The command line interface (CLI) serves as a text-based user interface that allows users to interact with the computer system through commands. Its purpose includes performing tasks efficiently, executing scripts, and managing files without the graphical overhead that comes with a graphical user interface (GUI). Advanced users often prefer CLI for its speed and flexibility in automation, making it valuable for programming, system administration, and various technical operations.