OpenAI Gym is a Python library that provides a standard API for developing and comparing reinforcement learning algorithms. The library offers a collection of environments for testing RL algorithms, but development has moved to Gymnasium, a drop-in replacement. Gym includes environments like CartPole and MuJoCo simulations, supports Python 3.7-3.10, and has become the field standard for RL environment interaction.