Optimize Resumes & Generate Cover Letters with Gemini AI and PDF.co

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Important notice

This workflow is provided as-is. Please review and test before using in production.

1. Workflow Overview

ATS Optimized Resume and Cover Letter Generator This n8n template automates the process of creating ATS friendly resumes and personalized cover letters from uploaded pdf resume. Use cases Instantly...

Best for

Personal Productivity automation workflows
Multimodal AI automation workflows
advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.formtrigger, @n8n/n8n-nodes-langchain.agent, @n8n/n8n-nodes-langchain.lmchatgooglegemini, n8n-nodes-base.set, n8n-nodes-base.googledrive, n8n-nodes-base.extractfromfile, n8n-nodes-base.code, n8n-nodes-base.httprequest

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Paul Abraham.

Original n8n.io source

1.1 Workflow description

Title: Optimize Resumes & Generate Cover Letters with Gemini AI and PDF.co
Workflow name: Optimize Resumes & Generate Cover Letters with Gemini AI and PDF.co

ATS-Optimized Resume and Cover Letter Generator

This n8n template automates the process of creating ATS-friendly resumes and personalized cover letters from uploaded pdf resume.

Use cases

Instantly generate ATS-optimized resumes for specific job descriptions.
Create customized cover letters tailored to each role.
Automate resume enhancement for career portals or HR tools.
Build a resume improvement backend for job platforms or AI career assistants.

Good to know

This workflow connects to few basic external services so you’ll need to configure credentials for them before running the template. It works on both cloud and self-hosted n8n instances, and setup typically takes 5–10 minutes.

Requirements

n8n Cloud or self-hosted instance
Google Gemini API key for AI text generation
PDF.co API key for document conversion
Gmail account (OAuth connected) for delivery

Customising this workflow

Replace Gmail with Slack, Notion, or Drive for flexible document delivery.
Integrate other LLMs (like OpenAI GPT or Claude) for different writing styles.
Add additional formatting, branding, or multilingual support for global users.
Use it as the base for a career assistant automation or HR application backend.

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - On form submission

Type / Role: n8n-nodes-base.formTrigger - formTrigger
Config choices: Version 2.3

Block 2 - AI Agent

Type / Role: @n8n/n8n-nodes-langchain.agent - agent
Config choices: Version 2.2

Block 3 - Google Gemini Chat Model

Type / Role: @n8n/n8n-nodes-langchain.lmChatGoogleGemini - lmChatGoogleGemini
Config choices: Version 1

Block 4 - Get PDF Data Only

Type / Role: n8n-nodes-base.set - set
Config choices: Version 3.4

Block 5 - Get PDF Files/File

Type / Role: n8n-nodes-base.googleDrive - googleDrive
Config choices: Version 3

Block 6 - Download Retrieval Files/File

Type / Role: n8n-nodes-base.googleDrive - googleDrive
Config choices: Version 3

Block 7 - Extract Files/File's Data

Type / Role: n8n-nodes-base.extractFromFile - extractFromFile
Config choices: Version 1

Block 8 - Data Parser & Cleaner

Type / Role: n8n-nodes-base.code - code
Config choices: Version 2

Block 9 - HTML to PDF

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 10 - Send a message

Type / Role: n8n-nodes-base.gmail - gmail
Config choices: Version 2.1

Block 11 - Cover Letter Agent

Type / Role: @n8n/n8n-nodes-langchain.agent - agent
Config choices: Version 2.2

Block 12 - Google Gemini Chat Model1

Type / Role: @n8n/n8n-nodes-langchain.lmChatGoogleGemini - lmChatGoogleGemini
Config choices: Version 1

Block 13 - Merge

Type / Role: n8n-nodes-base.merge - merge
Config choices: Version 3.2

Block 14 - Switch

Type / Role: n8n-nodes-base.switch - switch
Config choices: Version 3.3

Block 15 - If

Type / Role: n8n-nodes-base.if - if
Config choices: Version 2.2

Block 16 - Sticky Note

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 17 - Sticky Note1

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 18 - Sticky Note2

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 19 - Sticky Note3

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 20 - Sticky Note4

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 21 - Sticky Note5

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 22 - Sticky Note6

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 23 - Sticky Note7

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

3. Summary Table

Workflow	Optimize Resumes & Generate Cover Letters with Gemini AI and PDF.co
Complexity	advanced
Nodes	23
Categories	Personal Productivity, Multimodal AI
Author	Paul Abraham
Published	26 Oct 2025

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

Use the JSON export at /data/workflows/10201/10201.json as the source template for this automation.
2. Import the template into n8n

Open n8n, import the downloaded JSON, and review each node before activating the workflow.
3. Configure credentials and variables

Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.
4. Test with sample data

Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.
5. Activate and monitor

Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Download workflow JSON Original n8n.io source Personal Productivity workflows Multimodal AI workflows

Frequently asked questions

What does Optimize Resumes & Generate Cover Letters with Gemini AI and PDF.co do?

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Personal Productivity, Multimodal AI use case.

Paul Abraham

11 workflows

Nodes

n8n-nodes-base.formtrigger @n8n/n8n-nodes-langchain.agent @n8n/n8n-nodes-langchain.lmchatgooglegemini n8n-nodes-base.set n8n-nodes-base.googledrive n8n-nodes-base.extractfromfile n8n-nodes-base.code n8n-nodes-base.httprequest

Complexity

advanced

Published 26 Oct 2025

Likes 0

View on n8n.io Download Workflow

Install path: /data/workflows/10201/10201.json

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Optimize Resumes & Generate Cover Letters with Gemini AI and PDF.co

Workflow preview

Important notice

1. Workflow Overview

Best for

Tools used

Source and attribution

1.1 Workflow description

ATS-Optimized Resume and Cover Letter Generator

Requirements

Customising this workflow

1.2 Logical Blocks

2. Block-by-Block Analysis

Block 1 - On form submission

Block 2 - AI Agent

Block 3 - Google Gemini Chat Model

Block 4 - Get PDF Data Only

Block 5 - Get PDF Files/File

Block 6 - Download Retrieval Files/File

Block 7 - Extract Files/File's Data

Block 8 - Data Parser & Cleaner

Block 9 - HTML to PDF

Block 10 - Send a message

Block 11 - Cover Letter Agent

Block 12 - Google Gemini Chat Model1

Block 13 - Merge

Block 14 - Switch

Block 15 - If

Block 16 - Sticky Note

Block 17 - Sticky Note1

Block 18 - Sticky Note2

Block 19 - Sticky Note3

Block 20 - Sticky Note4

Block 21 - Sticky Note5

Block 22 - Sticky Note6

Block 23 - Sticky Note7

3. Summary Table

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

2. Import the template into n8n

3. Configure credentials and variables

4. Test with sample data

5. Activate and monitor

5. General Notes & Resources

Frequently asked questions