Putting screws into stucco is similar to mounting screws to masonry or brick. However, if driven directly into the stucco, the screw may fall out over time. That is why it is best to drill slowly into the stucco to keep it from chipping. Only afterward should you screw the anchor in the pre-drilled hole.