Software & Agent Development
Build, test and ship robot software, AI agents, APIs and automation workflows.
Questions to answer before choosing
Use these three questions to define the job before comparing products.
- Which models, tools, protocols and deployment environments must be supported?
- How will developers test, observe and reproduce agent or robot behavior?
- What security boundaries are required before code or tools can act on production systems?
When not to automate yet
Consider whether improving the current workflow would meet your needs first.
- Tasks with tests, logs and a clearly bounded blast radius
- Teams that can review generated code or agent actions
- Experiments where reproducibility matters
- Sandboxing, secrets and production permissions
- Evaluation data, regression tests and rollback
- Who owns incidents after an automated change
- A reason to remove code review or change control
- A guarantee that an agent understands business context
- A safe path to give tools unrestricted access
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 · 74 tools
RLBench
Robot Development
RLBench is a large-scale robot learning benchmark and environment for vision-guided manipulation research.
Buy or sign up directly
SmolVLA
Robot Development
SmolVLA is a compact 450M open-source Vision-Language-Action model from Hugging Face, pretrained on community-shared LeRobot datasets.
Research project
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
Sunday ACT-1
Robot Development
Sunday Robotics' ACT-1 is a robot foundation model trained on zero robot data, learning from humans via the Skill Capture Glove.
Research project
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
Physical Intelligence pi0
Robot Development
Physical Intelligence pi0 is a general-purpose robot foundation model from Physical Intelligence.
Research project
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
Buy or sign up directly
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
Microsoft Power Automate
RPA
RPA inside your Microsoft 365
Power Automate Premium $15.00 user/month, paid yearly; Power Automate Process $150.00 bot/month, paid yearly; free 30-day trial
Devin
AI Agents
AI software engineer that autonomously writes and fixes code.
Announced · Free plan with limited agent quota; Pro $20/month; Max $200/month; enterprise pricing by quote (checked 2026-10-10).
IFTTT
Workflow Automation
Simple applets for consumers and IoT
Try IFTTT Pro+ free
Manus
AI Agents
AI agent that turns ideas into actions.
Buy or sign up directly
Gemini Robotics 2
Robot Development
Google DeepMind's vision-language-action model for whole-body robot control, dexterous manipulation and multi-robot tasks.
Beta / limited access · Contact the vendor or a partner
Also relevant · 1 tools
These products are useful in adjacent workflows, but the fit is less direct. Open them when your project spans more than one task.
