About MergeMind AI

A full-stack AI-powered DevOps Incident Intelligence Platform built for the Google Cloud Rapid Agent Hackathon (MongoDB Track).

The Problem

DevOps teams spend hours debugging CI/CD failures, sifting through logs, and searching for similar past incidents. This slows down deployments and increases MTTR (Mean Time to Resolution).

The Solution

MergeMind AI combines Google Gemini's advanced reasoning with MongoDB Vector Search to create an intelligent incident management system. It analyzes logs in real-time, retrieves semantically similar past incidents, and provides AI-generated root causes and fixes—all within a modern, fast dashboard.

Tech Stack

Next.js 16

React framework with App Router

FastAPI

Python async REST API framework

MongoDB Atlas

Vector Search for semantic similarity

Gemini 1.5 Pro

Google AI for log analysis & chat

Google Cloud Run

Serverless container deployment

Tailwind CSS v4

Utility-first styling

Built for the Hackathon

This project was built for the MongoDB Track of the Google Cloud Rapid Agent Hackathon, demonstrating the power of MongoDB Vector Search combined with Google Gemini AI.