It's the couple's second child — son Stellan is 7 years old. Connelly's first child, 13-year-old Kai, is from her previous relationship with photographer David Dugan.
Agnes was delivered May 31 via home water birth in a birthing pool, as planned. "Everyone is healthy and doing well," says Connelly's publicist. "The family is very excited."