The document recommends using the command line interface because it looks impressive, is powerful, has historical significance, and promotes discipline. Using the command line interface allows users to perform many tasks with just one command, handle text efficiently with tools like awk, sed, and grep, and takes users back to a more procedural style of computing that requires logic and precision.