swarmopt and swarms-pytorch

These are competitors offering overlapping swarm optimization implementations—SioKCronin/swarmopt appears to be a lightweight general-purpose optimizer while kyegomez/swarms-pytorch is a more feature-rich PyTorch-based alternative with multiple algorithm variants, so users would typically choose one based on whether they need PyTorch integration and algorithm breadth versus simplicity.