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1. Farama-Foundation/PettingZoo Farama-Foundation/PettingZoo Public

   An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities

   Python 3.2k 465

2. Farama-Foundation/Gymnasium Farama-Foundation/Gymnasium Public

   An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

   Python 11k 1.2k

3. Farama-Foundation/MAgent2 Farama-Foundation/MAgent2 Public

   An engine for high performance multi-agent environments with very large numbers of agents, along with a set of reference environments

   C++ 315 55