Modern manufacturing is evolving towards data-centric, automated and intelligent systems that require contextualized operational data streaming from IoT-based edge devices converging with IT networks for adaptive real-time decision-making. MCP offers a structured approach to managing and interpreting diverse data streams, while SCADA systems serve as the core industrial instrumentation integrated with agentic methods and advanced inferencing to enhance manufacturing processes.