American Dad: Season 5, Episode 17

5 - 17: An Incident at Owl Creek

In preparation for a neighborhood pool party, Stan tells his family to get in tip-top shape. But when an accident ruins the Smith family name, a humiliated Stan fakes his family's deaths and moves everyone out of Langley Falls to escape his shame.