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Model Context Protocol in Manufacturing: A Comprehensive Framework for AI-Driven Industry 4.0?

Michael BanfJohannes KuhnMichael Banf and Johannes Kuhn
16 September 2025 · 2nd Workshop on AI in Production (AIP) at KI 2025, Potsdam · proceedings published

What a standard plug between AI and shop-floor systems means for predictive maintenance, production planning and process automation.

The research

Factories run on knowledge that was never written down, and on systems that never talked to each other. We look at standard protocols between AI and shop-floor systems, and at agents that capture expert knowledge as it happens.

What it changes in practice

The baby-boom cohorts retire through the early 2030s. Whoever has not got that knowledge out by then will not get it at all. Layer 01 starts here.

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