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Stars

retrieval augmented generation

37 repositories

RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.

TypeScript 42,752 3,808 Updated Mar 6, 2025

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable,…

Python 10,198 930 Updated Mar 5, 2025

Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on your own infrastructure.

Python 1,519 75 Updated Feb 25, 2025

LlamaIndex is the leading framework for building LLM-powered agents over your data.

Python 39,615 5,645 Updated Mar 6, 2025

The most advanced AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.

Python 5,277 391 Updated Mar 6, 2025

This repository provides an advanced Retrieval-Augmented Generation (RAG) solution for complex question answering. It uses sophisticated graph based algorithm to handle the tasks.

Jupyter Notebook 1,063 157 Updated Mar 5, 2025

An open-source RAG-based tool for chatting with your documents.

Python 21,478 1,687 Updated Feb 14, 2025

The all-in-one Desktop & Docker AI application with built-in RAG, AI agents, No-code agent builder, and more.

JavaScript 40,098 3,845 Updated Mar 4, 2025
Ruby 161 18 Updated Dec 26, 2024

Versatile agents for long running, research intensive tasks.

Python 393 126 Updated Oct 3, 2024

🔥 Turn entire websites into LLM-ready markdown or structured data. Scrape, crawl and extract with a single API.

TypeScript 28,576 2,384 Updated Mar 5, 2025

GraphRAG database - hybrid graph / vector db

Python 119 11 Updated Sep 18, 2024

openperplex is an opensource AI search engine

Python 838 92 Updated Aug 4, 2024

openperplex is an opensource AI search engine

Vue 164 37 Updated Aug 3, 2024

A modular graph-based Retrieval-Augmented Generation (RAG) system

Python 23,130 2,300 Updated Mar 6, 2025

Dify is an open-source LLM app development platform. Dify's intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting yo…

TypeScript 78,496 11,449 Updated Mar 6, 2025

An application for running LLMs locally on your device, with your documents, facilitating detailed citations in generated responses.

Python 546 45 Updated Oct 29, 2024

🦜🔗 Build context-aware reasoning applications

Jupyter Notebook 102,362 16,590 Updated Mar 5, 2025

Council is an open-source platform for the rapid development and robust deployment of customized generative AI applications

Python 823 35 Updated Jan 16, 2025

an AI interaction tool with RAG hybrid search, conversation context, web content processing and structured data analysis with LLM / GPT

Python 167 17 Updated Feb 14, 2025

AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data…

Python 19,609 2,076 Updated Mar 6, 2025

Retrieval Augmented Generation (RAG) chatbot powered by Weaviate

Python 6,898 755 Updated Feb 27, 2025

🚀 Retrieval Augmented Generation (RAG) with txtai. Combine search and LLMs to find insights with your own data.

Python 340 28 Updated Dec 17, 2024

💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows

Python 10,497 669 Updated Mar 5, 2025

Build Multimodal AI Agents with memory, knowledge and tools. Simple, fast and model-agnostic.

Python 19,959 2,662 Updated Mar 5, 2025

Modular Python framework for AI agents and workflows with chain-of-thought reasoning, tools, and memory.

Python 2,206 188 Updated Mar 5, 2025

Efficient, consistent and secure library for querying structured data with natural language

Python 148 4 Updated Oct 1, 2024

Yaraa (Yet Another Rag Automation Attempt) is a library that tackles the boring aspects of managing Rag pipelines, so you don't have to.

Python 26 2 Updated Sep 5, 2024

A simple, easy-to-hack GraphRAG implementation

Python 2,526 248 Updated Jan 15, 2025

Composio equip's your AI agents & LLMs with 100+ high-quality integrations via function calling

Python 20,343 4,279 Updated Mar 5, 2025