The IOT framework develop for forecasting and prediction model for agriculture mo9nitoring system using python code. this paper represents the IOT based hybrid model and working system for monitoring agriculture along with crops production system. the various IOT devices. raspberry PI controller works with various IOT devices using satellite system for monitoring crops production system using sensor and diode devices. This hybrid system is known as embedded system. the python code performs the working environment for all embedded devices with connected controller, sensor mode representation. This paper presents various embedded system working using with satellite monitoring for agriculture crops production endowment. Index Terms: embedded system, furcating system, raspberry PI controller, python, prediction model, methodology, etc.