A large swimming cockroach with segmented sturdy legs and stag beetle-like pincer antennae is what the biggest bug looks like. A bug taxonomically is a member of the Belostomatidae insect family, of which South American water bugs (Lethocerus grandis, L. maximus) are the largest, with total measurements exceeding 3-1/2 inches (9 centimeters).