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Curated stacks · verified deployments

Open-source projects, models, and datasets — plus a verified deployment matrix. More objective information to help founders make decisions.

Verified deployments

First 5 user submissions this month pin here

90Projects
44Models
41Datasets
175Total listed

Featured

Hand-picked high-quality resources to anchor your map of the field

ProjectFeatured

acados

★ 1.5k

Fast and embedded solvers for nonlinear optimal control and MPC — used on real robots.

Why: Go-to open MPC / optimal-control stack for robots. Latest GitHub release: v0.6.0 — https://github.com/acados/acados/releases/tag/v0.6.0.

CAdvancedUpdated 2026-10-10
ProjectFeatured

Gazebo / gz-sim

★ 1.5k

Long-standing robot simulator tightly integrated with ROS — sensors, multi-robot, and outdoor worlds.

Why: ROS-centric sim still widely used in industry labs. Latest GitHub release: gz-sim10_10.0.0 — https://github.com/gazebosim/gz-sim/releases/tag/gz-sim10_10.0.0.

C++IntermediateUpdated 2026-10-10
ProjectFeatured

Genesis

★ 30.0k

Next-gen general physics engine emphasizing speed and usability for robots and generative scenes.

Why: Genesis targets high-throughput, Python-first GPU simulation for RL and data generation. Choose it when rollout count matters more than matching every classic MuJoCo tutorial. Expect a newer ecosystem and evolving APIs — read the official install notes for CUDA. Good for research teams already comfortable with parallel training. Latest GitHub release: v1.4.3 — https://github.com/Genesis-Embodied-AI/genesis-world/releases/tag/v1.4.3.

PythonIntermediateUpdated 2026-10-10
ProjectFeatured

Isaac Lab

★ 8.3k

NVIDIA robot learning framework on Isaac Sim for large-scale parallel training and sim-to-real.

Why: Isaac Lab sits on the NVIDIA Isaac / Omniverse path for large-scale training and sensor-rich stacks. Pick it when you already plan NVIDIA GPUs and industrial-style pipelines. Install and concepts cost more than MuJoCo — not the first weekend toy. Best for labs moving toward production-minded sim training. Latest GitHub release: v3.0.0-EA — https://github.com/isaac-sim/IsaacLab/releases/tag/v3.0.0-EA.

PythonIntermediateUpdated 2026-10-10
ProjectFeatured

LeRobot

★ 28.1k

Hugging Face open-source stack for embodied AI with unified data formats and training — great for imitation learning and VLA experiments.

Why: LeRobot is a hands-on hub for imitation and real-robot recipes with approachable docs. Recommended as a first from-dataset-to-policy path on low-cost hardware. Beginner-friendly if you follow official guides; still expect hardware and camera setup work for real robots. Latest GitHub release: v0.6.1 — https://github.com/huggingface/lerobot/releases/tag/v0.6.1.

PythonBeginnerUpdated 2026-10-10
ProjectFeatured

MuJoCo

★ 15.6k

Classic physics engine widely used in robot RL and control research — lightweight and accurate.

Why: MuJoCo is the default physics stack for a huge share of robot-learning papers and courses. Install is relatively light, Menagerie gives ready robot models, and tutorials are everywhere. Best if you want fast iteration on locomotion or manipulation before committing to a heavy GPU sim. Intermediate once you care about contacts and actuators; beginner-friendly for reading code and running demos. Latest GitHub release: 3.15.0 — https://github.com/google-deepmind/mujoco/releases/tag/3.15.0.

C++IntermediateUpdated 2026-10-10
ProjectFeatured

Three.js

★ 116.2k

Browser-native WebGL 3D library — the lowest-friction way to visualize robots, scenes, and simple kinematics without installing a physics stack. Ideal before MuJoCo/Isaac.

Why: Lowest install barrier for 3D robot/scene intuition — run in the browser before heavy sim stacks

JavaScriptBeginnerUpdated 2026-10-10

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