I was recently doing some PowerShell work, and being a newbie I was stuck.  The issue was I could only see a portion of the available commands.  None of the SharePoint related commands I needed were present. 

To rectify, I merely navigated Start –> Administrative Tools –> Windows PowerShell Modules.  Once I did this the necessary cmdlets were available.