Mediary Scout manages movie and television libraries stored in supported cloud drives. An LLM agent searches configured sources, selects candidates using quality and subtitle preferences, transfers files, and checks the resulting library. It tracks missing episodes and runs scheduled searches to fill gaps. Users can run a Windows or macOS desktop application or deploy the service themselves with Docker.