Sponsored by Deepsite.site

MarketScope AI: Healthcare Product Analytics

Created By
BigDataTeam58 months ago
This is our final project , in this we have utlized langgraph coupled with various mcp server mounted of fastapi using fastmcp to create mutlifaceted application for healthcare vendor to make them understand more about their product performance and provide suggestions and strategies
Content

MarketScope AI: Healthcare Product Analytics

MarketScope AI is an intelligent analytics platform that helps you understand and analyze different healthcare market segments using advanced AI and natural language processing.

Features

  • Market Segmentation Analysis - Analyze and understand different healthcare market segments
  • Strategic Query Optimization - Get optimized answers to your strategic questions
  • Product Comparison - Compare products across different segments
  • Sales & Marketing Analysis - Upload your sales data for AI-powered insights

Getting Started

Prerequisites

  • Python 3.8 or higher
  • Required packages (installed automatically when following the setup instructions)

Setup and Running

diagram-export-4-18-2025-2_51_50-PM

Simple Method

Run the simplified starter script:

python run_servers.py

This will:

  1. Check for required packages and install them if needed
  2. Start the API server
  3. Start the Streamlit frontend
  4. Provide you with the URL to access the application

Manual Setup

  1. Install dependencies:
pip install -r requirements.txt
  1. Start the API server:
python api/main.py
  1. Start the Streamlit frontend:
streamlit run frontend/app.py

Project Structure

  • api/ - FastAPI backend server
  • frontend/ - Streamlit user interface
  • mcp_servers/ - Model Context Protocol (MCP) servers for different functionalities
  • agents/ - AI agents for analysis
  • config/ - Application configuration

Healthcare Segments

The platform supports analysis across these healthcare segments:

  • Diagnostic Segment
  • Supplement Segment
  • OTC Pharmaceutical Segment
  • Fitness Wearable Segment
  • Skin Care Segment

Data Analysis

To analyze your sales data:

  1. Select your segment from the sidebar
  2. Go to Sales & Marketing Analysis page
  3. Upload your CSV file or use the sample data
  4. Click "Analyze Data"

RAG for Marketing Knowledge

MarketScope includes a Retrieval Augmented Generation (RAG) system that provides access to marketing knowledge from Philip Kotler's Marketing Management book:

  1. Go to the Query Optimization page
  2. Enter your marketing question
  3. The system will retrieve relevant sections from the book
  4. Get tailored marketing strategies for your specific segment

-## MCP SERVER:

Troubleshooting

If you encounter issues:

  • Check that all required dependencies are installed
  • Verify that no other applications are using the required ports (8000-8004, 8501)
  • Ensure your environment variables are properly set up
  • Check the application logs for specific error messages

CodeLabs

https://codelabs-preview.appspot.com/?file_id=1_936snjPYvoj-RmfO5Vcm2G8xzjVTv0XGRy5wHlFiCo/edit?pli=1&tab=t.0#0

License

MIT License

Recommend Servers
TraeBuild with Free GPT-4.1 & Claude 3.7. Fully MCP-Ready.
Zhipu Web SearchZhipu Web Search MCP Server is a search engine specifically designed for large models. It integrates four search engines, allowing users to flexibly compare and switch between them. Building upon the web crawling and ranking capabilities of traditional search engines, it enhances intent recognition capabilities, returning results more suitable for large model processing (such as webpage titles, URLs, summaries, site names, site icons, etc.). This helps AI applications achieve "dynamic knowledge acquisition" and "precise scenario adaptation" capabilities.
Visual Studio Code - Open Source ("Code - OSS")Visual Studio Code
Howtocook Mcp基于Anduin2017 / HowToCook (程序员在家做饭指南)的mcp server,帮你推荐菜谱、规划膳食,解决“今天吃什么“的世纪难题; Based on Anduin2017/HowToCook (Programmer's Guide to Cooking at Home), MCP Server helps you recommend recipes, plan meals, and solve the century old problem of "what to eat today"
WindsurfThe new purpose-built IDE to harness magic
MCP AdvisorMCP Advisor & Installation - Use the right MCP server for your needs
CursorThe AI Code Editor
Playwright McpPlaywright MCP server
Amap Maps高德地图官方 MCP Server
DeepChatYour AI Partner on Desktop
Context7Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors
Serper MCP ServerA Serper MCP Server
BlenderBlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender. This integration enables prompt assisted 3D modeling, scene creation, and manipulation.
ChatWiseThe second fastest AI chatbot™
Baidu Map百度地图核心API现已全面兼容MCP协议,是国内首家兼容MCP协议的地图服务商。
Jina AI MCP ToolsA Model Context Protocol (MCP) server that integrates with Jina AI Search Foundation APIs.
AiimagemultistyleA Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's Stable Diffusion model.
MiniMax MCPOfficial MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.
Tavily Mcp
TimeA Model Context Protocol server that provides time and timezone conversion capabilities. This server enables LLMs to get current time information and perform timezone conversions using IANA timezone names, with automatic system timezone detection.
EdgeOne Pages MCPAn MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.