


Certificate of Participation
This certificate is proudly presented to
Maddali Tej Vardhan
for participating as a member of team “ctrl+alt+defeat” in the
Amrita University Amritapuri campus Hackathon
Jul 17-18, 2026

Abhishek Pandit
CEO, Nitrostack

Pablo Jiménez Godoy
CEO, Wekan Enterprises
📣 Suggested LinkedIn post
I participated in the Amrita University Amritapuri campus NitroStack Hackathon with ctrl+alt+defeat. Certificate: https://nitrostack.ai/university/6a47e78ac305f1c3b0338b94/certificate/6a599bc9654f5302794027e9
Team
ctrl+alt+defeat
University
Amrita University Amritapuri campus
Hackathon dates
Jul 17-18, 2026
Track
Open Innovation
What they built
Harmoni-Q — An AI DJ Advisor MCP that analyzes audio to build the perfect setlist
Harmoni-Q is an intelligent DJ assistant built as an MCP server that brings advanced audio analysis directly into any AI chat environment (ChatGPT, Claude, NitroChat). It solves a core problem for DJs and music enthusiasts: knowing if two tracks will mix well together before ever touching the decks. Key Features: 1. Deep Audio Analysis: Uses WebAssembly (WASM) based signal processing to extract exact BPM, beat density, and metadata from raw audio files or public URLs. 2. Mix Compatibility Scoring: Compares tracks based on tempo, energy, and rhythm structure to generate a "mixability" score, warning users about potential trainwrecks. 3. Intelligent Set Ordering: Uses graph traversal algorithms and Google's Gemini AI to take a list of disorganized tracks and arrange them into a perfectly flowing setlist that builds energy over time, complete with a narrative explanation of how to execute each transition. What makes it special is its architecture. By building this as a NitroStack MCP server rather than a standalone app, Harmoni-Q can be instantly plugged into ChatGPT. Users can simply chat naturally with their AI assistant, say "Analyze this track", and Harmoni-Q processes the complex audio physics in the background and visualizes the results with beautiful, interactive React widgets right in the chat.