GiovanniPasq/agentic-rag-for-dummies

A modular Agentic RAG built with LangGraph — learn Retrieval-Augmented Generation Agents in minutes.

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Established

Built on LangGraph's agentic framework, this system implements hierarchical parent-child chunk indexing for precision search paired with context-rich retrieval, conversation memory across turns, and human-in-the-loop query clarification. Multi-agent map-reduce parallelizes sub-query resolution with self-correction and context compression, while supporting pluggable LLM providers (Ollama, OpenAI, Anthropic, Google) and Qdrant vector storage—all orchestrated through observable graph execution with Langfuse integration.

2,743 stars. Actively maintained with 15 commits in the last 30 days.

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Maintenance 20 / 25

Adoption 10 / 25

Maturity 13 / 25

Community 22 / 25

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Stars

2,743

Forks

383

Language

Jupyter Notebook

License

MIT

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agentic-rag-for-dummies and ragbits agentic-rag-for-dummies and ragflow agentic-rag-for-dummies and cognita agentic-rag-for-dummies and context-aware-rag agentic-rag-for-dummies and Agentic-RAG-R1 agentic-rag-for-dummies and deep-thinking-rag agentic-rag-for-dummies and autonomous-agentic-rag agentic-rag-for-dummies and ragapp agentic-rag-for-dummies and Awesome-RAG-Reasoning agentic-rag-for-dummies and Controllable-RAG-Agent

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