HarshavardhanaNaganagoudar/Business-Location-Scouter

🚀 Business Location Scouter

✨ Business Location Scouter is an MCP server that identifies and ranks the best locations to open a business.

🌍 Overview

This project identifies the best city for business by combining real-time search intelligence, macroeconomic indicators, cost metrics, talent availability, and qualitative signals.

The result:

• 👉 A ranked list of cities
• 👉 A short business recommendation summary

Perfect for: startups, franchises, investors, consultants, and anyone who needs clear, data-backed expansion decisions.

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✨ Key Features

🔎 Real-Time Intelligence

• Integrates with Tavily Search API for immediate, context-rich insights
• Gathers tourism demand, economic vibrancy, and business activity signals

📊 Multi-Signal Scoring Engine

• Weighted scoring using:
• Business density & economic activity
• Tourism flow & food culture signals
• Cost of operations
• Competition trends
• Talent availability

🧠 AI-Powered Insights (Claude/OpenAI compatible)

• Summarizes findings for each country/city
• Produces a consolidated opportunity overview

🛠️ Extendable Architecture

• Drop in new cities or data sources
• Adjust weights per industry
• Plug in Claude, OpenAI, Groq, or local LLMs
• Export results to HTML, PDF (optional), or API

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📺 Demo Video

🎥 Watch the Demo on YouTube

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How to use it

• Edit the claude config file to add the below and save it.

{
  "mcpServers": {
    "gradio": {
      "command": "npx",
      "args": [
        "mcp-remote",
        "https://mcp-1st-birthday-business-location-scouter.hf.space/gradio_api/mcp/sse"
      ]
    }
  }
}

• Once the MCP server is integrated into the Claude, then in the Claude UI enable the tools.
• Example prompt to use on MCP client claude: Example prompt to use on claude: i want to open a bakery in sweden, can you first scout the places and then rank them and then based on that only give me top 3

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