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Education & Research

Learn robotics, prototype ideas and run repeatable experiments with accessible platforms.

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Questions to answer before choosing

Use these three questions to define the job before comparing products.

  • Which age group, curriculum or research question must the platform support?
  • Are source code, simulation, ROS and low-level control interfaces available?
  • Can the institution afford maintenance, spares and multiple student users?

When not to automate yet

Consider whether improving the current workflow would meet your needs first.

Works well when
  • A stated teaching goal or research question
  • Source code, simulation and low-level interfaces that are actually open
  • A budget that covers consumables, spares and student wear
What to check
  • Durability and spare-part lead time at class-scale use
  • Whether documentation and course material are sufficient
  • Access to the low-level control the research question needs
Not a magic solution
  • A replacement for course design and teacher time
  • Maintenance-free operation under heavy shared use
  • Industrial-grade reliability at teaching prices

Three ways to solve the same problem

Choose the lowest layer that reliably removes the bottleneck.

01

Process first

Standardize the workflow, remove unnecessary steps and measure the bottleneck before buying technology.

02

Software automation

Use workflows, RPA or AI agents when the work is digital and the inputs and exceptions can be defined.

03

Physical robot

Use an arm, AMR, drone or humanoid when movement in the real world is the constraint to remove.

Tools for this scene · 169 tools

PAL Robotics TALOS

PAL Robotics TALOS

Humanoid Robots

Torque-controlled research humanoid with 6 kg load per extended arm

ROS
PaidView details

Contact the vendor for pricing

Robotnik RB-SUMMIT+

Robotnik RB-SUMMIT+

Robot Development

Mobile research manipulator with Kinova arm options

ROS
Hardware price to confirmView details

Not specified · Contact the vendor for pricing

Zeroth-01 Bot

Zeroth-01 Bot

Humanoid Robots

Open-source 3D-printed humanoid platform for sim-to-real learning

Open sourcePublic API / SDK
Hardware price to confirmView details

Beta / limited access

Franka Robotics

Franka Robotics

Robotic Arms

Research robotics portfolio with force-sensitive arms and control interfaces

Public API / SDKROS
PaidView details

Contact the vendor for pricing

NVIDIA Cosmos

NVIDIA Cosmos

Robot Development

NVIDIA Cosmos is a world foundation model platform for developing physical AI such as robots and autonomous vehicles.

FreeView details

Announced · Buy or sign up directly

NVIDIA Omniverse

NVIDIA Omniverse

Robot Development

NVIDIA Omniverse provides libraries and microservices for building industrial digital twins and robotics simulation applications.

Public API / SDK
FreemiumView details
NVIDIA Isaac GR00T N1.6

NVIDIA Isaac GR00T N1.6

Robot Development

NVIDIA Isaac GR00T is an open reference platform for building, training, testing, and deploying AI-powered humanoid robots.

Open source
FreeView details

Research project

Habitat 3.0

Habitat 3.0

Robot Development

Habitat 3.0 is a Meta AI embodied AI simulation platform for studying collaborative human-robot interaction in home environments.

FreeView details

Research project · Buy or sign up directly

FastGPT

FastGPT

AI Agents

AI-agent builder with RAG knowledge bases and visual workflows

Open sourcePublic API / SDK
FreemiumView details

Contact the vendor for pricing

Foxglove

Foxglove

Robot Development

Visualize and debug robotics data in real time.

Open sourcePublic API / SDKROS
FreemiumView details

Free to start

CoppeliaSim

CoppeliaSim

Robot Development

Versatile robot simulation framework with advanced physics

Public API / SDKROS
FreemiumView details

request a quote

The Construct

The Construct

Robot Development

Learn ROS and robotics through online courses and simulations.

ROS
FreemiumView details

Buy or sign up directly

Husarion

Husarion

Robot Development

Hardware and software solutions for building ROS-based robots.

Open sourceROS
Hardware price to confirmView details

Contact the vendor for pricing

AutoGPT

AutoGPT

AI Agents

Autonomous AI agent platform for building and deploying agents.

Open source
FreemiumView details

Self-hosting free; cloud subscription plus pay-as-you-go credit wallet

CrewAI

CrewAI

AI Agents

Multi-agent orchestration framework

Open sourcePublic API / SDK
FreemiumView details

request a quote

MoveIt Pro

MoveIt Pro

Robot Development

Commercial application platform for robot manipulation

ROS
PaidView details
SAPIEN

SAPIEN

Robot Development

SAPIEN is an open-source simulated environment and dataset for learning and evaluating embodied AI agents.

FreeView details

Research project

Booster T1

Booster T1

Humanoid Robots

RoboCup-proven humanoid for developers

ROS
PaidView details
Gazebo

Gazebo

Robot Development

Classic open-source robot simulator

Open sourceROS
FreeView details

Buy or sign up directly

Flowise

Flowise

AI Agents

Build LLM apps and AI agents with a drag-and-drop interface.

Open source
FreemiumView details

Buy or sign up directly

MuJoCo Playground

MuJoCo Playground

Robot Development

GPU-accelerated simulation environments for robot learning

Open sourcePublic API / SDK
FreeView details

Buy or sign up directly

NVIDIA Newton

NVIDIA Newton

Robot Development

Newton is an open-source, GPU-accelerated physics simulation engine built on NVIDIA Warp for roboticists and simulation researchers.

Open source
FreeView details

Buy or sign up directly

RLBench

RLBench

Robot Development

RLBench is a large-scale robot learning benchmark and environment for vision-guided manipulation research.

Open source
FreeView details

Buy or sign up directly

SmolVLA

SmolVLA

Robot Development

SmolVLA is a compact 450M open-source Vision-Language-Action model from Hugging Face, pretrained on community-shared LeRobot datasets.

Open source
FreeView details

Research project