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noworneverev committed Aug 30, 2024
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20 changes: 12 additions & 8 deletions README.md
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# Awersome RAG

## Data Frameworks
## Libraries/Frameworks

| **Name** | **About** | **Stars** |
|--------------------------------------------------------------------------|----------------------------------------------------------|----------------|
| [LangChain](https://github.com/langchain-ai/langchain) | A framework for developing applications powered by LLMs. | [![Stars](https://img.shields.io/github/stars/langchain-ai/langchain?style=flat)](https://github.com/langchain-ai/langchain/stargazers) |
| [LlamaIndex](https://github.com/run-llama/llama_index) | A data framework for your LLM applications. | [![Stars](https://img.shields.io/github/stars/run-llama/llama_index?style=flat)](https://github.com/run-llama/llama_index/stargazers) |
| [FlowiseAI](https://github.com/FlowiseAI/Flowise) | Drag & drop UI to build your customized LLM flow. | [![Stars](https://img.shields.io/github/stars/FlowiseAI/Flowise?style=flat)](https://github.com/FlowiseAI/Flowise/stargazers) |
| [Dify](https://github.com/langgenius/dify) | An open-source LLM app development platform. | [![Stars](https://img.shields.io/github/stars/langgenius/dify?style=flat)](https://github.com/langgenius/dify/stargazers) |
| [Flowise](https://github.com/FlowiseAI/Flowise) | Drag & drop UI to build your customized LLM flow. | [![Stars](https://img.shields.io/github/stars/FlowiseAI/Flowise?style=flat)](https://github.com/FlowiseAI/Flowise/stargazers) |
| [Haystack](https://github.com/deepset-ai/haystack) | LLM orchestration framework to build customizable, production-ready LLM applications. | [![Stars](https://img.shields.io/github/stars/deepset-ai/haystack?style=flat)](https://github.com/deepset-ai/haystack/stargazers) |
| [Cognita](https://github.com/truefoundry/cognita) | RAG Framework for building modular, open source applications for production. | [![Stars](https://img.shields.io/github/stars/truefoundry/cognita?style=flat)](https://github.com/truefoundry/cognita/stargazers) |
| [RAGFlow](https://github.com/infiniflow/ragflow) | An open-source RAG engine based on deep document understanding. | [![Stars](https://img.shields.io/github/stars/infiniflow/ragflow?style=flat)](https://github.com/infiniflow/ragflow/stargazers) |
| [Cognita](https://github.com/truefoundry/cognita) | RAG Framework for building modular, open source applications for production. | [![Stars](https://img.shields.io/github/stars/truefoundry/cognita?style=flat)](https://github.com/truefoundry/cognita/stargazers) |
| [fastRAG](https://github.com/IntelLabs/fastRAG) | Efficient Retrieval Augmentation and Generation Framework. | [![Stars](https://img.shields.io/github/stars/IntelLabs/fastRAG?style=flat)](https://github.com/IntelLabs/fastRAG/stargazers) |
| [AutoRAG](https://github.com/Marker-Inc-Korea/AutoRAG) | RAG AutoML Tool - Find optimal RAG pipeline for your own data. | [![Stars](https://img.shields.io/github/stars/Marker-Inc-Korea/AutoRAG?style=flat)](https://github.com/Marker-Inc-Korea/AutoRAG/stargazers) |
| [FlashRAG](https://github.com/RUC-NLPIR/FlashRAG) | A Python Toolkit for Efficient RAG Research. | [![Stars](https://img.shields.io/github/stars/RUC-NLPIR/FlashRAG?style=flat)](https://github.com/RUC-NLPIR/FlashRAG/stargazers) |

### Data Frameworks Tutorials
### Framework Tutorials
- LangChain:
- [LangChain: Chat with Your Data](https://www.deeplearning.ai/short-courses/langchain-chat-with-your-data/) ![DeepLearning.AI](https://img.shields.io/badge/DeepLearning-AI-blue)
- [LangChain for LLM Application Development](https://www.deeplearning.ai/short-courses/langchain-for-llm-application-development/) ![DeepLearning.AI](https://img.shields.io/badge/DeepLearning-AI-blue)
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|[crewAI](https://github.com/crewAIInc/crewAI)|Cutting-edge framework for orchestrating role-playing, autonomous AI agents.| [![Stars](https://img.shields.io/github/stars/crewAIInc/crewAI?style=flat)](https://github.com/crewAIInc/crewAI/stargazers) |
| [BabyAGI](https://github.com/yoheinakajima/babyagi) | An AI-powered autonomous task manager. | [![Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi?style=flat)](https://github.com/yoheinakajima/babyagi/stargazers) |

### Agents Related Projects
### Agent-Related Projects
- [AI Agent Service Toolkit](https://github.com/JoshuaC215/agent-service-toolkit): Full toolkit for running an AI agent service built with LangGraph, FastAPI and Streamlit

### Agents Tutorials
### Agent Tutorials

- LangGraph:
- [AI Agents in LangGraph](https://www.deeplearning.ai/short-courses/ai-agents-in-langgraph/) ![DeepLearning.AI](https://img.shields.io/badge/DeepLearning-AI-blue)
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|--------------------------------------------------------------------------|----------------------------------------------------------|----------------|
| [GraphRAG](https://github.com/microsoft/graphrag) | A modular graph-based Retrieval-Augmented Generation (RAG) system. | [![Stars](https://img.shields.io/github/stars/microsoft/graphrag?style=flat)](https://github.com/microsoft/graphrag/stargazers) |

### GraphRAG Related Projects
### GraphRAG-Related Projects
- [GraphRAG-Visualizer](https://github.com/noworneverev/graphrag-visualizer): A web-based tool for visualizing and exploring artifacts from Microsoft's GraphRAG.
- [nano-GraphRAG](https://github.com/gusye1234/nano-graphrag): A Simple GraphRAG Implementation.

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| [Vearch](https://github.com/vearch/vearch) | Distributed vector search for AI-native applications. | [![Stars](https://img.shields.io/github/stars/vearch/vearch?style=flat)](https://github.com/vearch/vearch/stargazers) |


### Vector Stores Tutorials
### Vector Store Tutorials
- Weaviate:
- [Vector Databases: from Embeddings to Applications](https://www.deeplearning.ai/short-courses/vector-databases-embeddings-applications/) ![DeepLearning.AI](https://img.shields.io/badge/DeepLearning-AI-blue)
- Pinecone:
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|--------------------------------------------------------------------------|----------------------------------------------------------|----------------|
| [LangChain](https://github.com/langchain-ai/langchain) | A framework for developing applications powered by LLMs. | [![Stars](https://img.shields.io/github/stars/langchain-ai/langchain?style=flat)](https://github.com/langchain-ai/langchain/stargazers) |
| [LlamaIndex](https://github.com/run-llama/llama_index) | A data framework for your LLM applications. | [![Stars](https://img.shields.io/github/stars/run-llama/llama_index?style=flat)](https://github.com/run-llama/llama_index/stargazers) |
| [FlowiseAI](https://github.com/FlowiseAI/Flowise) | Drag & drop UI to build your customized LLM flow. | [![Stars](https://img.shields.io/github/stars/FlowiseAI/Flowise?style=flat)](https://github.com/FlowiseAI/Flowise/stargazers) |
| [Dify](https://github.com/langgenius/dify) | An open-source LLM app development platform. | [![Stars](https://img.shields.io/github/stars/langgenius/dify?style=flat)](https://github.com/langgenius/dify/stargazers) |
| [Flowise](https://github.com/FlowiseAI/Flowise) | Drag & drop UI to build your customized LLM flow. | [![Stars](https://img.shields.io/github/stars/FlowiseAI/Flowise?style=flat)](https://github.com/FlowiseAI/Flowise/stargazers) |
| [Haystack](https://github.com/deepset-ai/haystack) | LLM orchestration framework to build customizable, production-ready LLM applications. | [![Stars](https://img.shields.io/github/stars/deepset-ai/haystack?style=flat)](https://github.com/deepset-ai/haystack/stargazers) |
| [RAGFlow](https://github.com/infiniflow/ragflow) | An open-source RAG engine based on deep document understanding. | [![Stars](https://img.shields.io/github/stars/infiniflow/ragflow?style=flat)](https://github.com/infiniflow/ragflow/stargazers) |
| [Cognita](https://github.com/truefoundry/cognita) | RAG Framework for building modular, open source applications for production. | [![Stars](https://img.shields.io/github/stars/truefoundry/cognita?style=flat)](https://github.com/truefoundry/cognita/stargazers) |
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