Officers raided the house on Suzanne Street on Monday after receiving an anonymous Crimestoppers tip.
During the investigation, officers seized a rifle, nearly a pound of marijuana and drug paraphernalia.
The loaded AK-47 was found under a 2-year-old's bed, police said.
Sergio F. Weeks, 32, and Alysha J. Smith, 25, were both charged.