B.O.B = Brotherhood of Bloods.
If you're a B.O.B then you're a blood gang member, the Brotherhood of Bloods is just a way of saying Bloods, but shortened, B.O.B.
B.O.B homie! Fukking with us yo? I'll kill your fukking ass punk! Quit playing with the realest, foo'!