The one that I have with me. In all seriousness, I haved attempted to become familiar with all weapons that may be at my disposal, ranging from an MP5 to my duty weapon.
For a boat anchor, my 4506 is the one that works the best, and my 442 that backs it up. Rifle wise, my AR 15 and my PSS. And don't forget the good old 870.