I've been using "Super T" from Lee Valley, seems to be really good stuff. Comes in one or two ounce bottles. But you can't go wrong with brand names like Loctite or Titebond either.
The stuff at Lee Valley comes in 3 different viscosities as well, from watery (called "Hot Stuff") to syrupy (called "Special T").