BFSI & FinTech BlueSubmitted July 26, 2026

Clientshield

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

About this project

ClaimShield is a data-driven orchestration engine that guides policyholders through complex insurance claims while actively preventing AI hallucinations. It serves everyday consumers who need legally accurate guidance to avoid unfair claim denials, as well as insurance companies looking to safely automate claim triage and detect price gouging. What makes ClaimShield truly special is its Model Context Protocol (MCP) multi-agent architecture. Instead of letting a generative AI guess or fabricate legal advice, the system strictly forces the AI to fetch verified regulatory clauses and hardcoded market repair costs from a secure local database before it generates any action plans or appeal letters.

BFSI & FinTech track

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

Source code

Team Blue

  • Vinayak SLead

    X

  • vishal viswanath

  • vishal premkumar

  • S J Bavishnu

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Frequently asked questions

What does Clientshield do?
ClaimShield is a data-driven orchestration engine that guides policyholders through complex insurance claims while actively preventing AI hallucinations. It serves everyday consumers who need legally accurate guidance to avoid unfair claim denials, as well as insurance companies looking to safely automate claim triage and detect price gouging. What makes ClaimShield truly special is its Model Context Protocol (MCP) multi-agent architecture. Instead of letting a generative AI guess or fabricate legal advice, the system strictly forces the AI to fetch verified regulatory clauses and hardcoded market repair costs from a secure local database before it generates any action plans or appeal letters.
Who built Clientshield?
Clientshield was built by team Blue 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.