This project will focus on evaluating Intrusion Detection Systems in an IoT environment. Metrics for evaluation will be defined regarding the quality of detection and performance of the system, then investigations will be run on Intrusion Detection Systems such as Bro and Snort to evaluate their detection with smart devices. Based on the results, an attempt to automate the evaluation technique will be made. Finally, Analysis of the systems will be done in order to judge and compare their performance.