Open Innovation DuelistSubmitted July 26, 2026

Provenance Autonomous Jailbreaker

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

About this project

Modern LLMS are prone to manipulative exploits like prompt poisoning and jailbreaks. finding and fixing these vulnerabilities are time consuming and human resource intensive. We intentend to optimize this search by automating the pentesting through MCP servers by using AI agents.

Open Innovation track

Solve any real-world problem with AI, regardless of industry or domain.

Source code

Team Duelist

  • Yashvardhan DeepLead

  • Yogeshwar S

  • AranyaRoy

  • Iragavarapu Ramanaa Sreehaas

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Frequently asked questions

What does Provenance Autonomous Jailbreaker do?
Modern LLMS are prone to manipulative exploits like prompt poisoning and jailbreaks. finding and fixing these vulnerabilities are time consuming and human resource intensive. We intentend to optimize this search by automating the pentesting through MCP servers by using AI agents.
Who built Provenance Autonomous Jailbreaker?
Provenance Autonomous Jailbreaker was built by team Duelist at the Amrita University Coimbatore NitroStack × MCP To The Moon hackathon, in the Open Innovation 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.