UniqScan

• Github URL: Project Link



• UniqScan is a MERN stack web application for assignment management, student submissions, and educator dashboards. It features a Node.js/Express backend for authentication, submissions, and real-time updates, and integrates a Flask-based microservice for AI content detection (NLTK, OCR, fine-tuned RoBERTa) to analyze LLM-generated and plagiarized content.



• Tech Stack
  
• Frontend: React.js, JavaScript, HTML, CSS
• Backend: Node.js, Express.js, Flask (microservice)
• Database: MongoDB
• AI/ML: NLTK, OCR, RoBERTa (fine-tuned)
• Features
  
• Assignment management and student submissions
• Educator dashboards with real-time updates
• AI-based content detection for LLM-generated and plagiarized content
• REST APIs for on-demand scoring and live status updates
• Ensures academic integrity and smooth educator review