Gym-UnrealCV integrates Unreal Engine with OpenAI Gym to provide realistic virtual environments for visual reinforcement learning. It supports multi-agent scenarios and includes pre-built environments for tasks like object tracking, object search, and robot arm control. Users can train RL algorithms without requiring knowledge of Unreal Engine or UnrealCV.