Linkedin Scrap MCP Server
What is LinkedIn Profile Scraper?
This MCP server connects to LinkedIn's API to retrieve up-to-date profile information including skills, work experience, and other public data. It simplifies data extraction by providing clean JSON output.How to use it?
Simply send a LinkedIn profile URL to the server, and it will return structured data. No complex setup required beyond API key configuration.Use Cases
Ideal for recruiters, HR tools, sales prospecting, and networking applications that need fresh LinkedIn data without manual scraping.Key Features
Real-Time DataFetches the most current LinkedIn profile information available through the API
Fast ProcessingUses asynchronous requests for efficient data retrieval without blocking operations
Secure ConfigurationProtects your API keys through environment variable management
Pros and Cons
Advantages
Provides structured data output ready for applications
No need for manual web scraping or data cleaning
Simple integration through standard MCP protocol
Limitations
Requires RapidAPI subscription for LinkedIn data access
Limited to public profile information only
API usage may be subject to rate limits
Setup Guide
Install requirements
Install Python 3.7+ and required libraries
Configure API key
Set your RapidAPI key in environment variables
Start server
Run the server to begin processing requests
Usage Scenarios
Recruiter Profile LookupHR software automatically enriches candidate records with current LinkedIn data
Sales ProspectingCRM integration pulls prospect details before sales calls
Frequently Asked Questions
Why do I need a RapidAPI key?
What profile fields are available?
How current is the data?
Helpful Resources
RapidAPI LinkedIn Service
Subscribe to the LinkedIn data API service
MCP Framework Docs
Learn about Model Context Protocol
GitHub Repository
Source code and updates
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