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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
Card, Apple Pay, or Google Pay. 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.