What is "pipe dope"?
Pipe joint compound or thread sealant.  Should be near soldering stuff, plumbers putty, PVC Glue, Teflon tape, etc.  Comes in a tube or plastic jar.

http://www.homedepot.com/p/Oatey-8-oz-Pipe-Joint-Compound-154202/100204007