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LangChain MCP Servers

Created By
Aryaman458 months ago
Content

LangChain MCP Servers

A powerful, multi-server application that integrates LangChain with multiple servers to solve math problems, perform searches, and fetch weather data. This project uses FastAPI and LangChain for seamless communication and AI-powered functionality. The backend can dynamically connect to different servers for varied purposes, making it flexible and easy to extend.

Project Overview

LangChain MCP Servers is a multi-functional server setup that allows interaction with different services such as:

  • Math Solver: Solve math problems programmatically.
  • Search Server: Perform search queries and get AI-generated answers.
  • Weather Server: Fetch weather details based on user location.

The application uses LangChain for leveraging OpenAI's GPT models, and it allows dynamic connections to different servers, making it highly customizable.

Key Features:

  • Dynamic connection to multiple servers (e.g., search, math, weather).
  • Support for user-defined prompts.
  • Integration with OpenAI's GPT-4 model for generating responses.
  • Utilizes server-sent events (SSE) for real-time communication with backend services.

Technologies Used

  • FastAPI: For creating the server endpoints and managing the services.
  • LangChain: For seamless integration with OpenAI's GPT model.
  • SSE (Server-Sent Events): For real-time communication between the client and server.
  • OpenAI GPT-4: Used for generating responses based on the user's prompts.

Prerequisites

Before you begin, make sure you have the following installed:

  • Python 3.8 or later
  • Git
  • A virtual environment manager (e.g., venv, conda)

Environment Variables

This project requires an OpenAI API key. Set it up in your environment by creating a .env file with the following content:

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