Sounds like a belt, I think my 4Runner does that now for about 15 seconds or so, almost like the belt has to warm up or something.
Now if it's a loud screeching then likely a belt again, they aren't hard to replace and yes do all 3 at the same time they are a bit of a pain in the rear to doubt doable for a home mechanic.
Aaron