AgenticRAG

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AgenticRAG is a Python-based open-source framework that empowers developers to rapidly build autonomous, retrieval-augmented agents powered by large language models. It integrates with vector databases for efficient document retrieval, connects to external tools for enhanced capabilities, and supports customizable workflows to orchestrate complex multi-step tasks. With modular design and easy configuration, AgenticRAG streamlines creation of intelligent agents for document QA, research assistance, and automation use cases.
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May 20 2025
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AgenticRAG

AgenticRAG

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AgenticRAG
AgenticRAG is a Python-based open-source framework that empowers developers to rapidly build autonomous, retrieval-augmented agents powered by large language models. It integrates with vector databases for efficient document retrieval, connects to external tools for enhanced capabilities, and supports customizable workflows to orchestrate complex multi-step tasks. With modular design and easy configuration, AgenticRAG streamlines creation of intelligent agents for document QA, research assistance, and automation use cases.
Added on:
Social & Email:
Platform:
May 20 2025
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What is AgenticRAG?

AgenticRAG provides a modular architecture for creating autonomous agents that leverage retrieval-augmented generation (RAG). It offers components to index documents in vector stores, retrieve relevant context, and feed it into LLMs to generate context-aware responses. Users can integrate external APIs and tools, configure memory stores to track conversation history, and define custom workflows to orchestrate multi-step decision-making processes. The framework supports popular vector databases like Pinecone and FAISS, and LLM providers such as OpenAI, allowing seamless switching or multi-model setups. With built-in abstractions for agent loops and tool management, AgenticRAG simplifies development of agents capable of tasks like document QA, automated research, and knowledge-driven automation, reducing boilerplate code and accelerating time to deployment.

Who will use AgenticRAG?

  • AI researchers
  • Developers
  • Data scientists
  • Enterprise architects
  • Automation engineers

How to use the AgenticRAG?

  • Step1: Clone the GitHub repository at https://github.com/MohammedAly22/AgenticRAG
  • Step2: Install dependencies with pip install -r requirements.txt
  • Step3: Configure your vector database and LLM provider credentials in the config file
  • Step4: Define your agent tasks, memory settings, and tool integrations in a Python script
  • Step5: Run the agent script to start the autonomous retrieval-augmented agent

Platform

  • mac
  • windows
  • linux

AgenticRAG's Core Features & Benefits

The Core Features

  • Retrieval-Augmented Generation
  • Vector database connectors (FAISS, Pinecone)
  • Tool and API integration
  • Customizable agent workflows
  • Memory and context management

The Benefits

  • Rapid agent development
  • Flexible modular design
  • Scalable document retrieval
  • Seamless LLM integrations
  • Reduced boilerplate code

AgenticRAG's Main Use Cases & Applications

  • Document question-answering agents
  • Automated research assistants
  • Knowledge-base chatbots
  • Workflow automation bots
  • Enterprise information retrieval systems

FAQs of AgenticRAG

AgenticRAG Company Information

AgenticRAG Reviews

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AgenticRAG's Main Competitors and alternatives?

  • LangChain
  • LlamaIndex
  • Haystack
  • Retrieval-Augmented Generation frameworks
  • OpenAI function-calling

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