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Find perfect jobs & generate tailored cover letters with Gemini & Google Jobs

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Created by: Khairul Muhtadin || khmuhtadin
Khairul Muhtadin

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Last update 5 days ago

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Stop drowning in job applications. The JOB Hunter Agent uses Google Gemini and SerpAPI to find your best job match and writes a cover letter tailored to it, so you can spend your energy preparing for interviews instead.

Result example:
Screenshot 20250911 at 23.54.20.png

Last updated: September 2026.

Why Use JOB Hunter Agent?

Save Precious Time: Skip endless job boards. This agent does the searching for you and saves hours every week.

Land Your Dream Job Faster: Focused job matches plus a custom cover letter written for the hiring manager help you get noticed.

Never Miss an Opportunity: Your personal AI assistant works 24/7, so the latest openings reach you even while you sleep.

Stand Out from the Crowd: A tailored cover letter beats generic applications every time.

Perfect For

Job Seekers: Anyone actively applying who wants a faster, smoother process.
Busy Professionals: People with limited time who still want relevant opportunities.
Career Changers: Anyone moving industries who needs help writing compelling applications.

How It Works

  • Trigger: You submit your CV and job preferences through a simple n8n form.
  • Process: Your CV is extracted from the PDF, and your preferences (location, job type, salary, email) are neatly organized.
  • Smart Logic: The "Job Hunter Agent" uses Google Gemini and SerpAPI to find the single best job match for you, then drafts a cover letter based on your CV and the job description.
  • Output: A formatted HTML email with your profile summary, the best job match, your personalized cover letter, and application tips, sent straight to your inbox.
  • Storage: Your form data is processed and used to build the application package.

Quick Setup

  1. Import JSON file to your n8n instances
  2. Add credentials: Google Gemini (Gemini 2.5 Pro model) and SerpAPI
  3. Customize: Adjust the system prompt in the "Job Hunter Agent" to fine-tune the cover letter tone or length, update the email footer, and expand job filters.
  4. Update: Ensure your Gmail OAuth2 credentials are valid for sending emails.
  5. Test: Run the workflow with your own CV and preferences to see it in action.

You'll Need

  • Active n8n instances
  • Google Gemini API key (for Gemini 2.5 Pro)
  • SerpAPI account for Google Jobs search results
  • A Gmail account for sending personalized job match emails

Level Up Ideas

  • Integrate with LinkedIn, Jobstreet, or Indeed APIs for a wider range of job sources.
  • Allow the agent to find multiple job matches and present them as a curated list.
  • Add an option to attach a parsed CV summary as a PDF to the email for quick reference.

Quick Answers

What do I need to provide?
Your CV and job preferences through the built-in form. That is all it takes to start.
Which AI writes the cover letter?
Google Gemini (2.5 Pro model), guided by your CV and the job description.
Where does the result go?
An HTML email with your profile summary, best match, and cover letter lands in your inbox.

Made by: khmuhtadin
Tags: AI, Gemini, Google Jobs, Job Search, Automation, Cover Letter
Category: Job Hunter
Need custom work? Contact me

Additional info

Built with n8n. Need an assessment on your business? Feel free to reach out at https://khmuhtadin.com/consultation/