Education & Research
Learn robotics, prototype ideas and run repeatable experiments with accessible platforms.
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.
- 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
- 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
- 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.
Process first
Standardize the workflow, remove unnecessary steps and measure the bottleneck before buying technology.
Software automation
Use workflows, RPA or AI agents when the work is digital and the inputs and exceptions can be defined.
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
NVIDIA Isaac ROS
Robot Development
NVIDIA Isaac ROS is a collection of CUDA-accelerated packages and AI models for building advanced AI robotics applications on ROS 2.
Buy or sign up directly
Hugging Face LeRobot
Robot Development
Open-source robot learning for everyone
Buy or sign up directly
NVIDIA Isaac Lab
Robot Development
NVIDIA Isaac Lab is an open-source, GPU-accelerated simulation framework for training robot policies at scale.
Buy or sign up directly
Microsoft AutoGen
AI Agents
Multi-agent framework from Microsoft Research
Buy or sign up directly
LangChain
AI Agents
The default framework for LLM apps
Buy or sign up directly
iGibson
Robot Development
iGibson is a simulation environment from StanfordVL for training robots in large realistic interactive scenes.
Buy or sign up directly
NVIDIA Isaac Sim
Robot Development
Photorealistic robot simulation on Omniverse
Free to use, licensed as open source under Apache 2.0
Drake
Robot Development
C++ and Python toolbox for robot dynamics, planning and control
Buy or sign up directly
Open-RMF
Robot Development
Open middleware for coordinating robot fleets and facilities
Free, open source
MoveIt
Robot Development
Open-source software for robot motion planning and manipulation
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Webots
Robot Development
Open-source robot simulator for research and education
Buy or sign up directly
MetaGPT
AI Agents
Multi-agent framework simulating a software company
Buy or sign up directly
PyBullet
Robot Development
PyBullet is an open-source Python module for physics simulation, robotics, and machine learning.
Buy or sign up directly
ROS (Robot Operating System)
Robot Development
The open-source backbone of robotics
Buy or sign up directly
Elephant Robotics myArm C650
Robot Development
Motion-data controller for robot teaching and teleoperation
Not specified · Buy or sign up directly
Manus
AI Agents
AI agent that turns ideas into actions.
Buy or sign up directly
Also relevant · 8 tools
These products are useful in adjacent workflows, but the fit is less direct. Open them when your project spans more than one task.
Figure 02
Humanoid Robots
Commercial humanoid already working in BMW plants
Beta / limited access · Contact the vendor for pricing
Boston Dynamics Atlas
Humanoid Robots
Industrial humanoid for material handling with autonomous battery swapping
Not specified · Contact the vendor for pricing
1X NEO
Humanoid Robots
Home humanoid with early-access autonomy and scheduled remote assistance
Announced · Pre-order
AGIBOT X2
Humanoid Robots
Base X2 humanoid for motion and interactive demonstrations
Not specified · Contact the vendor for pricing
AGIBOT A2-W
Humanoid Robots
Wheeled dual-arm manipulation platform for flexible manufacturing
Not specified · Contact the vendor for pricing
Universal Robots UR15
Robotic Arms
Six-axis collaborative arm with 1300 mm reach
Not specified
Doosan H2515
Robotic Arms
Six-axis collaborative arm with 25 kg payload and 1500 mm work radius
Contact the vendor for pricing
Doosan P3020
Robotic Arms
Five-axis collaborative palletizing arm with 30 kg payload
Contact the vendor for pricing