Windows PowerShell is a powerful command line interface and scripting engine integral to the Windows Server 2012 operating system, allowing users to perform both command line administration and GUI tasks. It utilizes commandlets and supports filtering and output redirection, making it more flexible than traditional command prompts. The document also introduces Windows PowerShell ISE, an enhanced environment for scripting that provides user-friendly features like command auto-population.