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MetaWorld

Open-source robotics benchmark for meta- and multi-task reinforcement learning

Status
Generally available
Last checked
Checked · Oct 12, 2026
License
Open source
Pricing
Free tier · from $0
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What it is

MetaWorld is an open-source framework designed to facilitate research in meta-learning and multi-task reinforcement learning, providing a suite of tasks that simulate real-world robotic scenarios.

MetaWorld stands out by offering a diverse set of robotic tasks specifically tailored for meta- and multi-task reinforcement learning, making it an essential benchmarking suite in the robotics research community.

When it fits — and when it doesn’t

A good fit for

  • Academic researchers looking to benchmark their multi-task reinforcement learning models against a standardized set of tasks.

  • Engineers developing autonomous robotic systems who need a comprehensive suite of simulated environments for testing.

Look elsewhere if

  • Developers seeking real-time robotics solutions as MetaWorld is primarily a research tool.

  • Teams requiring cloud-based services, as it is designed for local execution.

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited support for non-robotic scenarios

    Framework is heavily optimized for robotic tasks, making it less suitable for other domains of reinforcement learning

  2. 02

    Performance issues with large-scale simulations

    Simulations involving a high number of parallel tasks can lead to significant performance degradation and increased computational requirements

What it does well

  • Suite of diverse robotic tasks for benchmarking

  • Supports meta-learning and multi-task learning

  • Extensive documentation and community support

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up MetaWorld

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →