This page may contain stale information. Last updated: 2026-07-05
Definition
Scientific instrumentation refers to specialized hardware used in research laboratories and national facilities — diffractometers, microscopes, spectrometers, liquid handlers — typically controlled via vendor GUIs or terminal interfaces requiring expert operators.
Agentic Orchestration (2026)
Emerging architecture for AI-controlled instruments:
Instrument Protocol → Hardware API → MCP Server → LLM Agent
- MCP server does not talk directly to hardware — calls instrument-specific API
- One MCP server per instrument class (liquid handler, plate reader, diffractometer)
- Agent parses terminal logs, interprets detector images, iterates toward experimental goals
2026 Milestones
- SSRL BL17-2: Agentic X-ray sample alignment via MCP (Nature Machine Intelligence)
- APS imaging beamline: EAA vision-language agents with MCP two-way compatibility (arXiv 2602.15294)
- npj Comput Mater: Multi-agent framework at synchrotron nanoprobe + robotic materials station