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awesome-robotics-libraries

:sunglasses: A curated list of robotics libraries and software
https://github.com/jslee02/awesome-robotics-libraries

Last synced: about 9 hours ago
JSON representation

  • [Libraries](#awesome-robotics-libraries)

    • [Dynamics Simulation](#awesome-robotics-libraries)

      • OpenRAVE - 3.0 | [github](https://github.com/rdiankov/openrave) | ![openrave](https://img.shields.io/github/stars/rdiankov/openrave.svg?style=flat&label=Star&maxAge=86400) |
      • Simbody - 2.0 | [github](https://github.com/simbody/simbody.git) | ![simbody](https://img.shields.io/github/stars/simbody/simbody.svg?style=flat&label=Star&maxAge=86400) |
      • ARCSim
      • Bullet
      • CHRONO::ENGINE - 3-Clause | [github](https://github.com/projectchrono/chrono) | ![chrono](https://img.shields.io/github/stars/projectchrono/chrono.svg?style=flat&label=Star&maxAge=86400) |
      • DART - 2-Clause | [github](https://github.com/dartsim/dart.git) | ![dart](https://img.shields.io/github/stars/dartsim/dart.svg?style=flat&label=Star&maxAge=86400) |
      • Drake - opt, plan | C++, Matlab | BSD-3-Clause | [github](https://github.com/RobotLocomotion/drake) | ![drake](https://img.shields.io/github/stars/RobotLocomotion/drake.svg?style=flat&label=Star&maxAge=86400) |
      • Flex
      • FROST - 3-Clause | [github](https://github.com/ayonga/frost-dev) | ![ayonga/frost-dev](https://img.shields.io/github/stars/ayonga/frost-dev.svg?style=flat&label=Star&maxAge=86400) |
      • IBDS
      • KDL - 2.1 | [github](https://github.com/orocos/orocos_kinematics_dynamics) | ![orocos_kinematics_dynamics](https://img.shields.io/github/stars/orocos/orocos_kinematics_dynamics.svg?style=flat&label=Star&maxAge=86400) |
      • Klampt - 3-Clause | [github](https://github.com/krishauser/Klampt) | ![Klampt](https://img.shields.io/github/stars/krishauser/Klampt.svg?style=flat&label=Star&maxAge=86400) |
      • LibrePilot - 3.0 | [bitbucket](https://bitbucket.org/librepilot/librepilot), [github](https://github.com/librepilot/LibrePilot) | ![LibrePilot](https://img.shields.io/github/stars/librepilot/LibrePilot.svg?style=flat&label=Star&maxAge=86400) |
      • MBDyn - 2.1 | [download](https://www.mbdyn.org/?Software_Download) | |
      • MBSim - env/mbsim) | ![mbsim-env/mbsim](https://img.shields.io/github/stars/mbsim-env/mbsim.svg?style=flat&label=Star&maxAge=86400) |
      • MBSlib - 3.0 | [github](https://github.com/SIM-TU-Darmstadt/mbslib) | ![mbslib](https://img.shields.io/github/stars/SIM-TU-Darmstadt/mbslib.svg?style=flat&label=Star&maxAge=86400) |
      • Moby - 2.0 | [github](https://github.com/PositronicsLab/Moby) | ![Moby](https://img.shields.io/github/stars/PositronicsLab/Moby.svg?style=flat&label=Star&maxAge=86400) |
      • mrpt - 3-Clause | [github](https://github.com/MRPT/mrpt) | ![mrpt](https://img.shields.io/github/stars/MRPT/mrpt.svg?style=flat&label=Star&maxAge=86400) |
      • MuJoCo
      • mvsim - 3.0 | [github](https://github.com/ual-arm-ros-pkg/mvsim) | ![ual-arm-ros-pkg/mvsim](https://img.shields.io/github/stars/ual-arm-ros-pkg/mvsim.svg?style=flat&label=Star&maxAge=86400) |
      • Newton Dynamics - dynamics) | ![newton-dynamics](https://img.shields.io/github/stars/MADEAPPS/newton-dynamics.svg?style=flat&label=Star&maxAge=86400) |
      • nphysics - 3-Clause | [github](https://github.com/sebcrozet/nphysics) | ![sebcrozet/nphysics](https://img.shields.io/github/stars/sebcrozet/nphysics.svg?style=flat&label=Star&maxAge=86400) |
      • ODE - 2.1 or BSD-3-Clause | [bitbucket](https://bitbucket.org/odedevs/ode) | |
      • OpenRAVE - 3.0 | [github](https://github.com/rdiankov/openrave) | ![openrave](https://img.shields.io/github/stars/rdiankov/openrave.svg?style=flat&label=Star&maxAge=86400) |
      • PhysX
      • PyDy - 3-Clause | [github](https://github.com/pydy/pydy) | ![pydy](https://img.shields.io/github/stars/pydy/pydy.svg?style=flat&label=Star&maxAge=86400) |
      • RBDL
      • RaiSim
      • ReactPhysics3d
      • Rigs of Rods - 3.0 | [github](https://github.com/RigsOfRods/rigs-of-rods) | ![RigsOfRods/rigs-of-rods](https://img.shields.io/github/stars/RigsOfRods/rigs-of-rods.svg?style=flat&label=Star&maxAge=86400) |
      • robosuite - Initiative/robosuite) | ![ARISE-Initiative/robosuite](https://img.shields.io/github/stars/ARISE-Initiative/robosuite.svg?style=flat&label=Star&maxAge=86400) |
      • Robotics Library - 3.0 or BSD-2-Clause | [github](https://github.com/roboticslibrary/rl) | ![rl](https://img.shields.io/github/stars/roboticslibrary/rl.svg?style=flat&label=Star&maxAge=86400) |
      • RobWork - 2.0 | [gitlab](https://gitlab.com/sdurobotics/RobWork) | |
      • siconos - 2.0 | [github](https://github.com/siconos/siconos) | ![siconos](https://img.shields.io/github/stars/siconos/siconos.svg?style=flat&label=Star&maxAge=86400) |
      • SOFA - 2.1 | [github](https://github.com/sofa-framework/sofa) | ![sofa](https://img.shields.io/github/stars/sofa-framework/sofa.svg?style=flat&label=Star&maxAge=86400) |
      • github - research/tiny-differentiable-simulator](https://img.shields.io/github/stars/google-research/tiny-differentiable-simulator.svg?style=flat&label=Star&maxAge=86400) |
      • discrete mechanics
      • inverse kinematics - kinematics))
      • inverse dynamics
      • simultaneous localization and mapping
      • nphysics - 3-Clause | [github](https://github.com/sebcrozet/nphysics) | ![sebcrozet/nphysics](https://img.shields.io/github/stars/sebcrozet/nphysics.svg?style=flat&label=Star&maxAge=86400) |
    • [SLAM](#awesome-robotics-libraries)

      • fiducials - Simultaneous localization and mapping using fiducial markers [[github](http://github.com/UbiquityRobotics/fiducials) ![UbiquityRobotics/fiducials](https://img.shields.io/github/stars/UbiquityRobotics/fiducials.svg?style=flat&label=Star&maxAge=86400)]
      • LSD-SLAM - Real-time monocular SLAM [[github](http://github.com/tum-vision/lsd_slam) ![lsdslam](https://img.shields.io/github/stars/tum-vision/lsd_slam.svg?style=flat&label=Star&maxAge=86400)]
      • DSO - Novel direct and sparse formulation for Visual Odometry [[github](https://github.com/JakobEngel/dso) ![dso](https://img.shields.io/github/stars/JakobEngel/dso.svg?style=flat&label=Star&maxAge=86400)]
      • [github
    • [Vision](#awesome-robotics-libraries)

      • ViSP - Visual Servoing Platform [[github](https://github.com/lagadic/visp) ![lagadic/visp](https://img.shields.io/github/stars/lagadic/visp.svg?style=flat&label=Star&maxAge=86400)]
    • [Fluid](#awesome-robotics-libraries)

      • Fluid Engine Dev - Jet - Fluid simulation engine for computer graphics applications [[github](https://github.com/doyubkim/fluid-engine-dev) ![doyubkim/fluid-engine-dev](https://img.shields.io/github/stars/doyubkim/fluid-engine-dev.svg?style=flat&label=Star&maxAge=86400)]
    • [Inverse Kinematics](#awesome-robotics-libraries)

      • Trip - A python package that solves inverse kinematics of parallel-, serial- or hybrid-robots [[github](https://github.com/TriPed-Robot/TriP) ![TriPed-Robot/TriP](https://img.shields.io/github/stars/TriPed-Robot/TriP.svg?style=flat&label=Star&maxAge=86400)]
    • [Machine Learning](#awesome-robotics-libraries)

      • AllenAct - Python/PyTorch-based Research Framework for Embodied AI [[github](http://github.com/allenai/allenact) ![wichtounet/dll](https://img.shields.io/github/stars/allenai/allenact.svg?style=flat&label=Star&maxAge=86400)]
      • DyNet - The Dynamic Neural Network Toolkit [[github](http://github.com/clab/dynet) ![clab/dynet](https://img.shields.io/github/stars/clab/dynet.svg?style=flat&label=Star&maxAge=86400)]
      • Fido - Lightweight C++ machine learning library for embedded electronics and robotics [[github](http://github.com/FidoProject/Fido) ![FidoProject/Fido](https://img.shields.io/github/stars/FidoProject/Fido.svg?style=flat&label=Star&maxAge=86400)]
      • mlpack - Scalable C++ machine learning library [[github](http://github.com/mlpack/mlpack) ![mlpack/mlpack](https://img.shields.io/github/stars/mlpack/mlpack.svg?style=flat&label=Star&maxAge=86400)]
      • OpenAI Gym - Developing and comparing reinforcement learning algorithms [[github](http://github.com/openai/gym) ![gym](https://img.shields.io/github/stars/openai/gym.svg?style=flat&label=Star&maxAge=86400)]
      • [github - env](https://img.shields.io/github/stars/erlerobot/gym-gazebo.svg?style=flat&label=Star&maxAge=86400)]
      • RLLib - Temporal-difference learning algorithms in reinforcement learning [[github](http://github.com/samindaa/RLLib) ![samindaa/RLLib](https://img.shields.io/github/stars/samindaa/RLLib.svg?style=flat&label=Star&maxAge=86400)]
      • tiny-dnn - Header only, dependency-free deep learning framework in C++14 [[github](http://github.com/tiny-dnn/tiny-dnn) ![tiny-dnn/tiny-dnn](https://img.shields.io/github/stars/tiny-dnn/tiny-dnn.svg?style=flat&label=Star&maxAge=86400)]
    • [Motion Planning and Control](#awesome-robotics-libraries)

      • CuiKSuite - Applications to solve position analysis and path planning problems
      • MoveIt! - Motion planning framework [[github](https://github.com/ros-planning/moveit) ![moveit](https://img.shields.io/github/stars/ros-planning/moveit.svg?style=flat&label=Star&maxAge=86400)]
      • OMPL - Open motion planning library [[bitbucket](https://bitbucket.org/ompl/ompl), [github](https://github.com/ompl/ompl) ![ompl](https://img.shields.io/github/stars/ompl/ompl.svg?style=flat&label=Star&maxAge=86400)]
      • [bitbucket
      • The Kautham Project - A robot simulation toolkit for motion planning [[github](https://github.com/iocroblab/kautham) ![kautham](https://img.shields.io/github/stars/iocroblab/kautham.svg?style=flat&label=Star&maxAge=86400)]
      • towr - A light-weight, Eigen-based C++ library for trajectory optimization for legged robots [[github](https://github.com/ethz-adrl/towr) ![ethz-adrl/towr](https://img.shields.io/github/stars/ethz-adrl/towr.svg?style=flat&label=Star&maxAge=86400)]
      • trajopt - Framework for generating robot trajectories by local optimization [[github](https://github.com/joschu/trajopt) ![joschu/trajopt](https://img.shields.io/github/stars/joschu/trajopt.svg?style=flat&label=Star&maxAge=86400)]
      • Cover-Tree - Cover tree data structure for quick k-nearest-neighbor search [[github](https://github.com/DNCrane/Cover-Tree) ![Cover-Tree](https://img.shields.io/github/stars/DNCrane/Cover-Tree.svg?style=flat&label=Star&maxAge=86400)]
      • Faster cover trees
      • libpointmatcher - Iterative Closest Point library for 2-D/3-D mapping in Robotics [[github](https://github.com/ethz-asl/libpointmatcher) ![ethz-asl/libpointmatcher](https://img.shields.io/github/stars/ethz-asl/libpointmatcher.svg?style=flat&label=Star&maxAge=86400)]
      • OctoMap - Efficient Probabilistic 3D Mapping Framework Based on Octrees [[github](https://github.com/OctoMap/octomap) ![octomap](https://img.shields.io/github/stars/OctoMap/octomap.svg?style=flat&label=Star&maxAge=86400)]
      • PCL - 2D/3D image and point cloud processing [[github](https://github.com/PointCloudLibrary/pcl) ![PointCloudLibrary/pcl](https://img.shields.io/github/stars/PointCloudLibrary/pcl.svg?style=flat&label=Star&maxAge=86400)]
      • Goxel - Free and open source 3D voxel editor [[github](https://github.com/guillaumechereau/goxel) ![guillaumechereau/goxel](https://img.shields.io/github/stars/guillaumechereau/goxel.svg?style=flat&label=Star&maxAge=86400)]
      • cuRobo - A CUDA accelerated library containing a suite of robotics algorithms that run significantly faster. [[github](https://github.com/nvlabs/curobo) ![nvlabs/curobo](https://img.shields.io/github/stars/nvlabs/curobo.svg?style=flat&label=Star&maxAge=86400)]
      • MoveIt! - Motion planning framework [[github](https://github.com/ros-planning/moveit) ![moveit](https://img.shields.io/github/stars/ros-planning/moveit.svg?style=flat&label=Star&maxAge=86400)]
      • nanoflann - Nearest Neighbor search with KD-trees [[github](https://github.com/jlblancoc/nanoflann) ![nanoflann](https://img.shields.io/github/stars/jlblancoc/nanoflann.svg?style=flat&label=Star&maxAge=86400)]
    • [Optimization](#awesome-robotics-libraries)

      • EXOTica - Generic optimisation toolset for robotics platforms [[github](https://github.com/ipab-slmc/exotica) ![ipab-slmc/exotica](https://img.shields.io/github/stars/ipab-slmc/exotica.svg?style=flat&label=Star&maxAge=86400)]
      • CasADi - Symbolic framework for algorithmic differentiation and numeric optimization [[github](https://github.com/casadi/casadi) ![casadi](https://img.shields.io/github/stars/casadi/casadi.svg?style=flat&label=Star&maxAge=86400)]
      • Ceres Solver - Large scale nonlinear optimization library [[github](https://github.com/ceres-solver/ceres-solver) ![ceres-solver](https://img.shields.io/github/stars/ceres-solver/ceres-solver.svg?style=flat&label=Star&maxAge=86400)]
      • HYPRE - Parallel solvers for sparse linear systems featuring multigrid methods [[github](https://github.com/hypre-space/hypre) ![hypre-space/hypre](https://img.shields.io/github/stars/hypre-space/hypre.svg?style=flat&label=Star&maxAge=86400)]
      • limbo - Gaussian processes and Bayesian optimization of black-box functions [[github](https://github.com/resibots/limbo) ![resibots/limbo](https://img.shields.io/github/stars/resibots/limbo.svg?style=flat&label=Star&maxAge=86400)]
      • NLopt - Nonlinear optimization [[github](https://github.com/stevengj/nlopt) ![nlopt](https://img.shields.io/github/stars/stevengj/nlopt.svg?style=flat&label=Star&maxAge=86400)]
      • OptimLib - Lightweight C++ library of numerical optimization methods for nonlinear functions [[github](https://github.com/kthohr/optim) ![kthohr/optim](https://img.shields.io/github/stars/kthohr/optim.svg?style=flat&label=Star&maxAge=86400)]
      • OSQP - The Operator Splitting QP Solver [[github](https://github.com/osqp/osqp) ![osqp/osqp](https://img.shields.io/github/stars/osqp/osqp.svg?style=flat&label=Star&maxAge=86400)]
      • Pagmo - Scientific library for massively parallel optimization [[github](https://github.com/esa/pagmo2) ![esa/pagmo2](https://img.shields.io/github/stars/esa/pagmo2.svg?style=flat&label=Star&maxAge=86400)]
      • pymoo - Multi-objective Optimization in Python [[github](https://github.com/msu-coinlab/pymoo) ![msu-coinlab/pymoo](https://img.shields.io/github/stars/msu-coinlab/pymoo.svg?style=flat&label=Star&maxAge=86400)]
      • RobOptim - Numerical Optimization for Robotics. [[github](https://github.com/roboptim/roboptim-core) ![roboptim/roboptim-core](https://img.shields.io/github/stars/roboptim/roboptim-core.svg?style=flat&label=Star&maxAge=86400)]
      • SCS - Numerical optimization for solving large-scale convex cone problems [[github](https://github.com/cvxgrp/scs) ![scs](https://img.shields.io/github/stars/cvxgrp/scs.svg?style=flat&label=Star&maxAge=86400)]
      • SHOT - A solver for mixed-integer nonlinear optimization problems [[github](https://github.com/coin-or/SHOT) ![coin-or/SHOT](https://img.shields.io/github/stars/coin-or/SHOT.svg?style=flat&label=Star&maxAge=86400)]
      • limbo - Gaussian processes and Bayesian optimization of black-box functions [[github](https://github.com/resibots/limbo) ![resibots/limbo](https://img.shields.io/github/stars/resibots/limbo.svg?style=flat&label=Star&maxAge=86400)]
    • [Robot Modeling](#awesome-robotics-libraries)

      • [github - simulation/phobos.svg?style=flat&label=Star&maxAge=86400)]
      • SDF - XML format that describes objects and environments for robot simulators, visualization, and control ([bitbucket](https://bitbucket.org/osrf/sdformat))
      • urdf - XML format for representing a robot model [[github](https://github.com/ros/urdfdom) ![ros/urdfdom](https://img.shields.io/github/stars/ros/urdfdom.svg?style=flat&label=Star&maxAge=86400)]
    • [Robot Platform](#awesome-robotics-libraries)

      • AutoRally - High-performance testbed for advanced perception and control research [[github](https://github.com/autorally/autorally) ![autorally/autorally](https://img.shields.io/github/stars/autorally/autorally.svg?style=flat&label=Star&maxAge=86400)]
      • Linorobot - ROS compatible ground robots [[github](https://github.com/linorobot/linorobot) ![linorobot/linorobot](https://img.shields.io/github/stars/linorobot/linorobot.svg?style=flat&label=Star&maxAge=86400)]
      • Rock - Software framework for robotic systems
      • ROS - Flexible framework for writing robot software [[github repos](http://wiki.ros.org/Tickets)]
      • ROS 2 - Version 2.0 of the Robot Operating System (ROS) software stack [[github repos](https://github.com/ros2)]
      • YARP - Communication and device interfaces applicable from humanoids to embedded devices [[github](https://github.com/robotology/yarp) ![robotology/yarp](https://img.shields.io/github/stars/robotology/yarp.svg?style=flat&label=Star&maxAge=86400)]
  • [License](#awesome-robotics-libraries)

    • [ETC](#awesome-robotics-libraries)

  • [Other Awesome Lists](#awesome-robotics-libraries)

  • [Simulators](#awesome-robotics-libraries)

    • Robot Virtual Worlds
    • AI2-THOR - Python framework with a Unity backend, providing interaction, navigation, and manipulation support for household based robotic agents [[github](https://github.com/allenai/ai2thor) ![AI2-THOR](https://img.shields.io/github/stars/allenai/ai2thor.svg?style=flat&label=Star&maxAge=86400)]
    • ARGoS - Physics-based simulator designed to simulate large-scale robot swarms [[github](https://github.com/ilpincy/argos3) ![ilpincy/argos3](https://img.shields.io/github/stars/ilpincy/argos3.svg?style=flat&label=Star&maxAge=86400)]
    • ARTE - Matlab toolbox focussed on robotic manipulators [[github](https://github.com/4rtur1t0/ARTE) ![4rtur1t0/ARTE](https://img.shields.io/github/stars/4rtur1t0/ARTE.svg?style=flat&label=Star&maxAge=86400)]
    • AVIS Engine - Autonomous Vehicles Intelligent simulation software, A Fast and robust simulator software for Autonomous vehicle development. [[github](https://github.com/AvisEngine/AVIS-Engine-Python-API) ![AvisEngine/AVIS-Engine-Python-API](https://img.shields.io/github/stars/AvisEngine/AVIS-Engine-Python-API.svg?style=flat&label=Star&maxAge=86400)]
    • CoppeliaSim - Formaly V-REP. Virtual robot experimentation platform [[github](https://github.com/CoppeliaRobotics/CoppeliaSimLib) ![CoppeliaRobotics/CoppeliaSimLib](https://img.shields.io/github/stars/CoppeliaRobotics/CoppeliaSimLib.svg?style=flat&label=Star&maxAge=86400)]
    • Gazebo - Dynamic multi-robot simulator [[github](https://github.com/osrf/gazebo) ![osrf/gazebo](https://img.shields.io/github/stars/osrf/gazebo.svg?style=flat&label=Star&maxAge=86400)]
    • GraspIt! - Simulator for grasping research that can accommodate arbitrary hand and robot designs [[github](https://github.com/graspit-simulator/graspit) ![graspit](https://img.shields.io/github/stars/graspit-simulator/graspit.svg?style=flat&label=Star&maxAge=86400)]
    • Habitat-Sim - Simulation platform for research in embodied artificial intelligence [[github](https://github.com/facebookresearch/habitat-sim) ![facebookresearch/habitat-sim](https://img.shields.io/github/stars/facebookresearch/habitat-sim.svg?style=flat&label=Star&maxAge=86400)]
    • Hexapod Robot Simulator - Open-source hexapod robot inverse kinematics and gaits visualizer [[github](https://github.com/mithi/hexapod) ![mithi/hexapod](https://img.shields.io/github/stars/mithi/hexapod.svg?style=flat&label=Star&maxAge=86400)]
    • Ignition Gazebo - Open source robotics simulator [[github](https://github.com/ignitionrobotics/ign-gazebo) ![ignitionrobotics/ign-gazebo](https://img.shields.io/github/stars/ignitionrobotics/ign-gazebo.svg?style=flat&label=Star&maxAge=86400)]
    • Isaac - Nvidia's virtual simulator for robots
    • MORSE - Modular open robots simulation engine [[github](https://github.com/morse-simulator/morse) ![morse](https://img.shields.io/github/stars/morse-simulator/morse.svg?style=flat&label=Star&maxAge=86400)]
    • Neurorobotics Platform - Internet-accessible simulation of robots controlled by spiking neural networks [[bitbucket](https://bitbucket.org/hbpneurorobotics/neurorobotics-platform)]
    • PyBullet - An easy to use simulator for robotics and deep reinforcement learning [[github](https://github.com/bulletphysics/bullet3) ![bullet3](https://img.shields.io/github/stars/bulletphysics/bullet3.svg?style=flat&label=Star&maxAge=86400)]
    • PyBullet_Industrial - A extension to PyBullet that allows for the simulation of various robotic manufacturing processes such as milling or 3D-printing. [[github](https://github.com/WBK-Robotics/pybullet_industrial) ![pybullet_industrial](https://img.shields.io/github/stars/WBK-Robotics/pybullet_industrial.svg?style=flat&label=Star&maxAge=86400)]
    • Robot Gui - A three.js based 3D robot interface [[github](https://github.com/glumb/robot-gui) ![glumb/robot-gui](https://img.shields.io/github/stars/glumb/robot-gui.svg?style=flat&label=Star&maxAge=86400)]
    • Simbad - A Java 3D robot simulator, enables to write own robot controller with modifying environment using available sensors.
    • Unity - Popular game engine that now offers open-source tools, tutorials, and resources for robotics simulation [[github](https://github.com/Unity-Technologies/Unity-Robotics-Hub) ![Unity-Technologies/Unity-Robotics-Hub](https://img.shields.io/github/stars/Unity-Technologies/Unity-Robotics-Hub.svg?style=flat&label=Star&maxAge=86400)]
    • Webots - A complete development environment to model, program and simulate robots, vehicles and mechanical systems [[github](https://github.com/cyberbotics/webots) ![cyberbotics/webots](https://img.shields.io/github/stars/cyberbotics/webots.svg?style=flat&label=Star&maxAge=86400)]
    • Actin Simulation
    • Artiminds - Planning, programming, operation, analysis and optimization
    • Kineo - Path planning and trajectory optimization for industrial robotics and digital mock-up review applications
    • RobotDK - Simulation and OLP for robots
    • RobotStudio
    • Virtual Robotics Toolkit
    • Visual Components
    • AWS RoboMaker - Service that makes it easy to develop, test, and deploy intelligent robotics applications at scale
    • Isaac Sim - Nvidia's robotic simulation environment with GPU physics simulation and ray tracing
    • Ignition Gazebo - Open source robotics simulator [[github](https://github.com/ignitionrobotics/ign-gazebo) ![ignitionrobotics/ign-gazebo](https://img.shields.io/github/stars/ignitionrobotics/ign-gazebo.svg?style=flat&label=Star&maxAge=86400)]
    • [github
    • AVIS Engine - Autonomous Vehicles Intelligent simulation software, A Fast and robust simulator software for Autonomous vehicle development. [[github](https://github.com/AvisEngine/AVIS-Engine-Python-API) ![AvisEngine/AVIS-Engine-Python-API](https://img.shields.io/github/stars/AvisEngine/AVIS-Engine-Python-API.svg?style=flat&label=Star&maxAge=86400)]
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