How to connect lab instruments to AI using a single protocol (MCP)

Most lab instruments still need custom adapters to talk to AI. One per vendor, one per model, one per software version. MCP changes that - one protocol, universal connectivity, schema-validated commands that never reach hardware unless they are valid. We wrote the practical guide: https://qpillars.com/blog/connect-ai-agents-lab-instruments-mcp