SkyGuard: Flight Path Anomaly Detection System addresses the critical need for real-time monitoring and anomaly detection in commercial flight paths to enhance aviation safety. With the ever-increasing number of flights and complex air traffic, identifying deviations from expected flight patterns is crucial to preventing accidents and ensuring efficient airspace management. Using advanced LSTM-based and Isolation forest models, SkyGuard analyzes flight parameters such as azimuth, speed, and heading to detect irregular behaviors that could indicate safety hazards, system failures, or unauthorized deviations. Beyond commercial safety, the system can also identify enemy aircraft deviating from normal flight paths, providing an additional layer of security and early threat detection. By delivering timely alerts, SkyGuard empowers aviation authorities and airlines to take proactive measures, mitigating risks and safeguarding the skies.