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Textbook Tutor (RAG)

Answers questions only from your own textbook, with page citations.

Intermediate24h1–3 people17/20 fit
TL;DR

Build Textbook Tutor (RAG) for school and college students in ~24h with 1–3 people. Stack: Next.js + RAG + Vector DB + PDF.

Why it wins: Grounded answers judges can verify instantly.

Build flow

01 · Problem
Generic chatbots answer off-syllabus or make things up.
02 · Solution
Upload the textbook PDF. Answers are grounded in it and cite the page.
03 · Build
  1. 1Parse PDF pages
  2. 2Chunk + embed
  3. 3Retrieve + answer with citations
  4. 4PDF viewer jump
04 · Demo
Upload a chapter → ask a question → answer with “page 42” citation that opens the PDF.

MVP checklist

  • PDF upload
  • Grounded answers
  • Page citations
  • Practice questions

Tech stack

TechRole
Next.jsFrontend + API routes
RAGRetrieval over your docs
Vector DBEmbedding search
PDFPDF generation

Reference repos

Open-source projects you can build on. Links checked 2026-10-31.

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