Runescape has been a game near and dear to my heart since I was a child. Though I do not actively play anymore, it still functions as an interesting programming project substrate. Most recently, I created a bot that automatically executes trades on the Grand Exchange in order to conduct market making via common machine learning techniques. This blog post will explain the individual components of the bot, the various trading algorithms used, and the results of an experiment comparing the various trading algorithms’ performance.