Word Hunt and Anagrams are two popular Game Pigeon games, a platform for playing games with friends over Apple messages. This short project aims to find the optimal board for both games, as defined by the maximum number of points. The challenge lies in the vast search space rendering brute force impossible. To approximate this, a hill climbing approach is used with a Trie to quickly score the boards.