FAQ: Will the 5'→3' flap endonuclease activity of Taq DNA Polymerase degrade primers?

No. The exonuclease will only degrade double stranded DNA that it encounters while extending a DNA fragment. It will degrade a secondary primer if bound to the same strand (e.g. a mutagenesis primer).