You searched for: “phytophilist
phytophilist (s) (noun), phytophilists (pl)
A collector of plants: Jack loved botany and wanted to have as many kinds of plants, like flowers, shrubs, bushes, and trees, in his garden as possible, and his friends said that he certainly was a phytophilist.