1.Human-Agent-Society / reef
Infrastructure for continually self‑improving agents
+444 stars
from 7,346 · score 6.10
Trending repositories
Ranked by Attention Score: stars gained over the last 30 complete days
47 repositories by Attention Score · Oct 5, 2026 – Nov 3, 2026 (UTC)
2.AI4Finance-Foundation / FinRL
FinRL®: Financial Reinforcement Learning. 🔥
- deep-reinforcement-learning
- drl-trading-agents
- stock-trading
- drl-algorithms
- pythorch
- tensorflow2
- +8 more
+442 stars
from 16,532 · score 6.09
3.RUC-NLPIR / Agent-World
The official code of Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence
+219 stars
from 4 · score 5.39
4.Farama-Foundation / Gymnasium
A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
+163 stars
from 12,604 · score 5.10
5.vwxyzjn / cleanrl
High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)
- wandb
- reinforcement-learning
- pytorch
- python
- gym
- machine-learning
- +10 more
+158 stars
from 10,475 · score 5.07
6.Unity-Technologies / ml-agents
The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
- reinforcement-learning
- unity3d
- deep-learning
- unity
- deep-reinforcement-learning
- neural-networks
- +1 more
+114 stars
from 19,704 · score 4.74
7.DLR-RM / stable-baselines3
PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
- reinforcement-learning
- reinforcement-learning-algorithms
- machine-learning
- gym
- openai
- baselines
- +8 more
+108 stars
from 13,850 · score 4.69
8.tensortrade-org / tensortrade
An open source reinforcement learning framework for training, evaluating, and deploying robust trading agents.
+75 stars
from 7,181 · score 4.33
9.learnsyslab / gym-pybullet-drones
PyBullet Gymnasium environments for single and multi-agent reinforcement learning of quadcopter control
- pybullet
- crazyflie
- robotics
- reinforcement-learning
- quadrotor
- control
- +8 more
+51 stars
from 2,147 · score 3.95
10.thu-ml / tianshou
An elegant PyTorch deep reinforcement learning library.
- pytorch
- policy-gradient
- dqn
- double-dqn
- a2c
- ddpg
- +13 more
+47 stars
from 10,999 · score 3.87
11.evilsocket / pwnagotchi
(⌐■_■) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning.
- ai
- deep-reinforcement-learning
- wpa-psk
- handshakes
- bettercap
- deep-learning
- +1 more
+36 stars
from 9,212 · score 3.61
12.Farama-Foundation / PettingZoo
A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities
- api
- gymnasium
- multi-agent-reinforcement-learning
- reinforcement-learning
- multiagent-reinforcement-learning
+28 stars
from 3,522 · score 3.37
13.Farama-Foundation / HighwayEnv
A collection of environments for autonomous driving and tactical decision-making tasks
- reinforcement-learning
- autonomous-driving
- gymnasium-environment
+22 stars
from 3,319 · score 3.14
14.openai / baselines
OpenAI Baselines: high-quality implementations of reinforcement learning algorithms
+21 stars
from 16,755 · score 3.09
15.PWhiddy / PokemonRedExperiments
Playing Pokemon Red with Reinforcement Learning
+21 stars
from 7,909 · score 3.09
16.google / dopamine
Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
- rl
- ml
- ai
- tensorflow
+18 stars
from 10,913 · score 2.94
+16 stars
from 1,429 · score 2.83
18.huseinzol05 / Stock-Prediction-ModelsArchived
Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations
- lstm
- lstm-sequence
- evolution-strategies
- stock-prediction-models
- seq2seq
- trading-bot
- +9 more
+15 stars
from 9,494 · score 2.77
19.learnsyslab / safe-control-gym
PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL
- gym
- pybullet
- reinforcement-learning
- control
- safety
- quadrotor
- +6 more
+15 stars
from 917 · score 2.77
20.google-deepmind / acme
A library of reinforcement learning components and agents
+13 stars
from 4,070 · score 2.64
21.Farama-Foundation / ViZDoom
Reinforcement Learning environments based on the 1993 game Doom :godmode:
- deep-learning
- reinforcement-learning
- python
- vizdoom
- doom
- examples
- +2 more
+13 stars
from 2,096 · score 2.64
22.microsoft / CyberBattleSim
An experimentation and research platform to investigate the interaction of automated agents in an abstract simulated network environments.
+12 stars
from 1,793 · score 2.56
23.VowpalWabbit / vowpal_wabbit
Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.
- c-plus-plus
- machine-learning
- online-learning
- contextual-bandits
- reinforcement-learning
- active-learning
- +2 more
+10 stars
from 8,723 · score 2.40
24.ddbourgin / numpy-ml
Machine learning, in numpy
- machine-learning
- neural-networks
- topic-modeling
- gaussian-mixture-models
- hidden-markov-models
- gradient-boosting
- +13 more
+9 stars
from 16,316 · score 2.30
25.facebookresearch / ReAgent
A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
+8 stars
from 3,718 · score 2.20
26.Yvictor / TradingGym
Trading and Backtesting environment for training reinforcement learning agent or simple rule base algo.
- trading
- python
- reinforcement-learning
- trading-bot
- trading-platform
- trading-simulator
- +4 more
+8 stars
from 1,920 · score 2.20
27.HumanCompatibleAI / imitation
Clean PyTorch implementations of imitation and reward learning algorithms
- reward-learning
- inverse-reinforcement-learning
- imitation-learning
- gymnasium
+8 stars
from 1,804 · score 2.20
28.sail-sg / envpool
C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
- reinforcement-learning
- parallel-processing
- cpp17
- pybind11
- reinforcement-learning-environments
- threadpool
- +10 more
+8 stars
from 1,525 · score 2.20
29.openai / gymArchived
A toolkit for developing and comparing reinforcement learning algorithms.
+7 stars
from 37,223 · score 2.08
30.devsisters / DQN-tensorflow
Tensorflow implementation of Human-Level Control through Deep Reinforcement Learning
+6 stars
from 2,586 · score 1.95
31.nicrusso7 / rex-gym
OpenAI Gym environments for an open-source quadruped robot (SpotMicro)
- openai-gym
- openai-gym-environments
- robotics
- tensorflow
- python3
- pybullet
- +14 more
+6 stars
from 1,101 · score 1.95
32.Toni-SM / skrl
Modular Reinforcement Learning (RL) library (implemented in PyTorch, JAX, and NVIDIA Warp) with support for Gymnasium/Gym, NVIDIA Isaac Lab, MuJoCo Playground and other environments
- reinforcement-learning
- python
- deep-learning
- gym
- gymnasium
- machine-learning
- +8 more
+6 stars
from 1,096 · score 1.95
33.tensorlayer / TensorLayer
Deep Learning and Reinforcement Learning Library for Scientists and Engineers
+5 stars
from 7,381 · score 1.79
34.SerpentAI / SerpentAIArchived
Game Agent Framework. Helping you create AIs / Bots that learn to play any game you own!
- python
- video-games
- artificial-intelligence
- machine-learning
- computer-vision
- framework
- +1 more
+5 stars
from 6,985 · score 1.79
35.takuseno / d3rlpy
An offline deep reinforcement learning library
- deep-reinforcement-learning
- deep-learning
- pytorch
- offline-rl
+5 stars
from 1,683 · score 1.79
+4 stars
from 2,275 · score 1.61
37.kh-kim / stock_market_reinforcement_learning
This project provides a stock market environment using OpenGym with Deep Q-learning and Policy Gradient.
+4 stars
from 796 · score 1.61
38.opendilab / DI-engine
OpenDILab Decision AI Engine. The Most Comprehensive Reinforcement Learning Framework B.P.
- reinforcement-learning
- multiagent-reinforcement-learning
- self-play
- imitation-learning
- inverse-reinforcement-learning
- exploration-exploitation
- +14 more
+3 stars
from 3,644 · score 1.39
+2 stars
from 3,578 · score 1.10
40.tensorflow / agents
TF-Agents: A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning.
- reinforcement-learning
- tensorflow
- contextual-bandits
- bandits
- multi-armed-bandits
- tf-agents
- +2 more
+2 stars
from 3,028 · score 1.10
41.ZhengyaoJiang / PGPortfolio
PGPortfolio: Policy Gradient Portfolio, the source code of "A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem"(https://arxiv.org/pdf/1706.10059.pdf).
+2 stars
from 1,852 · score 1.10
42.flow-project / flow
Computational framework for reinforcement learning in traffic control
- reinforcement-learning
- traffic-control
- benchmark
- autonomous
- vehicle-control
- sumo
+2 stars
from 1,189 · score 1.10
43.Kismuz / btgym
Scalable, event-driven, deep-learning-friendly backtesting library
- reinforcement-learning
- deep-reinforcement-learning
- gym-environment
- openai-gym
- backtesting-trading-strategies
- algorithmic-trading-library
- +12 more
+2 stars
from 1,034 · score 1.10
44.keras-rl / keras-rl
Deep Reinforcement Learning for Keras.
+1 stars
from 5,547 · score 0.69
+1 stars
from 3,129 · score 0.69
46.openai / roboschoolArchived
DEPRECATED: Open-source software for robot simulation, integrated with OpenAI Gym.
+1 stars
from 2,169 · score 0.69
47.StanfordVL / GibsonEnv
Gibson Environments: Real-World Perception for Embodied Agents
- computer-vision
- robotics
- simulator
- sim2real
- deep-learning
- deep-reinforcement-learning
- +4 more
+1 stars
from 947 · score 0.69