> [!IMPORTANT]
>
> **Star and Contribute**, let's make community of robotics better and better! π₯
A curated collection of utilities for [LeRobot Projects](https://github.com/huggingface/lerobot), including data conversion scripts, preprocessing tools, training workflow helpers and etc..
## π£ What's New
- **\[2025.10.04\]** We have collected and updated all Dataset Version Conversion Scripts for LeRobot! π₯π₯π₯
- **\[2025.09.28\]** We have upgraded LeRobotDataset from v2.1 to v3.0! π₯π₯π₯
- **\[2025.06.27\]** We have supported Data Conversion from LIBERO to LeRobot! π₯π₯π₯
- **\[2025.05.16\]** We have supported Data Conversion from LeRobot to RLDS! π₯π₯π₯
- **\[2025.05.12\]** We have supported Data Conversion from RoboMIND to LeRobot! π₯π₯π₯
More News
- **\[2025.04.15\]** We add Dataset Merging Tool for merging multi-source lerobot datasets! π₯π₯π₯
- **\[2025.04.14\]** We have supported Data Conversion from AgiBotWorld to LeRobot! π₯π₯π₯
- **\[2025.04.11\]** We change the repo from `openx2lerobot` to `any4lerobot`, making a ββuniversal toolbox for LeRobotββ! π₯π₯π₯
- **\[2025.02.19\]** We have supported Data Conversion from Open X-Embodiment to LeRobot! π₯π₯π₯
## β¨ Features
- β**βData Conversionβ**β:
- [x] [Open X-Embodiment to LeRobot](./openx2lerobot/README.md)
- [x] [AgiBot-World to LeRobot](./agibot2lerobot/README.md)
- [x] [RoboMIND to LeRobot](./robomind2lerobot/README.md)
- [x] [LeRobot to RLDS](./lerobot2rlds/README.md)
- [x] [LIBERO to LeRobot](./libero2lerobot/README.md)
- **Training**:
- [ ] MultiLeRobotDataset
- **Dataset Preprocess**:
- [x] [Dataset Merging](./dataset_merging/README.md)
- [ ] Dataset Filtering
- [ ] Dataset Sampling
- β[**Version Conversionβ**β](./ds_version_convert/README.md):
- [x] [LeRobotv1.6 to LeRobotv2.0](./ds_version_convert/v16_to_v20/README.md)
- [x] [LeRobotv2.0 to LeRobotv2.1](./ds_version_convert/v20_to_v21/README.md)
- [x] [LeRobotv2.1 to LeRobotv2.0](./ds_version_convert/v21_to_v20/README.md)
- [x] [LeRobotv2.1 to LeRobotv3.0](./ds_version_convert/v21_to_v30/README.md)
- [x] [LeRobotv3.0 to LeRobotv2.1](./ds_version_convert/v30_to_v21/README.md)
- [**Want more features?**](https://github.com/Tavish9/any4lerobot/issues/new?template=feature-request.yml)
## π Awesome LeRobot
### Model
- [EO1](https://eo-robotics.ai/eo-1): An Open Unified Embodied Foundation Model for General Robot Control Trained on Interleaved Vision-Text-Action Data [](https://github.com/EO-Robotics/EO1)
- [Hume](https://hume-vla.github.io): A Dual-System VLA with System2 Thinking [](https://github.com/hume-vla/hume)
- [OneTwoVLA](https://one-two-vla.github.io/): A Unified Vision-Language-Action Model with Adaptive Reasoning [](https://github.com/Fanqi-Lin/OneTwoVLA)
- [SmolVLA](https://huggingface.co/blog/smolvla): Efficient Vision-Language-Action Model trained on Lerobot Community Data [](https://github.com/huggingface/lerobot)
- [SpatialVLA](https://spatialvla.github.io/): a spatial-enhanced vision-language-action model that is trained on 1.1 Million real robot episodes [](https://github.com/SpatialVLA/SpatialVLA)
- [openpi](https://www.physicalintelligence.company/blog/pi0): the official implemenation of $Ο_0$: A Vision-Language-Action Flow Model for General Robot Control [](https://github.com/Physical-Intelligence/openpi)
- [Isaac-GR00T](https://developer.nvidia.com/isaac/gr00t): NVIDIA Isaac GR00T N1 is the world's first open foundation model for generalized humanoid robot reasoning and skills [](https://github.com/NVIDIA/Isaac-GR00T)
### Dataset
- [Official](https://huggingface.co/lerobot): State-of-the-art Machine Learning for real-world robotics.
- [IPEC-COMMUNITY/OpenX](https://huggingface.co/collections/IPEC-COMMUNITY/openx-lerobot-67c29b2ee5911f17dbea635e): Open X-Embodiment datasets in LeRobot format with standard transfomation
- [IPEC-COMMUNITY/LIBERO](https://huggingface.co/collections/IPEC-COMMUNITY/libero-benchmark-dataset-684837af28d465aa8b043950): LIBERO datasets in LeRobot format with standard transfomation and filtering
- [weijian-sun/agibotworld-lerobot](https://huggingface.co/datasets/weijian-sun/agibotworld-lerobot): AgibotWorld-LeRobot v2.0
- [GR00T-Dateset](https://huggingface.co/GR00T-Dateset): Isaac-GR00T training dataset
- [nvidia/PhysicalAI-Robotics-GR00T-X-Embodiment-Sim](https://huggingface.co/datasets/nvidia/PhysicalAI-Robotics-GR00T-X-Embodiment-Sim): Isaac-GR00T training dataset
- [RoboCOIN/robocoin](https://huggingface.co/collections/RoboCOIN/robocoin): An open-source bimanual robot manipulation dataset
- [behavior-1k/2025-challenge-demos](https://huggingface.co/datasets/behavior-1k/2025-challenge-demos): BEHAVIOR Challenge dataset
### Embodiment Extensions
- [unitree_IL_lerobot](https://github.com/unitreerobotics/unitree_IL_lerobot): a training framework enabling the training and testing of data collected using Unitree's G1 robot [](https://github.com/unitreerobotics/unitree_IL_lerobot)
- [Dora-LeRobot](https://github.com/dora-rs/dora-lerobot): Lerobot boosted with dora [](https://github.com/dora-rs/dora-lerobot)
- [Fourier-Lerobot](https://github.com/FFTAI/fourier-lerobot): A training pipeline with Fourier dataset [](https://github.com/FFTAI/fourier-lerobot)
- [Adora-LeRobot](https://github.com/Ryu-Yang/adora-lerobot): a modified version of lerobot, specifically adapted for the Adora robot [](https://github.com/Ryu-Yang/adora-lerobot)
- [BiLerobot](https://github.com/LiZhYun/BiLerobot): A bimanual robotics platform combining LeRobot and ManiSkill for advanced dual-arm manipulation tasks using the SO100 robot digital twin [](https://github.com/LiZhYun/BiLerobot)
- [lerobot-piper](https://github.com/lykycy123/lerobot-piper): About Use Lerobot to collect piper robot arm data, and perform training and reasoning [](https://github.com/lykycy123/lerobot-piper)
- [Lerobot-koch](https://github.com/LilyHuang-HZ/Lerobot-koch): LeRobot Training Notes for Koch Arm [](https://github.com/LilyHuang-HZ/Lerobot-koch)
- [LeFranX](https://github.com/wengmister/LeFranX): Franka and XHand Extension for LeRobot [](https://github.com/wengmister/LeFranX)
- [U-Arm](https://github.com/MINT-SJTU/LeRobot-Anything-U-Arm): Lerobot-Everything-Cross-Embodiment-Teleoperation [](https://github.com/MINT-SJTU/LeRobot-Anything-U-Arm)
- [lerobot-robot-xarm](https://github.com/SpesRobotics/lerobot-robot-xarm): xArm integration for LeRobot [](https://github.com/SpesRobotics/lerobot-robot-xarm)
- [DoRobot](https://github.com/dora-rs/DoRobot): Lerobot run in Dora [](https://github.com/dora-rs/DoRobot)
### Hardware
- [LeKiwi](https://github.com/SIGRobotics-UIUC/LeKiwi): Low-Cost Mobile Manipulator [](https://github.com/SIGRobotics-UIUC/LeKiwi)
- [XLeRobot](https://github.com/Vector-Wangel/XLeRobot): Fully Autonomous Household Dual-Arm Mobile Robot for $998 [](https://github.com/Vector-Wangel/XLeRobot)
- [LeRobot-Kinematics](https://github.com/box2ai-robotics/lerobot-kinematics): Simple and Accurate Forward and Inverse Kinematics Examples for the Lerobot SO100 ARM [](https://github.com/box2ai-robotics/lerobot-kinematics)
- [lerobotdepot](https://github.com/maximilienroberti/lerobotdepot): a reoi for hardware, components, and 3D-printable projects compatible with the LeRobot library [](https://github.com/maximilienroberti/lerobotdepot)
- [PingTi-Arm](https://github.com/nomorewzx/PingTi-Arm): A human-scale robotic arm compatible with Lerobot, based on SO100 [](https://github.com/nomorewzx/PingTi-Arm)
### Tutorial / Utils
- [Official Docs](https://huggingface.co/docs/lerobot/en/getting_started_real_world_robot): This tutorial will explain how to train a neural network to control a real robot autonomously.
- [YouTube: LeRobot Tutorials](https://www.youtube.com/playlist?list=PLo2EIpI_JMQu5zrDHe4NchRyumF2ynaUN)
- [Robotics Course](https://github.com/huggingface/robotics-course): A course on robotics by Hugging Face using LeRobot [](https://github.com/huggingface/robotics-course)
- [LeRobot Tutorial with MuJoCo](https://github.com/jeongeun980906/lerobot-mujoco-tutorial): Examples for collecting data and training with MuJoCo [](https://github.com/jeongeun980906/lerobot-mujoco-tutorial)
- [LeRobot Sim2Real](https://github.com/StoneT2000/lerobot-sim2real): Train in fast simulation and deploy visual policies zero shot to the real world [](https://github.com/StoneT2000/lerobot-sim2real)
- [lerobot-hilserl-guide](https://github.com/michel-aractingi/lerobot-hilserl-guide): Guide and tutorial to run the HILSerl implementation of LeRobot [](https://github.com/michel-aractingi/lerobot-hilserl-guide)
- [LeRobotTutorial-CN](https://github.com/CSCSX/LeRobotTutorial-CN): a tutorial for LeRobot in Chinese [](https://github.com/CSCSX/LeRobotTutorial-CN)
- [PathOn.AI](https://learn-robotics.pathon.ai/): Learn Robotics at PathOn.AI is a platform for learning robotics and AI
- [NVIDIA Jetson Tutorials](https://www.jetson-ai-lab.com/lerobot.html)
- [lerobot-on-ascend](https://github.com/hexchip/lerobot-on-ascend): Tutorial of Deploying ACT on Huawei Ascend 310B [](https://github.com/hexchip/lerobot-on-ascend)
- [lerobot_ws](https://github.com/Pavankv92/lerobot_ws): ROS 2 Package for LeRobot SO-ARM101 [](https://github.com/Pavankv92/lerobot_ws)
- [lerobot-ros](https://github.com/astroyat/lerobot-ros): Running LeRobot and ROS 2 on custom LIDAR [](https://github.com/astroyat/lerobot-ros)
- [Physical AI Tools](https://github.com/ROBOTIS-GIT/physical_ai_tools): Physical AI Development Interface with LeRobot and ROS 2 [](https://github.com/ROBOTIS-GIT/physical_ai_tools)
- [LeRobot.js](https://github.com/TimPietrusky/lerobot.js): interact with your robot in JS, inspired by LeRobot [](https://github.com/TimPietrusky/lerobot.js)
- [LeLab](https://github.com/nicolas-rabault/leLab): A web UI interface on top of lerobot [](https://github.com/nicolas-rabault/leLab)
- [LeRobot Episode Scoring Toolkit](https://github.com/RoboticsData/score_lerobot_episodes): One-click tool to score, filter, and export higher-quality LeRobot datasets [](https://github.com/RoboticsData/score_lerobot_episodes)
- [LERO](https://github.com/masato-ka/lero): LeRobot dataset operations toolkit [](https://github.com/masato-ka/lero)
- [LeRobot Dataset Visualizer](https://github.com/huggingface/lerobot-dataset-visualizer): Web application for visualizing robotics datasets in LeRobot format [](https://github.com/huggingface/lerobot-dataset-visualizer)
- [lerobot_so101_teleop](https://github.com/liorbenhorin/lerobot_so101_teleop): Sample Environment for the LeRobot SO-101 Robot in Isaac Lab to collect demonstrations in a simulation [](https://github.com/liorbenhorin/lerobot_so101_teleop)
- [Robot Learning: A Tutorial](https://github.com/fracapuano/robot-learning-tutorial): All the source code for "Robot Learning: A Tutorial". Get involved to be featured in the next iteration [](https://github.com/fracapuano/robot-learning-tutorial)
- [LERO](https://github.com/masato-ka/lero): LeRobot dataset Operations toolkit [](https://github.com/masato-ka/lero)
## π·ββοΈ Contributing
We appreciate all contributions to improving Any4LeRobot.
## π€ Acknowledgements
Special thanks to the [LeRobot teams](https://github.com/huggingface/lerobot) for making this great framework.
Thanks to everyone for supporting this project.