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NormaCore

The Unified Toolkit for Physical System Development & Operations

NormaCore is a unified toolkit designed to facilitate the development and deployment of physical systems. From complex robotics to distributed sensor networks and hobby projects, the system provides a solid foundation to manage them all. To achieve this goal, the platform combines a unified API, high-performance data pipelines, and visual tooling to help you build and manage your entire ecosystem as one.

Developer experience sits at the heart of our design philosophy.

To fully realize the potential of this approach, we had to build a lot from scratch, rethinking traditional solutions from a practical perspective. This includes not just software, but complete hardware systems like our 7+1 DoF robotic arm with a parallel jaw gripper - tools designed to open up a whole new dimension of applications for home and research robotics without significant cost or investment.

What's inside

Project Path Description
ElRobot hardware/elrobot/ Fully 3D-printed 7+1 DoF robotic arm for imitation learning
Parallel Jaw Gripper hardware/pgripper/ Modular gripper for the SO-101 arm
Station software/station/bin/station/ Real-time robotics platform — data collection, inference, control. Single binary, web UI
SmolVLA fine-tune software/ai/smolvla_py/ Train + deploy a SmolVLA policy on the SO-101 arm
Gremlin shared/gremlin_go/ · shared/gremlin_py/ High-performance Protobuf SDK for Go and Python — used across the station + drivers stack

Website: normacore.dev

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  • 🐙 GitHub - Source code & issues

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Physical Operations Platform

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  • JavaScript 27.6%
  • Python 19.1%
  • Go 14.7%
  • Rust 12.8%
  • TypeScript 11.5%
  • C++ 10.0%
  • Other 4.3%