Open-Source AI · Robotics & embodied AI

MuJoCo vs Habitat

MuJoCo vs Habitat compared for 2026 — features, license, ease of use, performance and which one to choose. The physics engine most robotics research runs on vs Train agents to act in photorealistic homes.

Updated regularly · curated by OpenSourceAI.tech

Choose MuJoCo for training control policies before touching real hardware. Choose Habitat for embodied AI research on navigation and household tasks.

MuJoCo vs Habitat at a glance

SpecMuJoCoHabitat
CategoryRobotics & embodied AIRobotics & embodied AI
TypePhysics simulatorEmbodied AI simulator
LicenseApache-2.0MIT
Runs locallyYesYes
Primary languageC++Python
Ease of useIntermediateIntermediate
Best fortraining control policies before touching real hardwareembodied AI research on navigation and household tasks
GitHub stars14.2k3.1k

How MuJoCo and Habitat score

🤝 Too close to call — MuJoCo and Habitat land within a hair (4.3 vs 4.1 / 5). Pick on fit, not on score.
CriterionMuJoCoHabitat
Popularity3.02.5
Maintenance5.04.5
Ease of use3.53.5
Privacy5.05.0
License freedom5.05.0

Scores are computed automatically from public signals — GitHub stars (popularity), recent commit activity (maintenance), license type (freedom), local-first design (privacy) and onboarding complexity (ease of use). Indicative, not a verdict.

What each one is

MuJoCo

Physics simulator · Apache-2.0

MuJoCo simulates contact-rich dynamics fast and accurately. DeepMind open-sourced it, and it is now the default for reinforcement learning on robots.

  • Accurate contact dynamics at very high speed
  • Free since DeepMind released it
  • The de-facto standard in RL papers
See the MuJoCo page →

Habitat

Embodied AI simulator · MIT

Habitat simulates indoor environments at thousands of frames per second so agents can learn navigation and object manipulation from vision.

  • Extremely fast photorealistic simulation
  • Large library of scanned real homes
  • The standard benchmark for embodied navigation
See the Habitat page →

Key differences

MuJoCo is physics simulator, while Habitat is embodied AI simulator. Their licenses differ (Apache-2.0 vs MIT), which matters if you ship a commercial product. In short, MuJoCo fits training control policies before touching real hardware, and Habitat fits embodied AI research on navigation and household tasks.

Which should you choose?

Choose MuJoCo for training control policies before touching real hardware. Choose Habitat for embodied AI research on navigation and household tasks.

There is rarely one winner — many setups use both. The right pick depends on your hardware, your team's skills, and whether you value simplicity or control.

Frequently asked questions

Is MuJoCo or Habitat easier to use?

Both sit at a similar level (Intermediate). Your choice should come down to fit rather than difficulty.

Are MuJoCo and Habitat free?

MuJoCo is free and open source (Apache-2.0), and Habitat is free and open source (MIT). Neither charges for the core software.

Can I run MuJoCo and Habitat locally?

MuJoCo: yes · Habitat: yes. Both can be used without sending your data to a third-party cloud where their setup allows.

MuJoCo vs Habitat — which should I pick in 2026?

Choose MuJoCo for training control policies before touching real hardware. Choose Habitat for embodied AI research on navigation and household tasks.

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