BFSI & FinTech BruteForceSubmitted July 18, 2026

BruteForce - deterministic UBO Investigation with Agentic AI Orchestration

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

About this project

BruteForce is an AI-orchestrated compliance platform that unmasks Ultimate Beneficial Owners(UBO) hidden behind layered offshore shell companies. It enforces a strict architectural boundary: a deterministic graph core handles all ownership math, entity resolution, and sanctions screening with zero LLM involvement, while an autonomous AI planner coordinates the investigation - selecting tools, evaluating evidence sufficiency, and compiling audit-ready dossiers. If it didn't come from a deterministic tool, it's not a fact.

BFSI & FinTech track

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

Live MCP appSource code

Team BruteForce

  • Adithya Narayanan SLead

  • Anand Rodriguez menon

  • Mehrin A S

  • Lakshmi V S

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Frequently asked questions

What does BruteForce - deterministic UBO Investigation with Agentic AI Orchestration do?
BruteForce is an AI-orchestrated compliance platform that unmasks Ultimate Beneficial Owners(UBO) hidden behind layered offshore shell companies. It enforces a strict architectural boundary: a deterministic graph core handles all ownership math, entity resolution, and sanctions screening with zero LLM involvement, while an autonomous AI planner coordinates the investigation - selecting tools, evaluating evidence sufficiency, and compiling audit-ready dossiers. If it didn't come from a deterministic tool, it's not a fact.
Who built BruteForce - deterministic UBO Investigation with Agentic AI Orchestration?
BruteForce - deterministic UBO Investigation with Agentic AI Orchestration was built by team BruteForce at the Amrita University Amritapuri campus 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.