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PDF Q&A Bot: RAG over any PDF with citations
Upload a PDF, ask questions, get answers grounded in the source with page-citation highlights. Free Nomic Embed + Llama 3.1 path included.
Commercial path: OpenAI Embeddings + Claude (~$0.01 per query). This wrapper ships with the free open-source alternative: Nomic Embed + Llama 3.1 (free, local-first).
Live demo, in your browser.
Test the wrapper before you download. The free demo routes through a pre-indexed sample doc. Want to test with your own Claude, OpenAI, or Ollama URL? Use the bring-your-own-model panel below the demo. The download lets you swap providers freely.
Code, guide, samples. Enough to ship in 30 minutes.
- →FastAPI backend + zero-build HTML/JS frontend
- →Full RAG pipeline in ~350 lines: pypdf, numpy cosine search, Claude Haiku 4.5
- →Page-level [p. N] citations inline in every answer
- →In-memory vector store, no external DB to run
- →Ships with a sample employee handbook PDF + 10 tested questions
- →Swap-in guide: OpenAI + Claude to Nomic Embed + Llama 3.1 via Ollama
- →Layman-language guide on the OSS swap (no jargon, no assumed expertise)
- →README with copy-paste setup commands
- →Sample inputs and reference outputs
Adding it takes about 30 minutes
PayPal or Razorpay. Instant delivery, no subscription, no upsell.
Working Python app, README, sample inputs, reference outputs, the OSS-swap guide.
Follow the README. Ships with the OpenAI path wired. Swap to Nomic whenever you want free.
Common questions
All 15 paid wrappers, once.
$99 for the full bundle. Saves $201 versus buying individually. Every future wrapper added at no extra cost.