The cleanup event aims to improve water quality and protect wildlife habitats in the Potomac River, which supplies drinking water to over five million people.

Even through gray clouds and drizzle on Wednesday afternoon, it wasn’t hard to spot action on the Potomac River as water taxis floated by and a few ducks drifted side by side.“It’s clean. It looks clean!” said Diane Fisher, visiting...