CTRL-F-VIDEO is an open-source project that enables users to search for specific words or phrases within YouTube videos through a Chrome extension. It utilizes OpenAI's Whisper model to transcribe audio to text and highlights matching terms on the video timeline, helping users save time when looking for information.