Manufacturing & Industry 4.0 Code AlchemySubmitted July 26, 2026

ForgeMind – Autonomous Manufacturing Intelligence using NitroStack MCP

An MCP app on the Model Context Protocol built by Code Alchemy at the Amrita University Coimbatore NitroStack × MCP To The Moon hackathon and deployed on NitroStack.

About this project

ForgeMind is an AI-powered predictive maintenance platform built natively on NitroStack MCP that helps manufacturers detect, investigate, and resolve machine failures faster. Instead of manually searching through machine logs, SOPs, maintenance history, and inventory systems, ForgeMind orchestrates specialized AI agents through standardized MCP tools to automate the entire workflow. The platform features a live Command Center for real-time machine monitoring, an interactive Fault Injection Lab for safe industrial simulations, RAG-powered SOP retrieval, machine history analysis, inventory verification, production impact estimation, and automated work-order generation. Every investigation is streamed live through the NitroStack MCP Gateway, making AI decisions transparent and explainable. ForgeMind enables faster diagnostics, reduced downtime, and smarter maintenance decisions—all from a single intelligent platform.

Manufacturing & Industry 4.0 track

Create intelligent systems for smart factories, predictive maintenance, quality control, and supply chain optimization.

Live MCP appSource code

Team Code Alchemy

  • R NethraLead

  • Sahaana Shri S K

  • Sandhiya D

  • BACHU NAGA SRI HARINI

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Frequently asked questions

What does ForgeMind – Autonomous Manufacturing Intelligence using NitroStack MCP do?
ForgeMind is an AI-powered predictive maintenance platform built natively on NitroStack MCP that helps manufacturers detect, investigate, and resolve machine failures faster. Instead of manually searching through machine logs, SOPs, maintenance history, and inventory systems, ForgeMind orchestrates specialized AI agents through standardized MCP tools to automate the entire workflow. The platform features a live Command Center for real-time machine monitoring, an interactive Fault Injection Lab for safe industrial simulations, RAG-powered SOP retrieval, machine history analysis, inventory verification, production impact estimation, and automated work-order generation. Every investigation is streamed live through the NitroStack MCP Gateway, making AI decisions transparent and explainable. ForgeMind enables faster diagnostics, reduced downtime, and smarter maintenance decisions—all from a single intelligent platform.
Who built ForgeMind – Autonomous Manufacturing Intelligence using NitroStack MCP?
ForgeMind – Autonomous Manufacturing Intelligence using NitroStack MCP was built by team Code Alchemy at the Amrita University Coimbatore NitroStack × MCP To The Moon hackathon, in the Manufacturing & Industry 4.0 track.
What is an MCP app and how is it built?
An MCP app is an application built on the Model Context Protocol — an open standard that lets AI agents connect to tools, data, and APIs. This project exposes MCP tools and resources that agentic AI systems can call. It was built and deployed on NitroStack, the full-stack platform for shipping MCP apps and servers.