FEATURED MODEL HARDWARE STANDARD
Model Hardware Standard projects
Discover MHS repositories connecting AI models and agents to physical hardware.
Browse MHS projects
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MHS projects
Standards, drivers, integrations, and agent-to-hardware infrastructure.
MHSSupport announced
Hugging Face
LeRobot
An open-source library for end-to-end robot learning and real-world robotics.
MHSSupport announced
Strands Labs
Strands Robots
Control robots and physical hardware with natural language through Strands Agents.
MHSAdjacent technology
Strands Labs
Strands Robots Sim
Simulated environments for robot agent evaluation and reinforcement learning.
Open hardware
Robots, arms, humanoids, and edge devices built for AI control.
HardwareOpen AI hardware
micropython
micropython
MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
嵌入式硬件
HardwareOpen AI hardware
sp00n
CoreCycler
Script to test single core stability, e.g. for PBO & Curve Optimizer on AMD Ryzen or overclocking/undervolting on Intel processors
CPU/处理器
HardwareOpen AI hardware
tompi
cheapino
An affordable split 36 keys keyboard
PCB/电路板
HardwareOpen AI hardware
hdl-util
hdmi
Send video/audio over HDMI on an FPGA
FPGAHDL/硬件描述语言
MCP servers
Servers that give models and agents access to tools, data, and hardware APIs.
modelcontextprotocol
Fetch MCP Server
Model Context Protocol Servers
Reference Servers
modelcontextprotocol
Knowledge Graph Memory Server
Model Context Protocol Servers
Reference Servers
302 File Parser Mcp
mcpai
Riza
Riza
Arbitrary code execution and tool-use platform for LLMs by Riza
code-executionllmtoolsofficial
UNDERSTAND THE STACK
How Model, Agent, MCP, and Hardware fit together
Three short views explain what MHS standardizes and how it complements MCP.
MODEL → AGENT → HARDWARE
From model reasoning to physical action
A model understands the goal. An agent plans and calls tools. Hardware senses and acts in the real world. MHS aims to make that last connection consistent and understandable.
- Model interprets context and constraints
- Agent chooses and checks actions
- Hardware executes within physical limits
FAQ
Model Hardware Standard questions
Straight answers about MHS, MCP, agents, and open AI hardware.
What is the Model Hardware Standard (MHS)?
↗MHS proposes a shared way for AI agents to discover, understand, and operate physical equipment.
Is MHS open source today?
↗The core specification remains a limited research preview; public evidence must be labelled carefully.
How is MHS different from MCP?
↗MCP connects models to software tools and data; MHS describes physical devices, operations, state, and safety.
Can an MCP server control hardware?
↗Yes, when a server safely exposes a driver or hardware API as tools an agent can call.
What hardware projects are listed here?
↗Open robots, arms, humanoids, edge devices, and related software with credible AI integration paths.
How can I submit a project?
↗Sign in and provide a public repository, concise description, and primary-source evidence for review.