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LinkedIn Web Scraping with Bright Data MCP Server & Google Gemini

Configured with Aggregate, Function, HTTP Request, Information Extractor, and additional nodes. Review the connections and setup before adapting this template.

Download workflow JSONView files on GitHub ↗18 nodes · MIT
Workflow preview
TriggerWhen clicking ‘Testworkflow’Manual TriggerTransformSet the URLsEdit FieldsIntegrationBright Data MCP ClientFor LinkedIn PersonMcp ClientIntegrationList all tools forBright DataMcp ClientIntegrationBright Data MCP ClientFor LinkedIn CompanyMcp ClientTransformSet the LinkedInCompany URLEdit FieldsWeb / APIWebhook for LinkedInCompany Web ScraperHTTP RequestAI & modelsLinkedIn Data ExtractorInformation ExtractorAI & modelsGoogle Gemini ChatModelLM Chat Google GeminiIntegrationList all availabletools for Bright DataMcp ClientCodeCodeCodeTransformMergeMergeTransformAggregateAggregateCodeCreate a binary datafor LinkedIn person…FunctionFiles / mediaWrite the LinkedInperson info to diskRead Write FileCodeCreate a binary datafor LinkedIn company…FunctionFiles / mediaWrite the LinkedIncompany info to diskRead Write FileWeb / APIWebhook for LinkedInPerson Web ScraperHTTP Request

Node categories in this workflow

  • Trigger
  • Transform
  • Integration
  • Web / API
  • AI & models
  • Code
  • Files / media

Icons describe general node roles, inferred from node types. Inspect the parameters for the configured action.

Drag to pan; use + and − to zoom. Reconstructed from the exported node positions; nothing runs here. Dashed lines represent non-main connections. Full node names and notes appear below.

How it works

The exported workflow contains the following configured nodes. Their connections are shown above; inspect the JSON for the complete logic, expressions, and external actions.

Workflow node names, types, and operations
NodeCategoryTypeOperation
When clicking ‘Test workflow’TriggerManual TriggerSee node parameters
Set the URLsTransformEdit FieldsSee node parameters
Bright Data MCP Client For LinkedIn PersonIntegrationMcp ClientexecuteTool
List all tools for Bright DataIntegrationMcp ClientSee node parameters
Bright Data MCP Client For LinkedIn CompanyIntegrationMcp ClientexecuteTool
Set the LinkedIn Company URLTransformEdit FieldsSee node parameters
Webhook for LinkedIn Company Web ScraperWeb / APIHTTP RequestSee node parameters
LinkedIn Data ExtractorAI & modelsInformation ExtractorSee node parameters
Google Gemini Chat ModelAI & modelsLM Chat Google GeminiSee node parameters
List all available tools for Bright DataIntegrationMcp ClientSee node parameters
CodeCodeCodeSee node parameters
MergeTransformMergeSee node parameters
AggregateTransformAggregateSee node parameters
Create a binary data for LinkedIn person info extractCodeFunctionSee node parameters
Write the LinkedIn person info to diskFiles / mediaRead Write Filewrite
Create a binary data for LinkedIn company info extractCodeFunctionSee node parameters
Write the LinkedIn company info to diskFiles / mediaRead Write Filewrite
Webhook for LinkedIn Person Web ScraperWeb / APIHTTP RequestSee node parameters

Setup

  1. Download the JSON and import it into an isolated n8n instance. Leave the workflow inactive.
  2. Connect your own credentials through n8n’s credential store. Replace REPLACE_WITH_* values with your resource identifiers.
  3. Inspect API destinations, Code nodes, database queries, file paths, and outbound actions.
  4. Run with synthetic data and harmless destinations. Enable triggers only after checking the actual outputs.

Requirements

An n8n instance with the listed node types and compatible versions. Service-connected workflows may require accounts, credentials, or paid APIs.

Credential types declared in the source

  • googlePalmApi
  • mcpClientApi

Workflow notes

Bright Data MCP Client For LinkedIn Person

Scrape a single webpage URL with advanced options for content extraction and get back the results in MarkDown language.

LinkedIn Web Scraping with Bright Data MCP Server & Google Gemini

LinkedIn Web Scraping with Bright Data MCP Server & Google Gemini

Purpose and structure

This folder contains the LinkedIn Web Scraping with Bright Data MCP Server & Google Gemini workflow. Its executable nodes use aggregate, code, function, httpRequest, informationExtractor, lmChatGoogleGemini, manualTrigger, mcpClient, merge, readWriteFile, set. The table and connection map below are derived from the JSON, not an inferred guarantee of behavior.

Setup

Import inactive. Configure your own credentials and replace REPLACE_WITH_* values. Review external destinations and Code nodes before running.

Entry points

When clicking ‘Test workflow’

Verification

Sanitized source candidate; not runtime-tested. This overview is generated from node metadata. Read the folder README for the connection map, credential types, and license.

Attribution

https://github.com/Zie619/n8n-workflows/blob/94007c1445d9258a7da116646b79473e7c7c3282/workflows/Code/1402_Code_Manual_Automation_Webhook.json MIT; preserve source notices.

Canvas section labels

These name areas of the original canvas; they do not include explanatory instructions.

  • Bright Data LinkedIn Person Scraper
  • Bright Data LinkedIn Company Scraper

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