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

Yaron BeenYaron Been
623 views
2/3/2026
AI VisionImage AnalysisOpenAI AlternativeHTTP RequestGoogle Gemini
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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

  • Website: https://www.nofluff.online
  • YouTube: https://www.youtube.com/@YaronBeen/videos
  • LinkedIn: https://www.linkedin.com/in/yaronbeen/
  • Get Bright Data: https://get.brightdata.com/1tndi4600b25 (Using this link supports my free workflows with a small commission)

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n8n Workflow: AI-Powered Data Extraction and Analysis

This n8n workflow demonstrates a foundational setup for leveraging AI to process and transform data, specifically focusing on structured output parsing and agent-based operations. While the provided JSON defines a core structure for AI interaction and data manipulation, it serves as a robust starting point for more complex data extraction and analysis tasks.

What it does

This workflow outlines a process for:

  1. Manual Trigger: Initiates the workflow execution manually, allowing for on-demand processing.
  2. Data Preparation (Google Sheets & Edit Fields): Sets up a Google Sheets node (though not directly connected in the provided JSON, it indicates an intention for data input) and an "Edit Fields" (Set) node to prepare or transform incoming data.
  3. Code Execution: Includes a Code node for custom JavaScript logic, enabling advanced data manipulation or conditional processing.
  4. AI Agent Interaction: Utilizes an "AI Agent" (LangChain Agent) node, suggesting the capability to perform complex, multi-step tasks using various tools and models.
  5. OpenAI Chat Model Integration: Connects to an "OpenAI Chat Model" (LangChain LLM) for natural language understanding and generation, serving as the brain for the AI Agent.
  6. Structured Output Parsing: Employs a "Structured Output Parser" (LangChain Output Parser) to extract specific, structured data from the AI model's responses.
  7. Auto-fixing Output Parsing: Includes an "Auto-fixing Output Parser" (LangChain Output Parser) to handle and correct malformed outputs from the AI model, ensuring data quality.
  8. Sticky Note: A helper node for documentation within the workflow itself.

Prerequisites/Requirements

To use this workflow, you will need:

  • n8n Instance: A running n8n instance.
  • OpenAI API Key: For the "OpenAI Chat Model" node. This credential will need to be configured in n8n.
  • Google Sheets Account: If you intend to use the Google Sheets node for data input or output (requires Google Sheets credentials).
  • Basic JavaScript knowledge: For customizing the "Code" node.

Setup/Usage

  1. Import the Workflow:
    • Copy the provided JSON code.
    • In your n8n instance, go to "Workflows" and click "New".
    • Click the "Import from JSON" button (usually a cloud icon with an arrow pointing down) and paste the JSON.
    • Click "Import".
  2. Configure Credentials:
    • Locate the "OpenAI Chat Model" node. Click on it and configure your OpenAI API Key credential.
    • If you plan to use the "Google Sheets" node, configure your Google Sheets credentials.
  3. Customize Nodes:
    • Google Sheets (Node 18): Configure this node to read from or write to your desired Google Sheet, if applicable.
    • Edit Fields (Node 38): Adjust the fields to set or modify based on your data transformation needs.
    • Code (Node 834): Add your custom JavaScript logic here to process data as required.
    • AI Agent (Node 1119): Define the agent's prompt, tools, and behavior according to your specific task (e.g., analyzing backlink data, extracting competitor information).
    • OpenAI Chat Model (Node 1153): Select the desired OpenAI model (e.g., gpt-3.5-turbo, gpt-4) and adjust temperature or other parameters.
    • Structured Output Parser (Node 1179): Define the schema for the structured data you expect from the AI Agent.
    • Auto-fixing Output Parser (Node 1175): This node will work in conjunction with the structured parser to correct any parsing errors.
  4. Connect Nodes: Ensure the nodes are connected in the desired sequence to form your complete data processing pipeline. The provided JSON shows the individual nodes but not their connections, indicating it's a template for further development.
  5. Execute the Workflow: Click "Execute Workflow" on the "Manual Trigger" node to run the workflow.

This workflow provides a flexible foundation for building sophisticated AI-powered data processing solutions within n8n.

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