BFSI & FinTech WINDACHATSubmitted July 26, 2026

Golden Hour - Imposture Detection with MCP

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

About this project

Golden Hour is an AI-powered, MCP-enabled cyber fraud response platform that transforms fraud complaints into investigation-ready case packets through a deterministic three-agent workflow. It automatically classifies fraud, assigns cases to the appropriate authorities, and provides jurisdiction-specific legal guidance with explainable recommendations. By combining specialized AI agents, Model Context Protocol (MCP), and human-in-the-loop decision making, Golden Hour enables faster, transparent, and more reliable cyber fraud investigations while ensuring all final enforcement decisions remain with authorized personnel.

BFSI & FinTech track

Build AI solutions for banking, payments, insurance, fraud detection, lending, and financial inclusion.

Source code

Team WINDACHAT

  • Kavin Karthik VLead

  • Aravindhan V

  • Siva Krithick K

  • SAI MUKESH

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Frequently asked questions

What does Golden Hour - Imposture Detection with MCP do?
Golden Hour is an AI-powered, MCP-enabled cyber fraud response platform that transforms fraud complaints into investigation-ready case packets through a deterministic three-agent workflow. It automatically classifies fraud, assigns cases to the appropriate authorities, and provides jurisdiction-specific legal guidance with explainable recommendations. By combining specialized AI agents, Model Context Protocol (MCP), and human-in-the-loop decision making, Golden Hour enables faster, transparent, and more reliable cyber fraud investigations while ensuring all final enforcement decisions remain with authorized personnel.
Who built Golden Hour - Imposture Detection with MCP?
Golden Hour - Imposture Detection with MCP was built by team WINDACHAT at the Amrita University Coimbatore NitroStack × MCP To The Moon hackathon, in the BFSI & FinTech 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.