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scale-to-zero

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certainly-param / serverless-rag-chatbot

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A modern, cost-efficient RAG (Retrieval Augmented Generation) chatbot that lets you upload PDFs and ask questions about them. Features client-side PDF parsing, free built-in embeddings via Upstash Vector, semantic caching, and streaming responses with citations. Perfect for document Q&A, research assistants, and knowledge bases.

serverless nextjs embeddings gemini edge-computing rag scale-to-zero vector-database vercel upstash llm retrieval-augmented-generation
  • Updated Feb 5, 2026
  • JavaScript

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