The Edge of the World is basically where the ocean ends. It has a similar look to Niagra Falls and is in the west. Flapjack and K'nuckles never really went here though because they just drank to much salt water and had a hallucination.It is based off the idea that the world had a edge.
Flapjack Wiki Harbor