BFSI & FinTech The BeetlesSubmitted July 18, 2026

Vitta — Compliant Loan Origination as an MCP Capability Layer

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

About this project

The problem: India's NBFCs lose qualified borrowers to slow, opaque, consent-blind loan origination. KYC, fraud screening, credit-bureau checks, bank-statement analysis, affordability math, and underwriting are stitched together by call-centre agents and brittle scripts—with DPDP consent treated as a checkbox, not an enforced control. Vitta is an MCP-native NBFC loan-origination server built on NitroStack and deployed to NitroCloud. It exposes the "hi → signed sanction letter" journey as MCP primitives, letting any client (NitroChat, Claude, ChatGPT Apps) act as the reasoning agent while Vitta is the deterministic capability layer—qualify_lead, record_consent, verify_kyc, screen_fraud, pull_bureau, fetch_bank_statements, compute_affordability, underwrite, generate_offers, create_sanction_letter, and audit, orchestrated tool by tool. Vitta ships 16 Tools, 5 Resources, and 5 Prompts localized in English, Hindi, and Malayalam. Its engine is a pure deterministic scorecard—FOIR-based underwriting, reducing-balance EMI, hard-negative overrides—using rules, not black-box ML, so every decision is explainable via reason codes, alongside live ECB/Frankfurter FX rates and redacted, append-only audit trails. The consent gate is the core innovation: pull_bureau and fetch_bank_statements refuse to run without a scoped, time-boxed, HMAC-signed token, making DPDP compliance executable in code. A What-If simulator re-runs underwriting on hypothetical changes—like closing a ₹25,000 EMI—without touching the real case. Every tool is a drop-in seam for real bureau, Account Aggregator, and e-sign APIs. Being MCP-native, one server serves many AI assistants at once—delivering faster, auditable, consent-first origination for NBFCs and provable compliance for regulators.

BFSI & FinTech track

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

Team The Beetles

  • Ansh BajpaiLead

  • Aayush Shenday

  • Adamya Sharma

  • Nishant Shah

Frequently asked questions

What does Vitta — Compliant Loan Origination as an MCP Capability Layer do?
The problem: India's NBFCs lose qualified borrowers to slow, opaque, consent-blind loan origination. KYC, fraud screening, credit-bureau checks, bank-statement analysis, affordability math, and underwriting are stitched together by call-centre agents and brittle scripts—with DPDP consent treated as a checkbox, not an enforced control. Vitta is an MCP-native NBFC loan-origination server built on NitroStack and deployed to NitroCloud. It exposes the "hi → signed sanction letter" journey as MCP primitives, letting any client (NitroChat, Claude, ChatGPT Apps) act as the reasoning agent while Vitta is the deterministic capability layer—qualify_lead, record_consent, verify_kyc, screen_fraud, pull_bureau, fetch_bank_statements, compute_affordability, underwrite, generate_offers, create_sanction_letter, and audit, orchestrated tool by tool. Vitta ships 16 Tools, 5 Resources, and 5 Prompts localized in English, Hindi, and Malayalam. Its engine is a pure deterministic scorecard—FOIR-based underwriting, reducing-balance EMI, hard-negative overrides—using rules, not black-box ML, so every decision is explainable via reason codes, alongside live ECB/Frankfurter FX rates and redacted, append-only audit trails. The consent gate is the core innovation: pull_bureau and fetch_bank_statements refuse to run without a scoped, time-boxed, HMAC-signed token, making DPDP compliance executable in code. A What-If simulator re-runs underwriting on hypothetical changes—like closing a ₹25,000 EMI—without touching the real case. Every tool is a drop-in seam for real bureau, Account Aggregator, and e-sign APIs. Being MCP-native, one server serves many AI assistants at once—delivering faster, auditable, consent-first origination for NBFCs and provable compliance for regulators.
Who built Vitta — Compliant Loan Origination as an MCP Capability Layer?
Vitta — Compliant Loan Origination as an MCP Capability Layer was built by team The Beetles 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.