PettingZoo is an API standard for multi-agent reinforcement learning environments, functioning as a multi-agent extension of the Gymnasium library. It includes diverse environment families such as Atari games, cooperative graphical games, classic board/card games, and cooperative SISL environments. Researchers use this library to train and evaluate multi-agent systems using a consistent API across different environments.