Holyhead coastguard said the jeans, T-shirt and hooded top were found at Newry Beach at 06:53 GMT on Thursday with the cigarettes inside the jeans.
North Wales Police are also involved in the search along with coastguards and the Holyhead inshore lifeboat.
Coastguards said the search was fully under way now that it is light.
