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retrieval-augmented-generation

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infiniflow /ragflow

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

agent ai deep-learning mcp multi-agent openai document-parser ai-search rag document-understanding llm agentic retrieval-augmented-generation ollama deepseek graphrag agentic-workflow agentic-ai deepseek-r1 deep-research

UpdatedDec 16, 2025
Python

llm-app

pathwaycom /llm-app

Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.

machine-learning real-time chatbot pathway open-ai rag vector-database hugging-face llm llmops vector-index llm-prompting llm-security llm-local retrieval-augmented-generation

UpdatedDec 9, 2025
Jupyter Notebook

chatchat-space /Langchain-Chatchat

Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain

chatbot llama gpt knowledge-base embedding faiss rag milvus streamlit llm chatgpt langchain chatglm fastchat retrieval-augmented-generation ollama qwen langchain-chatglm chatchat xinference

UpdatedNov 10, 2025
Python

storm

stanford-oval /storm

An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.

nlp naacl report-generation knowledge-curation large-language-models retrieval-augmented-generation agentic-rag emnlp2024 deep-research

UpdatedSep 30, 2025
Python

HKUDS /LightRAG

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

knowledge-graph gpt rag gpt-4 large-language-models llm genai retrieval-augmented-generation graphrag

UpdatedDec 14, 2025
Python

haystack

deepset-ai /haystack

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. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.

python nlp agent machine-learning information-retrieval ai transformers orchestration pytorch gemini question-answering summarization agents semantic-search rag gpt-4 large-language-models llm generative-ai retrieval-augmented-generation

UpdatedDec 16, 2025
MDX

llmware-ai /llmware

Unified framework for building enterprise RAG pipelines with small, specialized models

parsing agents onnx openvino llm llamacpp retrieval-augmented-generation generative-ai-tools small-specialized-models

UpdatedJul 24, 2025
Python

txtai

neuml /txtai

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

python search nlp search-engine information-retrieval ai transformers embeddings language-model agents semantic-search ai-agents sentence-embeddings rag vector-search vector-database txtai large-language-models llm retrieval-augmented-generation

UpdatedDec 15, 2025
Python

HKUDS /RAG-Anything

"RAG-Anything: All-in-One RAG Framework"

retrieval-augmented-generation multi-modal-rag

UpdatedDec 8, 2025
Python

FlagOpen /FlagEmbedding

Retrieval and Retrieval-augmented LLMs

information-retrieval embeddings sentence-embeddings text-semantic-similarity llm retrieval-augmented-generation

UpdatedDec 15, 2025
Python

Olow304 /memvid

Video-based AI memory library. Store millions of text chunks in MP4 files with lightning-fast semantic search. No database needed.

python nlp opencv machine-learning embedded ai offline-first memory context knowledge-graph video-processing knowledge-base semantic-search faiss rag vector-database llm retrieval-augmented-generation

UpdatedOct 12, 2025
Python

PocketFlow

The-Pocket /PocketFlow

Pocket Flow: 100-line LLM framework. Let Agents build Agents!

workflow artificial-intelligence flow-based-programming agents ai-framework workflow-orchestration ai-frameworks flow-engineering large-language-models large-language-model llm-agent retrieval-augmented-generation llm-framework pocket-flow aiagent aiagents agentic-framework agentic-workflow agentic-ai pocketflow

UpdatedAug 13, 2025
Python

simular-ai /Agent-S

Agent S: an open agentic framework that uses computers like a human

memory planning cua ai-agents grounding computer-automation mllm retrieval-augmented-generation in-context-reinforcement-learning agent-computer-interface gui-agents computer-use computer-use-agent

UpdatedDec 16, 2025
Python

SciPhi-AI /R2R

SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.

python search artificial-intelligence question-answering rag retrieval-systems large-language-models retrieval-augmented-generation

UpdatedNov 7, 2025
Python

WangRongsheng /awesome-LLM-resources

🧑‍🚀 全世界最好的LLM资料总结（语音视频生成、Agent、辅助编程、数据处理、模型训练、模型推理、o1 模型、MCP、小语言模型、视觉语言模型） | Summary of the world's best LLM resources.

course book openai awesome-list webui llama mistral rag large-language-models llm retrieval-augmented-generation qwen

UpdatedDec 11, 2025

TaskingAI

TaskingAI /TaskingAI

The open source platform for AI-native application development.

agent ai vector gpt function-call rag llm ai-native generative-ai langchain retrieval-augmented-generation

UpdatedDec 2, 2024
Python

yichuan-w /LEANN

RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

python privacy ai offline-first localstorage vectors faiss rag vector-search vector-database llm langchain llama-index retrieval-augmented-generation ollama gpt-oss

UpdatedDec 12, 2025
Python

AutoRAG

Marker-Inc-Korea /AutoRAG

AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation

python open-source qa benchmarking ops pipeline analysis optimization evaluation embeddings automl document-parser rag llm retrieval-augmented-generation llm-ops llm-evaluation rag-evaluation

UpdatedNov 20, 2025
Python

cognita

truefoundry /cognita

RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry

python agent application data machine-learning framework typescript ai deep-learning model-deployment fine-tuning rag mlops llm generative-ai llmops retrieval-augmented-generation llm-ops

UpdatedNov 26, 2025
Python

bRAG-langchain

bragai /bRAG-langchain

Everything you need to know to build your own RAG application

python machine-learning ai chatbot rag llm retrieval-augmented-generation agentic-rag

UpdatedNov 22, 2025
Jupyter Notebook

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