seen, and then uses powerful LLMs (Mistral Large/Small) to perform a detailed resume-to-job match, generate tailored cover letters, and provide concrete resume improvement suggestions. All data is logged into a Google Sheet for comprehensive tracking, and a clean, single Daily Digest Email summarizes the top 5 matches found each day.

✨ Key Features

• Automated Scheduling: Runs daily to find new job postings.
• Multi-Keyword Search: Uses your main job title and three alternate titles generated by an AI Agent for maximum search coverage.
• LinkedIn Web Scraping: Pulls new job URLs, details, location, and salary data from LinkedIn Search results.
• Duplicate Prevention: Uses the Compare Datasets node to ensure only new, unseen jobs are processed against your master Google Sheet.
• Intelligent Matching (LLM): The workflow performs a detailed job-to-resume comparison, generating:
  • A Match Score (0-100) with evidence for alignment in skills, experience, and domain.
  • A Tailored Cover Letter specific to the job title and company.
  • Actionable Resume Improvement points (e.g., [ADD], [QUANTIFY]) to optimize your resume for the specific role.
• Centralized Tracking: Saves all job data, match scores, cover letters, and resume suggestions to a Google Sheet.
• Professional Daily Digest: Sends a single, clean HTML email summarizing the top 5 highest-scoring job matches for easy review.

🛠️ Prerequisites

1. n8n Credentials:
   • Google Drive: To download your resume (PDF/DOCX file URL).
   • Google Sheets: To connect to your job tracking sheet.
   • Gmail: To send the daily digest email.
   • Mistral Cloud: For the LLM processing (Resume Breakdown, Job Matching, and Resume Analysis).
2. External Files:
   • A Job Tracking Google Sheet (used as a master database).
   • Your current Resume file (PDF recommended, hosted on Google Drive).
3. Setup Notes:
   • Update the file links (Download Resume node) and Google Sheet details (Get row(s)/Append nodes).
   • Set your personal email address in the Send Digest Email node.
   • Review the LLM prompts to tailor the AI agent’s persona and output fields to your exact needs.

🔗 Nodes Used

Google Sheets, HTTP Request, Google Drive, Gmail, Schedule Trigger, AI Agent

📥 Import

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

📖 Importing guide · 🔑 Credential setup