Anthropic launches MHS, an MCP-like standard for agents to control lab hardware

智东西 · wechat · 2026-08-28

Anthropic released a research preview of the Model Hardware Standard (MHS) — essentially MCP for hardware. Standardized drivers using simple read/write commands let AI agents discover, connect to and safely operate physical devices like microscopes, liquid handlers and robot arms; the standard is model-agnostic and open to any agent framework, targeting labs and advanced manufacturing first.

Results: QuEra achieved 99.3% success restoring quantum-computer laser "lock" with no human intervention; CMU ran serial dilution assays 3x faster; UW built agent-supervised qPCR monitoring with collision-free plate handoffs; Genentech automated BCA protein assays; HHMI Janelia replaced 7 incompatible vendor programs. AWS, Tecan, Universal Robots and others are integrating MHS.

Anthropic observed Claude exploring devices like a scientist — watching laser adjustments via camera, then packing learned behavior into deterministic scripts. Limits remain: spatial/physical reasoning still needs expert supervision, and devices without programmatic interfaces aren't yet supported; a safety evaluation precedes open-sourcing.

Related event: Anthropic and HHMI Janelia Launch Model Hardware Standard for AI-Controlled Lab Equipment(32 posts)→

Original post →

More from coding & agent

coding & agent channel →