LinkedIn Profile Data Mining Server enables automated discovery, extraction, and enrichment of LinkedIn professional profiles. It combines web scraping with AI-powered search and contact data enrichment to build comprehensive professional databases. Key features of LinkedIn Profile Data Mining Server: - Google Custom Search API integration with AI-powered query expansion using GPT-4o mini for discovering relevant profiles globally - Direct LinkedIn scraping with Nubela Proxycurl API fallback for extracting structured profile data including names, companies, job titles, descriptions, and follower counts - Apollo.io integration for contact enrichment with validated email addresses, phone numbers, and detailed company information - Support for multiple LLMs including OpenAI, Gemini, OpenRouter, and Ollama for profile summarization, relevance scoring, and query optimization - Persistent SQLite storage with automatic duplicate prevention and CSV export capabilities for CRM integration

LinkedIn Profile Data Mining MCP Server

A comprehensive Model Context Protocol (MCP) server for LinkedIn profile data mining, search, and contact information enrichment. This server integrates all the powerful features from the original data mining tool into an MCP-compatible interface.

Features

🔍 Advanced Search Capabilities

📊 Profile Data Extraction

📞 Contact Information Enrichment

🤖 AI-Powered Features

💾 Data Management

Installation

1. Clone or navigate to the server directory:

   cd smithery-servers/profile-searcher
   

2. Install dependencies:

   npm install
   

3. Configure API keys:

   # Copy the example configuration file
   cp .env.example .env
   
   # Edit .env with your API keys
   nano .env  # or use your preferred editor
   

4. Start the development server:

   npm run dev
   

🔑 API Keys Configuration

📋 See CONFIGURATION.md for detailed setup instructions

Quick Setup:

Environment Variables (.env file):

APOLLO_API_KEY=your_apollo_api_key_here
OPENAI_API_KEY=sk-your_openai_api_key_here
NUBELA_API_KEY=your_nubela_api_key_here
DEBUG=false

For Claude Desktop (claude_desktop_config.json):

{
  "mcpServers": {
    "profile-searcher": {
      "command": "node",
      "args": ["/path/to/smithery-servers/profile-searcher/dist/index.js"],
      "env": {
        "APOLLO_API_KEY": "your_apollo_api_key_here",
        "OPENAI_API_KEY": "sk-your_openai_api_key_here"
      }
    }
  }
}

Available Tools

1. search_linkedin_profiles

Parameters:

Example:

{
  "keywords": "AI podcast host",
  "num_results": 10
}

2. extract_profile_data

Parameters:

Example:

{
  "urls": [
    "https://www.linkedin.com/in/example-profile",
    "https://www.linkedin.com/in/another-profile"
  ],
  "include_contact_info": true
}

3. mine_linkedin_data

Parameters:

Example:

{
  "keywords": "blockchain developer",
  "num_results": 25,
  "export_csv": true,
  "csv_filename": "blockchain_developers.csv"
}

4. get_contact_info

Parameters:

Example: ```json { "person_name": "