Auto Maple is a Python-based autonomous agent that plays the 2D MMORPG MapleStory by interpreting game visuals and simulating key presses. It uses TensorFlow for machine learning components and OpenCV template matching to track player position via the minimap. The system employs a quadtree-based layout structure with A* search to calculate optimal navigation paths, and uses community-created command books and routines to execute character actions.