CramMaster AgentX

CramMaster AgentX is your AI-powered exam prep partner — upload notes, set your time, and get a personalized cram plan with smart practice questions, all in minutes.

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📖 About CramMaster AgentX

Every year, 90% of students admit to last-minute cramming before exams, but less than 30% say it helps them retain knowledge. The result? Stress, burnout, and wasted hours flipping through notes.

CramMaster AgentX was born to fix this problem.

Built for the TiDB AgentX Hackathon 2025, it’s not just another study app — it’s a multi-step agentic AI system that transforms raw syllabus notes into a personalized study roadmap, complete with smart quizzes, real-time timers, and gamified dashboards.

🌍 Why It Matters

  • Over 300M students worldwide prepare for high-stakes exams every year.
  • Structured study plans improve retention by up to 60% compared to passive reading.
  • Yet, tools that combine AI + vector search + gamification for real-world learning are almost nonexistent.

CramMaster AgentX bridges that gap.

⚡ How It Works (in seconds, not hours)

  1. Upload your syllabus/notes → Agent parses and indexes into TiDB with vector search.
  2. Set your time → “I have 5 hours for DBMS.”
  3. AI Workflow Runs → Groq + TiDB generate a step-by-step plan with priority topics.
  4. Gamified Learning → Instant quizzes, animated feedback, and confetti for milestones.
  5. Stay on Track → Built-in Pomodoro timer, streak tracking, and real-time dashboard analytics.

🛠 Tech Stack

  • Frontend: HTML5, CSS3 (neon cyberpunk theme), JavaScript ES6+, Chart.js, Confetti.js
  • Backend: Node.js, Express.js, Multer for file uploads, CORS, dotenv for configs
  • Database & AI: TiDB Serverless (vector embeddings + JSON storage), Groq API for ultra-fast LLM inference
  • UI/UX: Responsive neon-dark design with real-time workflow visualization, gamification elements, and accessibility support

🔮 Future Plans

  • Enhanced AI: Multi-model support (GPT-4, Claude, Gemini) and adaptive learning paths
  • Collaborative Learning: Peer groups, instructor dashboards, and real-time study sessions
  • Advanced Analytics: Predictive performance modeling, AI-driven recommendations, and deep learning insights
  • Mobile Expansion: Native iOS/Android apps with offline sync and calendar integrations
  • Enterprise Adoption: White-label versions for universities and institutions

💡 Our Vision

CramMaster AgentX isn’t just a hackathon project. It’s the blueprint for an AI-first learning companion that could scale to millions of students, helping them turn late-night stress into focused, effective learning.

From chaos to clarity — in just one click.

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