MetaWorld

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

EstablishedOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Stable

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is MetaWorld?

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.

Key differentiator

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.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Suite of diverse robotic tasks for benchmarkingmedium

Supports meta-learning and multi-task learningmedium

Extensive documentation and community supportmedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited support for non-robotic scenarioshigh

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

Performance issues with large-scale simulationsmedium

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

Fit analysis

Who is it for?

✓ Best 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.

✕ Not a fit for

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.

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with MetaWorld

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →