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Extract & analyze competitor backlink data with Bright Data MCP & GPT

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Extract & analyze competitor backlink data with Bright Data MCP & GPT preview
Open on n8n.io

Important notice

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

1. Workflow Overview

This workflow contains community nodes that are only compatible with the self hosted version of n8n. This workflow automatically analyzes competitor backlink profiles to understand their link build...

Best for

  • Market Research automation workflows
  • AI Summarization automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

@n8n/n8n-nodes-langchain.lmchatopenai, n8n-nodes-mcp.mcpclienttool, n8n-nodes-base.manualtrigger, n8n-nodes-base.set, @n8n/n8n-nodes-langchain.agent, n8n-nodes-base.code, n8n-nodes-base.googlesheets, n8n-nodes-base.stickynote

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title
Extract & analyze competitor backlink data with Bright Data MCP & GPT
Workflow name
Extract & analyze competitor backlink data with Bright Data MCP & GPT

This workflow contains community nodes that are only compatible with the self-hosted version of n8n.

This workflow automatically analyzes competitor backlink profiles to understand their link building strategies and identify opportunities for your own SEO efforts. It saves you time by eliminating the need to manually research competitor links and provides detailed insights into their most valuable linking relationships.

Overview

This workflow automatically scrapes backlink analysis tools and competitor websites to extract comprehensive backlink data including referring domains, anchor text, link quality metrics, and link acquisition patterns. It uses Bright Data to access backlink databases and AI to intelligently analyze competitor link strategies.

Tools Used

  • n8n: The automation platform that orchestrates the workflow
  • Bright Data: For scraping backlink analysis platforms without being blocked
  • OpenAI: AI agent for intelligent backlink strategy analysis
  • Google Sheets: For storing competitor backlink data and insights

How to Install

  1. Import the Workflow: Download the .json file and import it into your n8n instance
  2. Configure Bright Data: Add your Bright Data credentials to the MCP Client node
  3. Set Up OpenAI: Configure your OpenAI API credentials
  4. Configure Google Sheets: Connect your Google Sheets account and set up your backlink analysis spreadsheet
  5. Customize: Define competitor domains and backlink analysis parameters

Use Cases

  • SEO Strategy: Learn from competitor link building success and replicate strategies
  • Link Prospecting: Identify websites that link to competitors but not to you
  • Competitive Intelligence: Understand competitor SEO strategies and authority sources
  • Link Building: Find high-quality link opportunities in your industry

Connect with Me

#n8n #automation #competitorbacklinks #backlinkanalysis #seo #linkbuilding #brightdata #webscraping #competitoranalysis #n8nworkflow #workflow #nocode #linkanalysis #backlinkresearch #seoanalysis #competitiveintelligence #linkresearch #seostrategy #backlinkmonitoring #linkprospecting #domainanalysis #seotools #backlinkaudit #linkbuilding #organicseo #searchmarketing #competitorresearch #linkstrategy #seocompetitor #backlinkinsights

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 - OpenAI Chat Model

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

Block 2 - MCP Client

Type / Role
n8n-nodes-mcp.mcpClientTool - mcpClientTool
Config choices
Version 1

Block 3 - Trigger: Manual Execute

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

Block 4 - Set: Competitor Domain

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

Block 5 - Agent: Scrape Backlinks (Bright Data MCP)

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

Block 6 - Function: Split Backlinks

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

Block 7 - Google Sheets: Append Backlinks

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

Block 8 - Sticky Note

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

Block 9 - Sticky Note1

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

Block 10 - Sticky Note2

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

Block 11 - Sticky Note5

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

Block 12 - Sticky Note9

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

Block 13 - Sticky Note4

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

Block 14 - Auto-fixing Output Parser

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

Block 15 - OpenAI Chat Model1

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

Block 16 - Structured Output Parser

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

3. Summary Table

Workflow Extract & analyze competitor backlink data with Bright Data MCP & GPT
Complexity advanced
Nodes 16
Categories Market Research, AI Summarization
Author Yaron Been
Published 13 Jul 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/5963/5963.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

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

  4. 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. 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.

Frequently asked questions

What does Extract & analyze competitor backlink data with Bright Data MCP & GPT do?

This workflow contains community nodes that are only compatible with the self hosted version of n8n. This workflow automatically analyzes competitor backlink profiles to understand their link build...

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 Market Research, AI Summarization use case.