rag-ingest by iamarunbrahma

RAG-API: A production-ready Retrieval Augmented Generation API leveraging LLMs, vector databases, and hybrid search for accurate, context-aware responses with citation support. Maintained by iamarunbrahma on GitHub, where it has earned 10 stars from the community.

Debug your RAG pipeline without leaving the terminal. Real-time chunking visualization, batch testing, quality metrics, and one-click export to LangChain/LlamaIndex. Maintained by rasinmuhammed on GitHub, where it has earned 21 stars from the community.

DocMind AI is a powerful, open-source Streamlit application leveraging LlamaIndex, LangGraph, and local Large Language Models (LLMs) via Ollama, LMStudio, llama.cpp, or vLLM for advanced document analysis. Analyze, summarize, and extract insights from a wide array of file formats, securely and privately, all offline. Maintained by BjornMelin on GitHub, where it has earned 147 stars from the community.