Tracking the good doctors for treatment in rural area is a very difficult job, to requiring the rural folk to track all the way to nearby towns or cities. Therefore, Anytime Medical Machine (AMM) requires deployment in rural areas using the AMM with the ability of people to get good doctors on track and take the treatment through the AMM. The doctor provides medicines on prescription for the patients through AMM. This collects details relating to the patient’s Body Temperature, Heart Beat, Height and Weight using Pi Kit. The Patient desires to see a language known to both of them and sending the collected information to the doctor through AMM. Interaction between the doctor and the patient follows using video conferencing it attached with AMM. Finally, the Doctor observes the patient’s sickness and then suggests the appropriate medicine through AMM. The patient's information is uploaded in the cloud server. Admin re-fills the medicines in AMM during the intake timing. This AMM application performance level of the data result proven that the efficiency of 90%. The significance of AMM plays a main role in automation of medicine dispatcher. © 2020 The authors and IOS Press.