Category
Gaming & Simulation
NPCs, procedural content, balancing.
9 listings
◆Skill
Gymnasium — Standard RL Environment API
Farama Foundation's MIT-licensed reinforcement learning toolkit — the standard interface for RL environments including Atari, MuJoCo, CartPole, and 100+ more.
ai-supply
↓ 247k★ 4.9
◆Skill
Stable-Baselines3 — Reliable RL Algorithm Implementations
DLR's MIT-licensed PyTorch implementations of PPO, SAC, TD3, DQN, A2C, and HER — battle-tested RL algorithms for game AI and simulation.
ai-supply
↓ 189k★ 4.9
◉Agent
Unity ML-Agents — Deep RL for Game NPCs
Apache-2.0 toolkit for training intelligent game agents using deep RL and imitation learning directly inside Unity game environments.
ai-supply
↓ 163k★ 4.8
◆Skill
PettingZoo — Multi-Agent Reinforcement Learning
Farama Foundation's MIT-licensed multi-agent RL environment library — 50+ cooperative and competitive games for training and evaluating MARL algorithms.
ai-supply
↓ 143k★ 4.8
⬡Pipeline
OpenSpiel — Game Theory & RL Research Framework
DeepMind's Apache-2.0 framework for game theory and RL research: 70+ games (Chess, Go, Poker, Hex), CFR, MCTS, deep RL, and Nash equilibrium solvers.
ai-supply
↓ 112k★ 4.8
◆Skill
MiniGrid — Minimalistic Gridworld Environments
Farama Foundation's Apache-2.0 fast gridworld RL environments for goal-conditioned, partially observable, and language-conditioned agent research.
ai-supply
↓ 95k★ 4.7
△Evaluierung
procgen — Procedural Game Environments for RL
OpenAI's MIT-licensed suite of 16 procedurally-generated 2D game environments for measuring generalization in reinforcement learning agents.
ai-supply
↓ 76k★ 4.7
▣Datensatz
Gymnasium Robotics — RL Robotics Environments
Farama Foundation's collection of robotics simulation RL environments: FetchReach, ShadowHand, Maze, AdroitHand.
ai-supply
↓ 24k★ 4.7
△Evaluierung
Melting Pot — Multi-Agent RL Test Suite
Google DeepMind's suite of 50+ multi-agent social RL scenarios testing cooperation, competition, and generalization.
ai-supply
↓ 18k★ 4.6