Local RAG Frameworks RAG Tools

Complete frameworks and toolkits for building local-first RAG systems with LLMs, emphasizing offline capability, document ingestion, and integration patterns. Does NOT include standalone vector databases, general LlamaIndex tutorials, or cloud-dependent RAG applications.

There are 196 local rag frameworks tools tracked. 1 score above 70 (verified tier). The highest-rated is run-llama/llama_index at 97/100 with 47,631 stars and 10,276,119 monthly downloads. 1 of the top 10 are actively maintained.

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#	Tool	Score	Tier	Stars	Language
1	run-llama/llama_index LlamaIndex is the leading document agent and OCR platform	97	Verified	47,631	Python
2	emarco177/documentation-helper Reference implementation of a RAG-based documentation helper using...	54	Established	271	Jupyter Notebook
3	janus-llm/janus-llm Leveraging LLMs for modernization through intelligent chunking, iterative...	53	Established	39	Python
4	JetXu-LLM/llama-github Llama-github is an open-source Python library that empowers LLM Chatbots, AI...	51	Established	318	Python
5	Vasallo94/ObsidianRAG RAG system to query your Obsidian notes using LangGraph and local LLMs (Ollama)	51	Established	29	Python
6	curiousily/ragbase Completely local RAG. Chat with your PDF documents (with open LLM) and UI to...	40	Emerging	122	Python
7	GURPREETKAURJETHRA/RAG-using-Llama3-Langchain-and-ChromaDB RAG using Llama3, Langchain and ChromaDB	40	Emerging	131	Jupyter Notebook
8	Azure-Samples/llama-index-vector-search-javascript A sample app for the Retrieval-Augmented Generation pattern using...	39	Emerging	14	TypeScript
9	charent/Phi2-mini-Chinese Phi2-Chinese-0.2B 从0开始训练自己的Phi2中文小模型，支持接入langchain加载本地知识库做检索增强生成RAG。Training...	38	Emerging	586	Jupyter Notebook
10	fahdmirza/doclingwithollama Docling with Ollama - RAG on Local Files with Local Models	37	Emerging	87	Python
11	FoxNoseTech/langchain-foxnose LangChain integration for FoxNose	37	Emerging	4	Python
12	Zakk-Yang/ollama-rag A programming framework for knowledge management	37	Emerging	7	Python
13	kreuzberg-dev/langchain-kreuzberg Langchain document loader for Kreuzberg	37	Emerging	4	Python
14	vmlinuzx/llmc One stop shop - Local-first RAG stack with intelligent polyglot-code/docs,...	37	Emerging	31	Python
15	FareedKhan-dev/langchain-graphrag-baml Improving langchain knowledge graphs using baml	36	Emerging	43	Jupyter Notebook
16	liupras/local-langchain-RAG This system implements a micro-microservice architecture, and uses...	35	Emerging	15	Python
17	Bangla-RAG/PoRAG Fully Configurable RAG Pipeline for Bengali Language RAG Applications....	35	Emerging	50	Python
18	ThomasJanssen-tech/Local-RAG-with-Ollama Build a 100% local Retrieval Augmented Generation (RAG) system with Python,...	34	Emerging	76	Python
19	ovitrac/RAGIX 🧬 RAGIX: Local-first development assistant making LLMs behave like...	34	Emerging	4	Python
20	johnsirmon/clearcouncil ClearCouncil: Automated tools for collecting, organizing, and embedding...	34	Emerging	2	Python
21	sachink1729/DSPy-Chain-of-Thought-RAG Building a Chain of Thought RAG Model with DSPy, Qdrant and Ollama	33	Emerging	35	Jupyter Notebook
22	ammirsm/llamaindex-omakase-rag This project enhances the construction of RAG applications by addressing...	32	Emerging	148	Python
23	Otman404/local-rag-llamaindex Local llamaindex RAG to assist researchers quickly navigate research papers	32	Emerging	133	Python
24	yussufbiyik/langchain-chromadb-rag-example My attempt at implementing retreival augmented generation on Ollama and...	32	Emerging	50	Python
25	stepandel/chroma-explorer ChromaDB Explorer for MacOS	32	Emerging	36	TypeScript
26	heroku-reference-apps/mia-llamaindex-rag RAG chat with LlamaIndex and Heroku AI	32	Emerging	3	Python
27	sankethsj/phi3-rag-application This project leverages the Phi3 model and ChromaDB to create a...	30	Emerging	7	Jupyter Notebook
28	wangermeng2021/llm-webui A Gradio web UI for Large Language Models. Supports LoRA/QLoRA...	30	Emerging	36	Python
29	kazcfz/LlamaIndex-RAG-Chat Perform RAG (Retrieval-Augmented Generation) from your PDFs using this Colab...	30	Emerging	17	Jupyter Notebook
30	J4NN0/llm-rag LLMs prompt augmentation with RAG by integrating external custom data from a...	30	Emerging	20	Python
31	dronefreak/local_rag_pipeline An advanced, fully local, and GPU-accelerated RAG pipeline. Features a...	28	Experimental	8	Python
32	ayushgoel24/MedLlama-QA-Advanced-Medical-Question-Answering-with-Llama-2-7b-and-RAG Utilizing Llama-2-7b and RAG, this medical QA system ensures precise,...	28	Experimental	10	—
33	ashtewari/bookshelf LLM RAG enabled bookshelf	27	Experimental	10	Python
34	The-Swarm-Corporation/Swarms-LlamaIndex-RAG-Template Get started integration Llama Index into your swarms application now!	26	Experimental	3	Python
35	michaelnny/RAG-LLaMA A clean and simple implementation of Retrieval Augmented Generation (RAG) to...	26	Experimental	7	Jupyter Notebook
36	shaadclt/Customer-Service-AI-Agent-LlamaIndex This project demonstrates how to build an intelligent customer support agent...	26	Experimental	4	Jupyter Notebook
37	iamaziz/mini_RAG_LLM A minimal example for in-memory RAG using ChromaDB and Ollama LLM	26	Experimental	5	Python
38	sachink1729/Financial-RAG-GPU-less-Mistral-Langchain All CPU efficient GPU-less Financial Analysis RAG Model with Qdrant,...	26	Experimental	6	Jupyter Notebook
39	SartajBhuvaji/Resonate Data Science Capstone Project based on RAG LLMs. The project aims to improve...	26	Experimental	8	Python
40	aws-samples/rag-with-human-support Check out the blogppost!	26	Experimental	6	Python
41	andrea-nuzzo/markdown-langchain-rag 🦜 🔗 Query and obtain data from Markdown documents with LangChain's RAG system	25	Experimental	50	Python
42	bhattbhavesh91/timeseries-rag Chat with Time-Series Data in PostgreSQL using LlamaIndex and Timescale Vector	25	Experimental	12	Jupyter Notebook
43	GURPREETKAURJETHRA/RAG-using-Ro-LLM-Langchain-and-ChromaDB RAG using Ro-LLM, Langchain and ChromaDB	25	Experimental	4	Jupyter Notebook
44	JhaAyush01/Multi-document-RAG A RAG to deal with multiple documents simultaneously using Weaviate,...	24	Experimental	3	Jupyter Notebook
45	younis-ali/rag-pipeline-app Implement RAG using LangChain and HuggingFace embedding models	24	Experimental	3	Jupyter Notebook
46	zekaouinoureddine/Adding-Private-Data-to-LLMs RAG - Add Your Own Data to LLMs Using LangChain & LlamaIndex	24	Experimental	33	Jupyter Notebook
47	flowbrg/homer Homer is a small academic project of a RAG application using Ollama and...	24	Experimental	1	Python
48	GURPREETKAURJETHRA/RAG-with-LlamaIndex-and-NVIDIA RAG with LlamaIndex and NVIDIA	24	Experimental	2	Jupyter Notebook
49	marklysze/LlamaIndex-RAG-WSL-CUDA Examples of RAG using Llamaindex with local LLMs - Gemma, Mixtral 8x7B,...	24	Experimental	132	Jupyter Notebook
50	LauzHack/rag-llamaindex https://youtu.be/Uh_RuwzCZhg	23	Experimental	2	Python
51	edwinjosechittilappilly/RAGStackDemo Philosopher Quote Retriever with Langchain	23	Experimental	2	Python
52	sudipta-chaudhari/ai-rag-langchain-python Retrieval-Augmented Generation (RAG) with LangChain, OpenAI and Python	23	Experimental	1	Python
53	abhirockzz/local-llms-rag-cosmosdb RAG application with LangChain and Local LLMs powered by Ollama	23	Experimental	13	Python
54	ignacioct/BoardRAG A RAG application feeding on board games running locally. Create a database...	23	Experimental	6	Python
55	MukulRay1603/Irminsul Fine-tuned Llama 3.1 8B · QLoRA · RAG serving stack · FastAPI · Pinecone · Azure	23	Experimental	1	HTML
56	mrashis06/education-rag 100% offline Education RAG tutor for remote students using Mistral and ChromaDB	23	Experimental	1	Python
57	contactvaibhavi/dotfiles Automates hermetic environments (macOS/HPC) to eliminate drift. Provisions...	22	Experimental	—	Python
58	digitalforgeca/sulcus-llamaindex LlamaIndex integration for Sulcus thermodynamic memory. pip install sulcus-llamaindex	22	Experimental	—	Python
59	LexiestLeszek/sova_ollama Open source implementation of Sova - RAG-based Web search engine using power...	22	Experimental	40	HTML
60	ndjordjevic/pinrag A powerful RAG (Retrieval-Augmented Generation) system built with LangChain,...	22	Experimental	—	Python
61	conect2ai/rag_course An introduction to RAG with LangChain & Ollama, featuring a companion PDF...	22	Experimental	1	Jupyter Notebook
62	alexandrughinea/rag-pipeline A Retrieval Augmented Generation (RAG) pipeline built with FastAPI,...	22	Experimental	1	Python
63	TomTolleson/RAG-System A Retrieval-Augmented Generation (RAG) system using Milvus and LangChain	22	Experimental	3	Python
64	benzlokzik/spam-detector Training code and models for spam message detection in Russian	22	Experimental	3	Python
65	benitomartin/agentic-rag-langchain-pinecone Hybrid Knowledge Agentic RAG System	22	Experimental	9	Jupyter Notebook
66	sansmoraxz/llama-index-go llama-index-go is a data framework for your LLM applications for Golang	22	Experimental	9	Go
67	knowusuboaky/RAGFlowChain A comprehensive toolkit for building Retrieval-Augmented Generation (RAG)...	21	Experimental	1	Jupyter Notebook
68	rauni-iitr/RAG-Langchain-ChromaDB-OpenSourceLLM-Streamlit Langchain RAG model, with output streaming on Streamlit and using persistent...	21	Experimental	9	Python
69	AstraBert/llamaindex-docs-agent A simple ReAct agent that has access to LlamaIndex docs and to the internet...	21	Experimental	11	Python
70	git-cloner/querychain rag base on langchain	21	Experimental	11	Python
71	BlueBash/langchain-RAG LangChain and Streamlit RAG Demo App on Community Cloud showcases	20	Experimental	31	Python
72	smellslikeml/dolla_llama Never forget the resource that helps to close that sales call! Power a...	20	Experimental	14	Python
73	Tohokantche/custom-rag A simple and effective Ollama RAG pipeline that actually works.	20	Experimental	1	Python
74	MansoorMajeed/Synapse Local RAG system with realtime auto ingestion of documents and notes and...	20	Experimental	6	Python
75	Abdullah-47/Multi-Agentic-RAG First learning project on Multi-Agentic RAG using Langchain and LangGraph....	20	Experimental	8	Python
76	quamernasim/Conversational-AI-System-using-Phi-2-PGVector-and-Llama-Index Build a Conversational AI System that can answer questions by retrieving the...	20	Experimental	11	Jupyter Notebook
77	MarioCSilva/RAG_QA_LLM Knowledge-Sharing Hub using RAG Q&A techniques with LLMs (Llama2 and ChatGPT)	20	Experimental	12	Jupyter Notebook
78	Aaryafalle/raglocal 100% local Retrieval Augmented Generation (RAG) system with Python,...	19	Experimental	—	Python
79	joshuavaple/local-rag a toy project to implement RAG system locally with open-source tools	19	Experimental	—	Jupyter Notebook
80	vpakarinen2/llm-text-gradio-webui Gradio LLM web interface for text generation and RAG.	19	Experimental	—	Python
81	samwiserr/volverag RAG system for the Volve Wells petrophysics reports	19	Experimental	—	Python
82	koteitan/googolbook-lm Googology Wiki LLM RAG Q&A System	19	Experimental	—	Python
83	Mohit1053/Cement-Concall-RAG RAG-powered system for downloading, indexing, and analyzing cement industry...	19	Experimental	—	Python
84	daniel-sampaio-goncalves/KELLMA KELLMA Search is a full‑stack Python application designed to streamline...	19	Experimental	—	Python
85	ksm26/dr-x-nlp-pipeline A fully offline NLP pipeline for extracting, chunking, embedding, querying,...	19	Experimental	5	Python
86	SLAVUSworks/llama32-model-specified-knowlegde LLAMA 3.2 3b Model with Specified Knowledge using RAG Interference	19	Experimental	—	Python
87	mshojaei77/ollama_rag fully local RAG system using ollama and faiss	19	Experimental	43	Python
88	mananjain02/llm-custom-data In this project, I've implemented LLMs on custom data, using the power of...	18	Experimental	7	Python
89	v-ade-r/LLM-with-RAG-full-opensource LLM with RAG example for querying URLs or PDFs with Ollama and Gradio/Flask	18	Experimental	5	Python
90	rigvedrs/RAGIndex LlamaIndex Powered RAG for PDF, TXT and DOCX files with Tesseract OCR...	18	Experimental	12	Python
91	LycEcho/langchain-rag-customer-service rag-common-ai-customer	17	Experimental	5	Python
92	rauni-iitr/llamaindex_ollama_chainlit RAG with open source LLM mistral loaded through Ollama and built on...	17	Experimental	5	Python
93	timi-ro/rag-ollama-project Build AI-powered document search without OpenAI bills. This RAG system uses...	17	Experimental	3	Python
94	Siris2314/Llama2YT Enhanching YT Summarization with OpenAI Whisper + Llama2 + RAG	17	Experimental	3	Python
95	guochenmeinian/llama-langchain-RAG A very naive RAG project to answer questions about the sitcom "Friends".	17	Experimental	2	Python
96	DavidScottWorks/RAG-Builder Set up for a cybersecurity RAG using ChromaDB. Meant to be connected to by a LLM.	17	Experimental	2	Python
97	kingabzpro/Real-Time-RAG Building Real-time AI App with Groq API and LangChain	16	Experimental	3	Jupyter Notebook
98	Marik-81/Secure-Technical-Simplifier A local, private RAG system using Ollama and LangChain to translate...	16	Experimental	1	Python
99	parea-ai/parea-langchain-rag-redis-tutorial Tutorial showing how to do RAG evals with Parea AI and LangChain	16	Experimental	4	Python
100	janvis11/flowragen visual rag pipeline builder powered by langgraph	16	Experimental	1	JavaScript
101	mateolafalce/rag-chroma-openai This project implements a Retrieval-Augmented Generation (RAG) system using...	16	Experimental	1	HTML
102	Kaos599/RAG-Structured-Data-Chat The RAG Structured Data System is an advanced solution using langextract,...	16	Experimental	1	Python
103	benitomartin/rag-qwen-vllm-milvus RAG application with Milvus, Qwen, vLLM and LangChain	16	Experimental	2	Jupyter Notebook
104	BuniDev-coding/Rag-with-LangChain Test Ai engineer Skill	15	Experimental	1	Python
105	Daddy-Myth/D_RAGon_Psyche RAG-powered workplace wellbeing assistant grounded in 17 org psychology...	15	Experimental	1	Jupyter Notebook
106	DuongCaoNhan/rag-cosmos-ollama RAG application using Ollama local LLMs with FAISS and Azure Cosmos DB vector stores	15	Experimental	—	Python
107	llamanator-project/llamanator Llamanator is a tool the combines automation and the best in class open...	15	Experimental	2	Shell
108	rasyosef/rag-with-phi-2-and-langchain Retrieval Augmented Generation demo using Microsoft's phi-2 LLM and langchain	15	Experimental	19	Python
109	xiyuanyang-code/BLOGing-AI A simple application for blog content retrieval implemented using RAG as the...	15	Experimental	5	Python
110	ambideXtrous9/Finetune-Gemma2b-for-QA-RAG-LoRA-ChromaDB Finetune Gemma2b for QA : RAG LoRA ChromaDB	15	Experimental	1	Jupyter Notebook
111	dd-0321/DD_CONCEPTS Fix broken JSON from LLM outputs - Zero dependencies, 100% success rate	15	Experimental	—	Python
112	wwzee-hub/MedLink-RAG Local Medical RAG system using LangChain & Ollama.	15	Experimental	—	Python
113	bianavic/python-ollama-study This project demonstrates a Retrieval-Augmented Generation (RAG) system...	15	Experimental	—	Python
114	Sergio-CVM00/contextual-rag-local A fully local, zero-cost RAG system with contextual retrieval. No API fees,...	15	Experimental	—	Python
115	wojciechpolak/ml-playground Personal ML Playground (RAG, LangChain, LlamaIndex, Ollama)	15	Experimental	—	Python
116	vuminhle1997/llama-rag This project implements a Retrieval-Augmented Generation (RAG) chatbot using...	15	Experimental	—	Jupyter Notebook
117	IshaanLabs/azure-local-foundry-rag-demo A fully local RAG application using Azure Local Foundry, LangChain, and...	15	Experimental	—	Jupyter Notebook
118	kuhung/RAG-in-LangGraph A quick and simple example for build RAG using LangChain related tools	14	Experimental	4	Python
119	BenderScript/ragtime RAG Course using LangChain and OpenAI	14	Experimental	10	Python
120	laowu-code/LLM_RAG_Military RAG of the Military Strategy using Langchain Framework	14	Experimental	9	Python
121	muqadasejaz/langchain-document-loaders This repo demonstrates how to use Document Loaders in LangChain to fetch...	14	Experimental	3	Python
122	fdaudens/rag-jrn6205 AI-based text generator with RAG, using langchain, for JRN6205 course at...	14	Experimental	1	Python
123	fandredev/langchain_rag understand the rag method using langchain + openai	14	Experimental	—	Jupyter Notebook
124	morehosseini/au-deconstruction-rag Domain-specific RAG system for Australian building deconstruction (ChromaDB...	14	Experimental	—	Jupyter Notebook
125	LIKHITHADITHYA/Nvidia-Llama-RAG Demonstration of building a RAG pipeline combining NVIDIA-compatible LLMs...	14	Experimental	—	Jupyter Notebook
126	aliasgarsogiawala/LocalRAG Local RAG model using Langchain and Ollama , can be modified to ur needs by...	14	Experimental	—	Python
127	baohuy1303/learn-rag learn rag with langchain and chromadb, using amazon nova and groq models in...	14	Experimental	—	Python
128	swapniltake1/rag-implementation-for-own-data RAG workflow using your own documents, Chroma vector storage, Gemini...	14	Experimental	—	Jupyter Notebook
129	yuanji6666/FeatherRAG Langchain构建的一条完整的RAG pipeline	14	Experimental	—	Python
130	mk-knight23/AI-SDK-LAMA-INDEX Data-ingestion and retrieval mesh for mission intelligence	14	Experimental	—	Python
131	Akanksha674/RAG-Based-AI-Teaching-Assistant-for-Video-Learning RAG-based AI Teaching Assistant that answers questions from lecture videos...	14	Experimental	—	Python
132	JuanLopezAranzazu/local-rag-pdf Ejemplo de RAG con PDFs usando LangChain y Ollama	14	Experimental	—	Python
133	HirudikaAnupama/RAG-Pipeline A simple Retrieval-Augmented Generation (RAG) implementation using...	14	Experimental	—	Jupyter Notebook
134	svlasopoulos/ragproject RAG Application in Python using LangChain, LangGraph, OpenAI and Oracle Database 26ai	14	Experimental	—	Jupyter Notebook
135	ShainaHussain/rag-learning-log Building a RAG system from scratch — LangChain, ChromaDB, Groq	14	Experimental	—	Python
136	Rahulxzy/local-rag-system Local RAG system for document question answering using MiniLM embeddings,...	14	Experimental	—	Python
137	666xz666/langchain-graph-builder Knowledge base construction based on langchain, knowledge graph and RAG	13	Experimental	5	Python
138	NebeyouMusie/End-to-End-RAG-Project-using-ObjectBox-and-LangChain In this end to end project I have built a RAG app using ObjectBox Vector...	13	Experimental	10	Python
139	adv-11/RAG_from_scratch Implementing RAG, without the use of latest frameworks like LangChain and LlamaIndex	13	Experimental	—	Python
140	kausthub-kannan/Drake DrakeLLM is developed to help students to solve the issue of making notes...	13	Experimental	5	Python
141	denismurphy/alpaca Implementation of "Tree of Thoughts Reasoning"	13	Experimental	5	Python
142	jmrobles/all-ai-tools AI Tool RAG System: LlamaIndex-powered discovery engine for AI tools with...	13	Experimental	5	Python
143	hillaryke/rag-optimization-cnn-dailymail Optimizing a Retrieval-Augmented Generation (RAG) system on the CNN/Daily...	13	Experimental	5	Jupyter Notebook
144	redte-ch/retrieve Find what you already know with RAG, Zotero, ChromaDB.	13	Experimental	8	Python
145	g-hano/DiscoVery It is an LLM powered assistant (MultiModal RAG) that can read directories,...	13	Experimental	8	Python
146	timerring/rag101 LangChain and RAG best practices	13	Experimental	8	Python
147	PrMestizo/Advanced-RAG-LangChain Implementation of Reflective RAG, Self-RAG & Adaptive RAG tailored towards...	13	Experimental	10	Python
148	deekshakoul/RAG-with-Langchain-Ollama-for-pdfs first attempt at creating and deploying rag based systems using langchain +...	13	Experimental	10	Python
149	ranpy13/rag-langchain Understanding and implementing RAGs using langchain on LLMs from scratch using APIs.	12	Experimental	3	Jupyter Notebook
150	ParthaPRay/gradio_docling_rag_langchain This repo provide RAG using Docling, langchain, milvus, sentence...	12	Experimental	3	Jupyter Notebook
151	SayantanML-IO/pc-qa-bot Real-time RAG system for PC hardware queries using Groq (Llama-3),...	12	Experimental	1	Python
152	NimaVahdat/Llama_RAG_System Llama_RAG_System is a local Retrieval-Augmented Generation (RAG) system that...	12	Experimental	4	Python
153	libraryofcelsus/Marqo_DB_Examples Examples using Marqo DB. Currently includes examples of file processing and RAG.	12	Experimental	3	Python
154	Serapieum-of-alex/llama-utils LlamaIndex utility package	12	Experimental	1	Python
155	safouaneelg/llama-2-rag Implementation of Retrieval Augmented Generation RAG-based LLM from html web pages	12	Experimental	4	Python
156	ShubbhRM/LLM_Hackathon Offline RAG code tutor: Qwen2.5-Coder-14B + ChromaDB on 8,528 cuDF files....	12	Experimental	1	Jupyter Notebook
157	At0mXploit/RAG-Tales Full control over these clankers.	12	Experimental	1	Jupyter Notebook
158	diase/ca_probate_law_rag_pipeline A RAG pipeline for California Probate Law. Written in Python using...	12	Experimental	1	Python
159	hashgraph-online/llamaindex-registry-broker LlamaIndex TypeScript tools for Universal AI Agent Discovery - 59,000+...	11	Experimental	—	TypeScript
160	takeitezybaby/local-llm-video-rag Local Retrieval-Augmented Generation system for semantic video Q&A using...	11	Experimental	—	Python
161	null-none/simple-rag Simple RAG without remote API only langchain and pandas	11	Experimental	—	Python
162	mcaimi/llm-frontend A Frontend Application to the RAG Demo	11	Experimental	2	Python
163	Saba-Gul/LLMOps-Deploying-RaG-Application-With-Qdrant-Langchain-OpenAI This repository contains the code and resources for deploying a...	11	Experimental	2	Python
164	ganfer/hatespeech-rag This RAG is designed to analyze text for potential hate speech using Llama...	11	Experimental	2	Python
165	leemark/llamaindex_playbook A collection of basic Python examples utilizing LlamaIndex to showcase...	11	Experimental	2	Python
166	denizdagli/BasicRAG A basic RAG (Retrieval-Augmented Generation) application built with...	11	Experimental	—	Python
167	heyyatheworld/simple-rag-template A minimal RAG pipeline that indexes Markdown documents and answers questions...	11	Experimental	—	Python
168	RizkyPurnomo/basic-rag Basic Retrieval-Augmented Generation using ChromaDB and Ollama	11	Experimental	—	Python
169	BrandonChiang-USC/LangChain_20260115 工研院上課(20260115)的 source	11	Experimental	—	Python
170	poacosta/the-librarian-client-server-mode The Librarian: ChromaDB Client-Server mode RAG System for Borges Literary Analysis	11	Experimental	—	Python
171	sofib993/RAG-Project AI & RAG: A hands-on journey building LLM-powered applications. Featuring...	11	Experimental	—	Python
172	shefalishr95/RAG-app-using-LlamaIndex RAG chatbot built with a semi-automated LLMOps pipeline that scrapes GitHub...	11	Experimental	—	Python
173	Schachte/DirtyRAG RAG-based framework designed to work with large language models and vector databases	11	Experimental	—	Python
174	HirudikaAnupama/Basic-RAG-Pipeline A simple Retrieval-Augmented Generation (RAG) implementation using...	11	Experimental	—	Jupyter Notebook
175	theMagusDev/Huggingface-Ecosystem-RAG Expert-level RAG system for Hugging Face libraries using LangChain (LCEL)...	11	Experimental	—	Jupyter Notebook
176	sreekanthpogula/llamaindex-llama2-rag-app This repository contains a simple RAG (Retrieval-Augmented Generation)...	11	Experimental	—	Jupyter Notebook
177	NANDINISHARMA30/Financial-Analysis-Assitant--RAG RAG Model	11	Experimental	—	Jupyter Notebook
178	yashrepal0508/langchain-rag-demo RAG pipeline implementation with LangChain, ChromaDB, and HuggingFace...	11	Experimental	—	Jupyter Notebook
179	sreekanthpogula/llamaindex-openai-rag-app This repository contains a simple RAG (Retrieval-Augmented Generation)...	11	Experimental	—	Jupyter Notebook
180	danieloza/python-rag-langchain Practical RAG project in Python + LangChain: retrieval, chunking,...	11	Experimental	—	Python
181	JosueVP17/surgical-nursing-rag Retrieval-augmented generation for surgical nursing Q&A using textbook...	11	Experimental	—	Python
182	ss0487/RAG-infobot An end-to-end RAG application featuring Llama 3.1 7b for text generation and...	11	Experimental	—	Python
183	SayamAlt/LlamaIndex-for-Generative-AI This repository contains hands-on notebooks and end-to-end examples...	11	Experimental	—	Jupyter Notebook
184	rgonzalezp/llarmy LLArmy is a collection of small, specialized LlamaIndex-based agents and...	11	Experimental	—	Python
185	joseignaciom5/RAG Local RAG system using Ollama + ChromaDB for private document querying — no...	11	Experimental	—	Python
186	the-ogre/LLM-QAwithQuantizedMistral7bLangchainRAGKidneyDisease This repo is about pulling data from external urls, using them as knowledge...	11	Experimental	2	Jupyter Notebook
187	DrBenjamin/RAG-on-Snow LLM utilizing RAG on Snowflake.	11	Experimental	—	Python
188	ParthaPRay/docling_RAG_langchain_colab This repo contains codes for RAG using docling on colab notebook with...	11	Experimental	2	Jupyter Notebook
189	antdragiotis/Payments-Regulation-QA-LangChain-RAG-OpenAI- This application utilizes OpenAI and LangChain under Retrieval Augmented...	11	Experimental	2	Python
190	RyosukeDTomita/myRAG Lang ChainでRAGを作ってみた。	10	Experimental	1	Python
191	abdulvahapmutlu/sales-data-qa This project demonstrates a retrieval-augmented question-answering (QA)...	10	Experimental	1	Jupyter Notebook
192	nauxa-labs/belajar-langchain 📚 Panduan belajar RAG dengan LangChain dari nol dalam Bahasa Indonesia \|...	10	Experimental	3	JavaScript
193	Axemt/que Fast LLM question answering + document indexing RAG in the command line	10	Experimental	1	Python
194	mihaicristianfarcas/Llama3.2-LlamaIndex-ChromaDB-RAG A RAG application using the Llama-3.2-1B-Instruct language model, LlamaIndex...	10	Experimental	1	Jupyter Notebook
195	bodyangug/kotlin-rag Kotlin implementation of RAG approach	10	Experimental	1	Kotlin
196	LazaUK/AOAI-LlamaIndex-VectorStore Sample code to demo the use of LlamaIndex with Azure OpenAI GPT-4 and...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

llama_index and llama-index-vector-search-javascript (97 vs 39) RAG-using-Llama3-Langchain-and-ChromaDB and Local-RAG-with-Ollama (40 vs 34) ObsidianRAG and ragbase (51 vs 40) ObsidianRAG and Local-RAG-with-Ollama (51 vs 34)