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

Khairul MuhtadinKhairul Muhtadin
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2/3/2026
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Say goodbye to endless applications and hello to more time for perfecting your interview skills!

The JOB Hunter Agent uses the power of Google Gemini and SerpAPI to find the perfect job match and generate a personalized cover letter.

Result example: Screenshot 20250911 at 23.54.20.png

πŸ’‘ Why Use JOB Hunter Agent?

Save Precious Time: Stop sifting through countless job boards; this agent does the heavy lifting, saving you hours every week.

Land Your Dream Job Faster: Get laser-focused job matches and a custom-crafted cover letter that speaks directly to the hiring manager, increasing your chances of getting noticed.

Never Miss an Opportunity: Your personal AI assistant works 24/7, ensuring you're always on top of the latest openings, even while you sleep!

Stand Out from the Crowd: A perfectly tailored cover letter generated on the fly gives you an edge over generic applications, making you look like a superstar.

⚑ Perfect For

Job Seekers: Anyone actively looking for a new role who wants to streamline their application process. Busy Professionals: Those with limited time who need an efficient way to find relevant opportunities. Career Changers: Individuals exploring new industries who need a helping hand in crafting compelling applications.

πŸ”§ How It Works

⏱ Trigger: You submit your CV and job preferences through a simple n8n form. πŸ“Ž Process: Your CV is extracted from the PDF, and your preferences (location, job type, salary, email) are neatly organized. πŸ€– Smart Logic: The "Job Hunter Agent" uses Google Gemini and SerpAPI to find the single best job match for you and then drafts a bespoke cover letter based on your CV and the job description. It's like magic, but with more code! πŸ’Œ Output: A beautifully formatted HTML email containing your profile summary, the best job match, your personalized cover letter, and handy application tips is sent straight to your inbox. πŸ—‚ Storage: All the initial data from your form submission is processed and used to craft your perfect job application package.

πŸ” 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 the magic happen!

🧩 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

πŸ› οΈ 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.

Made by: khaisa Studio
Tags: AI, Gemini, Google Jobs, Job Search, Automation, Cover Letter
Category: job hunter
Need custom work? Contact me

n8n Workflow: AI-Powered Job Search and Cover Letter Generation

This n8n workflow streamlines the process of finding relevant jobs and generating tailored cover letters using AI. It leverages Google Search (via SerpAPI) to find job postings and the Google Gemini Chat Model to craft personalized cover letters based on a provided resume and job description.

What it does

  1. Triggers on Form Submission: The workflow starts when a user submits an n8n form, providing their resume (as a file) and the desired job search query.
  2. Extracts Resume Text: It extracts the text content from the uploaded resume file.
  3. Sets Initial Data: It prepares the input data, including the extracted resume text and the job search query.
  4. Searches for Jobs: It uses SerpAPI (Google Search) to find job postings based on the provided query.
  5. Generates Cover Letter (AI Agent): An AI Agent, powered by the Google Gemini Chat Model, takes the resume text and the job search results to generate a tailored cover letter for a specific job.
  6. Sends Email: The generated cover letter is then sent via Gmail to a specified recipient (likely the user or a job application email).

Prerequisites/Requirements

  • n8n Instance: A running instance of n8n.
  • SerpAPI Account: An API key for SerpAPI (for Google Search functionality).
  • Google Gemini API Key: Access to the Google Gemini Chat Model.
  • Gmail Account: A configured Gmail credential in n8n to send emails.

Setup/Usage

  1. Import the workflow: Import the provided JSON into your n8n instance.
  2. Configure Credentials:
    • SerpAPI: Set up your SerpAPI credential with your API key.
    • Google Gemini: Configure your Google Gemini credential.
    • Gmail: Set up your Gmail credential to allow n8n to send emails on your behalf.
  3. Configure "On form submission" Trigger:
    • Customize the form fields if needed (e.g., for different resume formats or additional job search parameters).
    • Activate the workflow to get the webhook URL for the form.
  4. Configure "Edit Fields" (Set) Node: Ensure the fields for resumeText and jobQuery are correctly mapped from the form input.
  5. Configure "SerpAPI" Node: Verify the search query is correctly constructed using the jobQuery from the previous step.
  6. Configure "AI Agent" Node:
    • Ensure the Google Gemini Chat Model is selected.
    • Review the prompt for the AI Agent to ensure it correctly instructs the model to generate a cover letter using the resumeText and the job description found by SerpAPI.
  7. Configure "Gmail" Node:
    • Specify the recipient email address (e.g., your own email for review, or the application email).
    • Set the subject and body of the email to include the generated cover letter.
  8. Activate the workflow: Once all configurations are complete, activate the workflow. You can then submit the n8n form to trigger the job search and cover letter generation process.

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