A better alternative exists

Purple Rooms Rhyme Now beats this hands-down, with a more complete dictionary, the ability to sort by how common the rhyming words are, and a pile of other ways to explore the word list.

Not deleting yet, in case a future update makes this more useful.

Benilava Software about Perfect Rhyme