Manufacturing & Industry 4.0 Team YuktiSubmitted July 26, 2026

ForgeMind AI — Autonomous AI Factory Operations Copilot for Industry 4.0

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

About this project

WHAT DOES IT DO? ForgeMind AI is an Autonomous AI Factory Operations Copilot built for smart manufacturing (Track 02). It continuously monitors Industrial IoT sensor streams (temperature, vibration, pressure, RPM, current) across factory machines. When an anomaly occurs, ForgeMind AI predicts failure risk (98% precision, ~4h Remaining Useful Life), performs Explainable AI root-cause analysis, verifies spare parts in inventory, simulates rerouting production load to backup machines with zero downtime, and auto-dispatches emergency maintenance tickets (TKT-1001). WHO IS IT FOR? It is designed for Plant Managers, Maintenance Engineers, Reliability Supervisors, and Operations Teams in manufacturing industries such as automotive assembly, textile mills, CNC machining, and heavy manufacturing. It transforms raw sensor data into coordinated, instant operational decisions. WHAT MAKES IT SPECIAL? 1. 7-Agent MCP Architecture: Instead of an isolated chatbot, ForgeMind AI deploys 7 specialized agents and 14 MCP tools working together in an end-to-end operational chain. 2. What-If Production Reroute Simulation: Rather than just warning about a broken machine, it evaluates entire factory capacity and simulates moving work to backup units, saving ₹12 Lakhs to ₹75 Lakhs in downtime loss per event. 3. Explainable AI Root Cause Analysis: It correlates multi-sensor trends (Temp +36.7%, Vibration +23.2%) with 92% confidence instead of giving black-box answers. 4. Interactive Live UI Dashboard: Features a custom cyberpunk React widget with live 10-second auto-fluctuating telemetry stream. 5. 24/7 Autonomous Background Sentinel: Runs continuously on NitroStack, auto-dispatching alerts even when supervisors are offline.

Manufacturing & Industry 4.0 track

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

Source code

Team Team Yukti

  • Nithin DumpalaLead

  • D.B.Bhavya

  • Rakesh Khandapu

  • Dheerajkrishna Tatavarthi

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Frequently asked questions

What does ForgeMind AI — Autonomous AI Factory Operations Copilot for Industry 4.0 do?
WHAT DOES IT DO? ForgeMind AI is an Autonomous AI Factory Operations Copilot built for smart manufacturing (Track 02). It continuously monitors Industrial IoT sensor streams (temperature, vibration, pressure, RPM, current) across factory machines. When an anomaly occurs, ForgeMind AI predicts failure risk (98% precision, ~4h Remaining Useful Life), performs Explainable AI root-cause analysis, verifies spare parts in inventory, simulates rerouting production load to backup machines with zero downtime, and auto-dispatches emergency maintenance tickets (TKT-1001). WHO IS IT FOR? It is designed for Plant Managers, Maintenance Engineers, Reliability Supervisors, and Operations Teams in manufacturing industries such as automotive assembly, textile mills, CNC machining, and heavy manufacturing. It transforms raw sensor data into coordinated, instant operational decisions. WHAT MAKES IT SPECIAL? 1. 7-Agent MCP Architecture: Instead of an isolated chatbot, ForgeMind AI deploys 7 specialized agents and 14 MCP tools working together in an end-to-end operational chain. 2. What-If Production Reroute Simulation: Rather than just warning about a broken machine, it evaluates entire factory capacity and simulates moving work to backup units, saving ₹12 Lakhs to ₹75 Lakhs in downtime loss per event. 3. Explainable AI Root Cause Analysis: It correlates multi-sensor trends (Temp +36.7%, Vibration +23.2%) with 92% confidence instead of giving black-box answers. 4. Interactive Live UI Dashboard: Features a custom cyberpunk React widget with live 10-second auto-fluctuating telemetry stream. 5. 24/7 Autonomous Background Sentinel: Runs continuously on NitroStack, auto-dispatching alerts even when supervisors are offline.
Who built ForgeMind AI — Autonomous AI Factory Operations Copilot for Industry 4.0?
ForgeMind AI — Autonomous AI Factory Operations Copilot for Industry 4.0 was built by team Team Yukti 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.