Tutor AI is a Multi Agent AI Tutoring System (FastAPI + React) that generates study content, question sets, and feedback—powered by Gemini and MongoDB Atlas Vector Search.

🎓 Tutor AI

An AI tutoring system with a FastAPI backend and a modern React (Vite + TypeScript + Chakra UI) frontend. It creates personalized study content, generates question sets, evaluates answers with feedback, and tracks progress. MongoDB backs the data layer, and optional Atlas Search + Vector Search enables semantic reuse and speed.

✨ Why Tutor‑AI (value in one minute)

Most AI study sites stop at “generate notes” or “ask a bot.” Tutor‑AI is built as a full learning workflow: it produces structured lessons, turns them into balanced assessments, evaluates your answers with constructive feedback, and tracks progress—all with privacy controls and aggressive cost/latency optimization.

What makes it more valuable than typical alternatives:

• 📚 Learn better: structured lessons (overview → key concepts → examples → applications → tips → summary).
• ✅ Assess fairly: Bloom/difficulty‑aware questions; MCQs auto‑normalized to 4 clear options with mapped answers.
• 💡 Get real feedback: concise explanations plus optional study suggestions, not just a score.
• 🔒 Safe, fast, and cost‑smart: privacy/PII safeguards and semantic reuse that cuts LLM calls; resilient fallbacks.

Preview

Here’s a quick preview of the dashboard:

📚 Contents

• For Users
• Why Tutor‑AI
• For Developers
• Troubleshooting
• License

👥 For Users

🌟 How it's different (at a glance)

• 📖 Learn with structure, not noise: generated content is readable, skimmable, and designed for revision.
• 🎯 Questions fit your goal: choose types, Bloom levels, and a difficulty mix; we enforce quality on MCQs.
• 🎓 Feedback that teaches: beyond correct/incorrect, you get short explanations and optional study tips.
• ⚡ Quicker results over time: similar topics reuse cached, verified material to save time and tokens.
• 🔐 **Saf