Generate tailored resumes, cover letters & interview prep from LinkedIn jobs with AI

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Important notice

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

1. Workflow Overview

How It Works This n8n workflow leverages an agentic AI solution, where multiple AI agents collaborate to process and generate tailored job application assets. Features Agent based AI Coordinat...

Best for

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

Tools used

@n8n/n8n-nodes-langchain.chattrigger, @brightdata/n8n-nodes-brightdata.brightdata, n8n-nodes-base.googlesheets, @n8n/n8n-nodes-langchain.agent, @n8n/n8n-nodes-langchain.lmchatopenai, @n8n/n8n-nodes-langchain.toolworkflow, n8n-nodes-base.executeworkflow, n8n-nodes-base.googledocs

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title: Generate tailored resumes, cover letters & interview prep from LinkedIn jobs with AI
Workflow name: Generate tailored resumes, cover letters & interview prep from LinkedIn jobs with AI

🔧 How It Works

**This n8n workflow leverages an agentic AI solution, where multiple AI agents collaborate to process and generate tailored job application assets.

✅ Features

Agent-based AI Coordination: Utilizes multiple AI agents working in sequence to analyze the job description and generate results.

Outputs:

A customized cover letter

An optimized resume (CV)

A list of interview preparation questions

Automated Delivery: The final outputs are created as Google Docs and stored in your connected Google Drive folder.

🧾 Input Requirement

Simply provide a LinkedIn job URL as the input. Example: https://www.linkedin.com/jobs/view/4184156975

⚙️ Setup Instructions

To deploy and run this workflow, you'll need to configure the following credentials:

Google Cloud Platform (GCP)

Enable the Google Drive API

Set up OAuth credentials for n8n integration

OpenAI API Key

Needed for generating the content (cover letter, CV, and questions)

BrightData (formerly Luminati)

Used to scrape and extract job details from the LinkedIn job link

⚠️ Setup requires moderate technical familiarity with APIs and OAuth. A step-by-step configuration guide is recommended for beginners.

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 - When chat message received

Type / Role: @n8n/n8n-nodes-langchain.chatTrigger - chatTrigger
Config choices: Version 1.1

Block 2 - Extract structured data from a single URL

Type / Role: @brightdata/n8n-nodes-brightdata.brightData - brightData
Config choices: Version 1

Block 3 - Extract structured data from a single URL1

Type / Role: @brightdata/n8n-nodes-brightdata.brightData - brightData
Config choices: Version 1

Block 4 - append job details

Type / Role: n8n-nodes-base.googleSheets - googleSheets
Config choices: Version 4.6

Block 5 - append company detail

Type / Role: n8n-nodes-base.googleSheets - googleSheets
Config choices: Version 4.6

Block 6 - Master Agent

Type / Role: @n8n/n8n-nodes-langchain.agent - agent
Config choices: Version 2

Block 7 - GPT-4o

Type / Role: @n8n/n8n-nodes-langchain.lmChatOpenAi - lmChatOpenAi
Config choices: Version 1.2

Block 8 - Resume Editor

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

Block 9 - HR Reviwer

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

Block 10 - Generate Cover Letter

Type / Role: n8n-nodes-base.executeWorkflow - executeWorkflow
Config choices: Version 1.2

Block 11 - Create a document

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

Block 12 - Create a document1

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

Block 13 - Update a document

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

Block 14 - Update a document1

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

Block 15 - Interview Coach

Type / Role: n8n-nodes-base.executeWorkflow - executeWorkflow
Config choices: Version 1.2

Block 16 - Create a document2

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

Block 17 - Update a document2

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

Block 18 - Message a model

Type / Role: @n8n/n8n-nodes-langchain.openAi - openAi
Config choices: Version 1.8

Block 19 - Sticky Note

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

Block 20 - Sticky Note1

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

Block 21 - Sticky Note2

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

Block 22 - Sticky Note3

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

3. Summary Table

Workflow	Generate tailored resumes, cover letters & interview prep from LinkedIn jobs with AI
Complexity	advanced
Nodes	22
Categories	Personal Productivity, Multimodal AI
Author	jun shou
Published	31 Jul 2025

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

Use the JSON export at /data/workflows/6748/6748.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 Generate tailored resumes, cover letters & interview prep from LinkedIn jobs with AI do?

How It Works This n8n workflow leverages an agentic AI solution, where multiple AI agents collaborate to process and generate tailored job application assets. Features Agent based AI Coordinat...

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.

jun shou

1 workflow

Nodes

@n8n/n8n-nodes-langchain.chattrigger @brightdata/n8n-nodes-brightdata.brightdata n8n-nodes-base.googlesheets @n8n/n8n-nodes-langchain.agent @n8n/n8n-nodes-langchain.lmchatopenai @n8n/n8n-nodes-langchain.toolworkflow n8n-nodes-base.executeworkflow n8n-nodes-base.googledocs

Complexity

advanced

Published 31 Jul 2025

Likes 0

View on n8n.io Download Workflow

Install path: /data/workflows/6748/6748.json

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Generate tailored resumes, cover letters & interview prep from LinkedIn jobs with AI

Workflow preview

Important notice

1. Workflow Overview

Best for

Tools used

Source and attribution

1.1 Workflow description

🔧 How It Works

✅ Features

Outputs:

🧾 Input Requirement

⚙️ Setup Instructions

1.2 Logical Blocks

2. Block-by-Block Analysis

Block 1 - When chat message received

Block 2 - Extract structured data from a single URL

Block 3 - Extract structured data from a single URL1

Block 4 - append job details

Block 5 - append company detail

Block 6 - Master Agent

Block 7 - GPT-4o

Block 8 - Resume Editor

Block 9 - HR Reviwer

Block 10 - Generate Cover Letter

Block 11 - Create a document

Block 12 - Create a document1

Block 13 - Update a document

Block 14 - Update a document1

Block 15 - Interview Coach

Block 16 - Create a document2

Block 17 - Update a document2

Block 18 - Message a model

Block 19 - Sticky Note

Block 20 - Sticky Note1

Block 21 - Sticky Note2

Block 22 - Sticky Note3

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