Your gonna want too get a specific tape called artists tape it'll be in the paint/brushes isle. Not sure about Michael's, though Napa valley art supplies store on California Blvd has multiple grades of that tape some being more effective than other for keeping your edges clean some are easier too remove without tearing the watercolor paper.
Mary how long do you want to hold it for, the paper?
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