Google has surpassed Yahoo to become the most popular Web site in the United States, according to comScore Inc.’s rankings by the number of unique monthly visitors.

Google Inc. has long been the Internet’s leader in search, but its audience has trailed Yahoo Inc.’s when counting other services such as e-mail and photo sharing.

April’s numbers, which Internet tracking firm comScore plans to formally release Thursday, show Google on top for the first time.