Using the libraries OpenCV and FFmpeg, visual recognition software is being designed to analyze neurosurgery video in an automated fashion. An algorithm is designed to split up neurosurgery video according to certain visual cues. Metadata is modified to identify the video clips that are designated to be saved and the ones that are designated to be deleted.