Summary
FarmPredict 360 is a full-stack agricultural intelligence web application developed on the MERN stack — MongoDB, Express.js, React.js, and Node.js — extended with a Python FastAPI microservice that integrates LangChain and the Groq large language model API. The platform delivers three core capabilities to farmers, traders, and agribusinesses across Telangana, India. The Crop Advisor module accepts soil nutrient parameters and GPS coordinates, retrieves live weather data from the OpenWeather API, and applies the Llama3-70b large language model to recommend the top three most suitable crops with agronomic justifications, yield estimates, and fertilizer guidance. The Price Forecasting module predicts tomorrow’s minimum and maximum market prices and generates a seven-day forward forecast for a
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