James "Jimmy" Chance is a clueless 24-year-old who impregnates a serial killer during a one-night-stand. Earning custody of his daughter after the mother is sentenced to death, Jimmy relies on his oddball but well-intentioned family for support in raising the child.

A bullied teen stumbles into possession of a top-secret government formula that turns his dog invisible and gives it the power of speech.