The Autonomous Mobile Robot Algorithms (AMORA) project aims to enable our Pioneer 3 robots to perform simple tasks autonomously. In order to do so, we plan to integrate state-of-the-art algorithms in path planning, navigation, SLAM, object recognition and others within the ROS framework.