SmartRAG

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SmartRAG is an open-source Python framework that streamlines retrieval-augmented generation pipelines. It integrates document ingestion, vector database indexing, and LLM-powered inference to build context-aware Q&A agents. With built-in support for multiple vector stores, prompt templating, and LLM APIs, SmartRAG accelerates the creation of custom knowledge assistants, chatbots, and document summarization tools. Its modular design allows users to swap components, customize retrieval strategies, and deploy scalable RAG workflows.
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May 18 2025
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SmartRAG

SmartRAG

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SmartRAG
SmartRAG is an open-source Python framework that streamlines retrieval-augmented generation pipelines. It integrates document ingestion, vector database indexing, and LLM-powered inference to build context-aware Q&A agents. With built-in support for multiple vector stores, prompt templating, and LLM APIs, SmartRAG accelerates the creation of custom knowledge assistants, chatbots, and document summarization tools. Its modular design allows users to swap components, customize retrieval strategies, and deploy scalable RAG workflows.
Added on:
Social & Email:
Platform:
May 18 2025
--
Featured

What is SmartRAG?

SmartRAG is a modular Python library designed for retrieval-augmented generation (RAG) workflows with large language models. It combines document ingestion, vector indexing, and state-of-the-art LLM APIs to deliver accurate, context-rich responses. Users can import PDFs, text files, or web pages, index them using popular vector stores like FAISS or Chroma, and define custom prompt templates. SmartRAG orchestrates the retrieval, prompt assembly, and LLM inference, returning coherent answers grounded in source documents. By abstracting the complexity of RAG pipelines, it accelerates development of knowledge base Q&A systems, chatbots, and research assistants. Developers can extend connectors, swap LLM providers, and fine-tune retrieval strategies to fit specific knowledge domains.

Who will use SmartRAG?

  • Data scientists building knowledge search tools
  • Machine learning engineers prototyping RAG applications
  • Developers integrating document Q&A or chatbots
  • Researchers automating literature review and summarization

How to use the SmartRAG?

  • Step1: Install SmartRAG via pip or clone from GitHub
  • Step2: Prepare and load your documents (PDFs, text, web pages)
  • Step3: Initialize and configure a vector store (FAISS, Chroma, etc.)
  • Step4: Index documents into the vector database
  • Step5: Define prompt templates and configure LLM provider credentials
  • Step6: Create a RAG pipeline orchestrating retrieval and LLM calls
  • Step7: Execute queries and receive context-aware, document-grounded responses

Platform

  • mac
  • windows
  • linux

SmartRAG's Core Features & Benefits

The Core Features

  • Document ingestion from PDF, text, and web sources
  • Vector store integration (FAISS, Chroma, etc.)
  • Customizable prompt templating for LLM queries
  • Support for multiple LLM providers and APIs
  • Modular RAG pipeline orchestration
  • Source citation and context-aware answer generation

The Benefits

  • Speeds up RAG prototyping and deployment
  • Abstracts complexity of vector indexing and LLM calls
  • Flexible and extensible components
  • Open-source and community-driven
  • Scalable for production use

SmartRAG's Main Use Cases & Applications

  • Building a knowledge base Q&A chatbot for customer support
  • Automating document summarization and research overview
  • Developing internal search tools over company manuals
  • Integrating context-aware assistants into applications

FAQs of SmartRAG

SmartRAG Company Information

SmartRAG Reviews

5/5
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SmartRAG's Main Competitors and alternatives?

  • LangChain
  • LlamaIndex
  • Haystack
  • Retrieval-augmented OpenAI functions

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