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 245 local rag frameworks tools tracked. 1 score above 70 (verified tier). The highest-rated is run-llama/llama_index at 84/100 with 47,631 stars. 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	84	Verified	47,631	Python
2	emarco177/documentation-helper Reference implementation of a RAG-based documentation helper using...	61	Established	271	Jupyter Notebook
3	janus-llm/janus-llm Leveraging LLMs for modernization through intelligent chunking, iterative...	56	Established	39	Python
4	JetXu-LLM/llama-github Llama-github is an open-source Python library that empowers LLM Chatbots, AI...	53	Established	318	Python
5	Vasallo94/ObsidianRAG RAG system to query your Obsidian notes using LangGraph and local LLMs (Ollama)	51	Established	29	Python
6	GURPREETKAURJETHRA/RAG-using-Llama3-Langchain-and-ChromaDB RAG using Llama3, Langchain and ChromaDB	47	Emerging	131	Jupyter Notebook
7	curiousily/ragbase Completely local RAG. Chat with your PDF documents (with open LLM) and UI to...	47	Emerging	122	Python
8	Azure-Samples/llama-index-vector-search-javascript A sample app for the Retrieval-Augmented Generation pattern using...	46	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...	45	Emerging	586	Jupyter Notebook
10	fahdmirza/doclingwithollama Docling with Ollama - RAG on Local Files with Local Models	44	Emerging	87	Python
11	Zakk-Yang/ollama-rag A programming framework for knowledge management	44	Emerging	7	Python
12	Bangla-RAG/PoRAG Fully Configurable RAG Pipeline for Bengali Language RAG Applications....	42	Emerging	50	Python
13	FareedKhan-dev/langchain-graphrag-baml Improving langchain knowledge graphs using baml	42	Emerging	43	Jupyter Notebook
14	vmlinuzx/llmc One stop shop - Local-first RAG stack with intelligent polyglot-code/docs,...	41	Emerging	31	Python
15	johnsirmon/clearcouncil ClearCouncil: Automated tools for collecting, organizing, and embedding...	41	Emerging	2	Python
16	sachink1729/DSPy-Chain-of-Thought-RAG Building a Chain of Thought RAG Model with DSPy, Qdrant and Ollama	40	Emerging	35	Jupyter Notebook
17	ThomasJanssen-tech/Local-RAG-with-Ollama Build a 100% local Retrieval Augmented Generation (RAG) system with Python,...	40	Emerging	76	Python
18	ammirsm/llamaindex-omakase-rag This project enhances the construction of RAG applications by addressing...	39	Emerging	148	Python
19	Otman404/local-rag-llamaindex Local llamaindex RAG to assist researchers quickly navigate research papers	39	Emerging	133	Python
20	ovitrac/RAGIX 🧬 RAGIX: Local-first development assistant making LLMs behave like...	38	Emerging	4	Python
21	heroku-reference-apps/mia-llamaindex-rag RAG chat with LlamaIndex and Heroku AI	38	Emerging	3	Python
22	liupras/local-langchain-RAG This system implements a micro-microservice architecture, and uses...	38	Emerging	15	Python
23	wangermeng2021/llm-webui A Gradio web UI for Large Language Models. Supports LoRA/QLoRA...	37	Emerging	36	Python
24	J4NN0/llm-rag LLMs prompt augmentation with RAG by integrating external custom data from a...	37	Emerging	20	Python
25	sankethsj/phi3-rag-application This project leverages the Phi3 model and ChromaDB to create a...	37	Emerging	7	Jupyter Notebook
26	kazcfz/LlamaIndex-RAG-Chat Perform RAG (Retrieval-Augmented Generation) from your PDFs using this Colab...	37	Emerging	17	Jupyter Notebook
27	stepandel/chroma-explorer ChromaDB Explorer for MacOS	36	Emerging	36	TypeScript
28	yussufbiyik/langchain-chromadb-rag-example My attempt at implementing retreival augmented generation on Ollama and...	35	Emerging	50	Python
29	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,...	35	Emerging	10	—
30	ashtewari/bookshelf LLM RAG enabled bookshelf	34	Emerging	10	Python
31	dronefreak/local_rag_pipeline An advanced, fully local, and GPU-accelerated RAG pipeline. Features a...	34	Emerging	8	Python
32	SartajBhuvaji/Resonate Data Science Capstone Project based on RAG LLMs. The project aims to improve...	33	Emerging	8	Python
33	iamaziz/mini_RAG_LLM A minimal example for in-memory RAG using ChromaDB and Ollama LLM	33	Emerging	5	Python
34	kreuzberg-dev/langchain-kreuzberg Langchain document loader for Kreuzberg	33	Emerging	4	Python
35	aws-samples/rag-with-human-support Check out the blogppost!	33	Emerging	6	Python
36	sachink1729/Financial-RAG-GPU-less-Mistral-Langchain All CPU efficient GPU-less Financial Analysis RAG Model with Qdrant,...	33	Emerging	6	Jupyter Notebook
37	FoxNoseTech/langchain-foxnose LangChain integration for FoxNose	33	Emerging	4	Python
38	The-Swarm-Corporation/Swarms-LlamaIndex-RAG-Template Get started integration Llama Index into your swarms application now!	33	Emerging	3	Python
39	michaelnny/RAG-LLaMA A clean and simple implementation of Retrieval Augmented Generation (RAG) to...	33	Emerging	7	Jupyter Notebook
40	andrea-nuzzo/markdown-langchain-rag 🦜 🔗 Query and obtain data from Markdown documents with LangChain's RAG system	32	Emerging	50	Python
41	GURPREETKAURJETHRA/RAG-using-Ro-LLM-Langchain-and-ChromaDB RAG using Ro-LLM, Langchain and ChromaDB	32	Emerging	4	Jupyter Notebook
42	bhattbhavesh91/timeseries-rag Chat with Time-Series Data in PostgreSQL using LlamaIndex and Timescale Vector	32	Emerging	12	Jupyter Notebook
43	shaadclt/Customer-Service-AI-Agent-LlamaIndex This project demonstrates how to build an intelligent customer support agent...	32	Emerging	4	Jupyter Notebook
44	zekaouinoureddine/Adding-Private-Data-to-LLMs RAG - Add Your Own Data to LLMs Using LangChain & LlamaIndex	31	Emerging	33	Jupyter Notebook
45	JhaAyush01/Multi-document-RAG A RAG to deal with multiple documents simultaneously using Weaviate,...	31	Emerging	3	Jupyter Notebook
46	younis-ali/rag-pipeline-app Implement RAG using LangChain and HuggingFace embedding models	31	Emerging	3	Jupyter Notebook
47	marklysze/LlamaIndex-RAG-WSL-CUDA Examples of RAG using Llamaindex with local LLMs - Gemma, Mixtral 8x7B,...	31	Emerging	132	Jupyter Notebook
48	GURPREETKAURJETHRA/RAG-with-LlamaIndex-and-NVIDIA RAG with LlamaIndex and NVIDIA	31	Emerging	2	Jupyter Notebook
49	ignacioct/BoardRAG A RAG application feeding on board games running locally. Create a database...	30	Emerging	6	Python
50	edwinjosechittilappilly/RAGStackDemo Philosopher Quote Retriever with Langchain	30	Emerging	2	Python
51	flowbrg/homer Homer is a small academic project of a RAG application using Ollama and...	30	Emerging	1	Python
52	benitomartin/agentic-rag-langchain-pinecone Hybrid Knowledge Agentic RAG System	29	Experimental	9	Jupyter Notebook
53	TomTolleson/RAG-System A Retrieval-Augmented Generation (RAG) system using Milvus and LangChain	29	Experimental	3	Python
54	LexiestLeszek/sova_ollama Open source implementation of Sova - RAG-based Web search engine using power...	29	Experimental	40	HTML
55	abhirockzz/local-llms-rag-cosmosdb RAG application with LangChain and Local LLMs powered by Ollama	29	Experimental	13	Python
56	sansmoraxz/llama-index-go llama-index-go is a data framework for your LLM applications for Golang	29	Experimental	9	Go
57	alexandrughinea/rag-pipeline A Retrieval Augmented Generation (RAG) pipeline built with FastAPI,...	29	Experimental	1	Python
58	rauni-iitr/RAG-Langchain-ChromaDB-OpenSourceLLM-Streamlit Langchain RAG model, with output streaming on Streamlit and using persistent...	28	Experimental	9	Python
59	knowusuboaky/RAGFlowChain A comprehensive toolkit for building Retrieval-Augmented Generation (RAG)...	28	Experimental	1	Jupyter Notebook
60	git-cloner/querychain rag base on langchain	28	Experimental	11	Python
61	AstraBert/llamaindex-docs-agent A simple ReAct agent that has access to LlamaIndex docs and to the internet...	28	Experimental	11	Python
62	smellslikeml/dolla_llama Never forget the resource that helps to close that sales call! Power a...	27	Experimental	14	Python
63	quamernasim/Conversational-AI-System-using-Phi-2-PGVector-and-Llama-Index Build a Conversational AI System that can answer questions by retrieving the...	27	Experimental	11	Jupyter Notebook
64	BlueBash/langchain-RAG LangChain and Streamlit RAG Demo App on Community Cloud showcases	27	Experimental	31	Python
65	MarioCSilva/RAG_QA_LLM Knowledge-Sharing Hub using RAG Q&A techniques with LLMs (Llama2 and ChatGPT)	27	Experimental	12	Jupyter Notebook
66	Abdullah-47/Multi-Agentic-RAG First learning project on Multi-Agentic RAG using Langchain and LangGraph....	26	Experimental	8	Python
67	MansoorMajeed/Synapse Local RAG system with realtime auto ingestion of documents and notes and...	26	Experimental	6	Python
68	mshojaei77/ollama_rag fully local RAG system using ollama and faiss	26	Experimental	43	Python
69	mananjain02/llm-custom-data In this project, I've implemented LLMs on custom data, using the power of...	25	Experimental	7	Python
70	v-ade-r/LLM-with-RAG-full-opensource LLM with RAG example for querying URLs or PDFs with Ollama and Gradio/Flask	25	Experimental	5	Python
71	LauzHack/rag-llamaindex https://youtu.be/Uh_RuwzCZhg	25	Experimental	2	Python
72	mrashis06/education-rag 100% offline Education RAG tutor for remote students using Mistral and ChromaDB	25	Experimental	1	Python
73	ksm26/dr-x-nlp-pipeline A fully offline NLP pipeline for extracting, chunking, embedding, querying,...	25	Experimental	5	Python
74	conect2ai/rag_course An introduction to RAG with LangChain & Ollama, featuring a companion PDF...	24	Experimental	1	Jupyter Notebook
75	rigvedrs/RAGIndex LlamaIndex Powered RAG for PDF, TXT and DOCX files with Tesseract OCR...	24	Experimental	12	Python
76	guochenmeinian/llama-langchain-RAG A very naive RAG project to answer questions about the sitcom "Friends".	24	Experimental	2	Python
77	Siris2314/Llama2YT Enhanching YT Summarization with OpenAI Whisper + Llama2 + RAG	24	Experimental	3	Python
78	rauni-iitr/llamaindex_ollama_chainlit RAG with open source LLM mistral loaded through Ollama and built on...	24	Experimental	5	Python
79	LycEcho/langchain-rag-customer-service rag-common-ai-customer	24	Experimental	5	Python
80	DavidScottWorks/RAG-Builder Set up for a cybersecurity RAG using ChromaDB. Meant to be connected to by a LLM.	23	Experimental	2	Python
81	benitomartin/rag-qwen-vllm-milvus RAG application with Milvus, Qwen, vLLM and LangChain	23	Experimental	2	Jupyter Notebook
82	MukulRay1603/Irminsul Fine-tuned Llama 3.1 8B · QLoRA · RAG serving stack · FastAPI · Pinecone · Azure	23	Experimental	1	HTML
83	kingabzpro/Real-Time-RAG Building Real-time AI App with Groq API and LangChain	23	Experimental	3	Jupyter Notebook
84	sudipta-chaudhari/ai-rag-langchain-python Retrieval-Augmented Generation (RAG) with LangChain, OpenAI and Python	23	Experimental	1	Python
85	parea-ai/parea-langchain-rag-redis-tutorial Tutorial showing how to do RAG evals with Parea AI and LangChain	23	Experimental	4	Python
86	Tohokantche/custom-rag A simple and effective Ollama RAG pipeline that actually works.	22	Experimental	1	Python
87	digitalforgeca/sulcus-llamaindex LlamaIndex integration for Sulcus thermodynamic memory. pip install sulcus-llamaindex	22	Experimental	—	Python
88	contactvaibhavi/dotfiles Automates hermetic environments (macOS/HPC) to eliminate drift. Provisions...	22	Experimental	—	Python
89	rasyosef/rag-with-phi-2-and-langchain Retrieval Augmented Generation demo using Microsoft's phi-2 LLM and langchain	22	Experimental	19	Python
90	Kaos599/RAG-Structured-Data-Chat The RAG Structured Data System is an advanced solution using langextract,...	22	Experimental	1	Python
91	ambideXtrous9/Finetune-Gemma2b-for-QA-RAG-LoRA-ChromaDB Finetune Gemma2b for QA : RAG LoRA ChromaDB	22	Experimental	1	Jupyter Notebook
92	xiyuanyang-code/BLOGing-AI A simple application for blog content retrieval implemented using RAG as the...	22	Experimental	5	Python
93	BenderScript/ragtime RAG Course using LangChain and OpenAI	21	Experimental	10	Python
94	SLAVUSworks/llama32-model-specified-knowlegde LLAMA 3.2 3b Model with Specified Knowledge using RAG Interference	21	Experimental	—	Python
95	Aaryafalle/raglocal 100% local Retrieval Augmented Generation (RAG) system with Python,...	21	Experimental	—	Python
96	Mohit1053/Cement-Concall-RAG RAG-powered system for downloading, indexing, and analyzing cement industry...	21	Experimental	—	Python
97	joshuavaple/local-rag a toy project to implement RAG system locally with open-source tools	21	Experimental	—	Jupyter Notebook
98	daniel-sampaio-goncalves/KELLMA KELLMA Search is a full‑stack Python application designed to streamline...	21	Experimental	—	Python
99	laowu-code/LLM_RAG_Military RAG of the Military Strategy using Langchain Framework	21	Experimental	9	Python
100	ndjordjevic/pinrag A powerful RAG (Retrieval-Augmented Generation) system built with LangChain,...	21	Experimental	—	Python
101	redte-ch/retrieve Find what you already know with RAG, Zotero, ChromaDB.	20	Experimental	8	Python
102	timerring/rag101 LangChain and RAG best practices	20	Experimental	8	Python
103	g-hano/DiscoVery It is an LLM powered assistant (MultiModal RAG) that can read directories,...	20	Experimental	8	Python
104	kuhung/RAG-in-LangGraph A quick and simple example for build RAG using LangChain related tools	20	Experimental	4	Python
105	deekshakoul/RAG-with-Langchain-Ollama-for-pdfs first attempt at creating and deploying rag based systems using langchain +...	20	Experimental	10	Python
106	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...	20	Experimental	10	Python
107	PrMestizo/Advanced-RAG-LangChain Implementation of Reflective RAG, Self-RAG & Adaptive RAG tailored towards...	20	Experimental	10	Python
108	666xz666/langchain-graph-builder Knowledge base construction based on langchain, knowledge graph and RAG	20	Experimental	5	Python
109	muqadasejaz/langchain-document-loaders This repo demonstrates how to use Document Loaders in LangChain to fetch...	20	Experimental	3	Python
110	kausthub-kannan/Drake DrakeLLM is developed to help students to solve the issue of making notes...	20	Experimental	5	Python
111	janvis11/flowragen visual rag pipeline builder powered by langgraph	20	Experimental	1	JavaScript
112	jmrobles/all-ai-tools AI Tool RAG System: LlamaIndex-powered discovery engine for AI tools with...	20	Experimental	5	Python
113	hillaryke/rag-optimization-cnn-dailymail Optimizing a Retrieval-Augmented Generation (RAG) system on the CNN/Daily...	20	Experimental	5	Jupyter Notebook
114	ranpy13/rag-langchain Understanding and implementing RAGs using langchain on LLMs from scratch using APIs.	19	Experimental	3	Jupyter Notebook
115	safouaneelg/llama-2-rag Implementation of Retrieval Augmented Generation RAG-based LLM from html web pages	19	Experimental	4	Python
116	ParthaPRay/gradio_docling_rag_langchain This repo provide RAG using Docling, langchain, milvus, sentence...	19	Experimental	3	Jupyter Notebook
117	libraryofcelsus/Marqo_DB_Examples Examples using Marqo DB. Currently includes examples of file processing and RAG.	19	Experimental	3	Python
118	NimaVahdat/Llama_RAG_System Llama_RAG_System is a local Retrieval-Augmented Generation (RAG) system that...	19	Experimental	4	Python
119	ShubbhRM/LLM_Hackathon Offline RAG code tutor: Qwen2.5-Coder-14B + ChromaDB on 8,528 cuDF files....	18	Experimental	1	Jupyter Notebook
120	leemark/llamaindex_playbook A collection of basic Python examples utilizing LlamaIndex to showcase...	18	Experimental	2	Python
121	ParthaPRay/docling_RAG_langchain_colab This repo contains codes for RAG using docling on colab notebook with...	18	Experimental	2	Jupyter Notebook
122	mateolafalce/rag-chroma-openai This project implements a Retrieval-Augmented Generation (RAG) system using...	18	Experimental	1	HTML
123	ganfer/hatespeech-rag This RAG is designed to analyze text for potential hate speech using Llama...	18	Experimental	2	Python
124	the-ogre/LLM-QAwithQuantizedMistral7bLangchainRAGKidneyDisease This repo is about pulling data from external urls, using them as knowledge...	18	Experimental	2	Jupyter Notebook
125	antdragiotis/Payments-Regulation-QA-LangChain-RAG-OpenAI- This application utilizes OpenAI and LangChain under Retrieval Augmented...	18	Experimental	2	Python
126	Marik-81/Secure-Technical-Simplifier A local, private RAG system using Ollama and LangChain to translate...	18	Experimental	1	Python
127	Saba-Gul/LLMOps-Deploying-RaG-Application-With-Qdrant-Langchain-OpenAI This repository contains the code and resources for deploying a...	18	Experimental	2	Python
128	Daddy-Myth/D_RAGon_Psyche RAG-powered workplace wellbeing assistant grounded in 17 org psychology...	17	Experimental	1	Jupyter Notebook
129	wwzee-hub/MedLink-RAG Local Medical RAG system using LangChain & Ollama.	17	Experimental	—	Python
130	llamanator-project/llamanator Llamanator is a tool the combines automation and the best in class open...	17	Experimental	2	Shell
131	bianavic/python-ollama-study This project demonstrates a Retrieval-Augmented Generation (RAG) system...	17	Experimental	—	Python
132	DuongCaoNhan/rag-cosmos-ollama RAG application using Ollama local LLMs with FAISS and Azure Cosmos DB vector stores	17	Experimental	—	Python
133	wojciechpolak/ml-playground Personal ML Playground (RAG, LangChain, LlamaIndex, Ollama)	17	Experimental	—	Python
134	vpakarinen2/llm-text-gradio-webui Gradio LLM web interface for text generation and RAG.	17	Experimental	—	Python
135	Sergio-CVM00/contextual-rag-local A fully local, zero-cost RAG system with contextual retrieval. No API fees,...	17	Experimental	—	Python
136	koteitan/googolbook-lm Googology Wiki LLM RAG Q&A System	17	Experimental	—	Python
137	samwiserr/volverag RAG system for the Volve Wells petrophysics reports	17	Experimental	—	Python
138	dd-0321/DD_CONCEPTS Fix broken JSON from LLM outputs - Zero dependencies, 100% success rate	17	Experimental	—	Python
139	Axemt/que Fast LLM question answering + document indexing RAG in the command line	17	Experimental	1	Python
140	IshaanLabs/azure-local-foundry-rag-demo A fully local RAG application using Azure Local Foundry, LangChain, and...	17	Experimental	—	Jupyter Notebook
141	LazaUK/AOAI-LlamaIndex-VectorStore Sample code to demo the use of LlamaIndex with Azure OpenAI GPT-4 and...	17	Experimental	1	Jupyter Notebook
142	abdulvahapmutlu/sales-data-qa This project demonstrates a retrieval-augmented question-answering (QA)...	17	Experimental	1	Jupyter Notebook
143	timi-ro/rag-ollama-project Build AI-powered document search without OpenAI bills. This RAG system uses...	16	Experimental	3	Python
144	fdaudens/rag-jrn6205 AI-based text generator with RAG, using langchain, for JRN6205 course at...	16	Experimental	1	Python
145	Akshay-hub-007/web-notice Django-powered online notice board for posting, scheduling and viewing...	15	Experimental	2	Python
146	BuniDev-coding/Rag-with-LangChain Test Ai engineer Skill	15	Experimental	1	Python
147	adv-11/RAG_from_scratch Implementing RAG, without the use of latest frameworks like LangChain and LlamaIndex	15	Experimental	—	Python
148	denismurphy/alpaca Implementation of "Tree of Thoughts Reasoning"	15	Experimental	5	Python
149	ShainaHussain/rag-learning-log Building a RAG system from scratch — LangChain, ChromaDB, Groq	14	Experimental	—	Python
150	spaceboii49/evsLM A privacy-first Local RAG pipeline for Environmental Studies using Llama 3,...	14	Experimental	1	Jupyter Notebook
151	OmJavia/Doc_Query_Genie Rag (Retreival Augmented Generation) Python solution with LLama3, LangChain,...	14	Experimental	19	Python
152	aliasgarsogiawala/LocalRAG Local RAG model using Langchain and Ollama , can be modified to ur needs by...	14	Experimental	—	Python
153	baohuy1303/learn-rag learn rag with langchain and chromadb, using amazon nova and groq models in...	14	Experimental	—	Python
154	swapniltake1/rag-implementation-for-own-data RAG workflow using your own documents, Chroma vector storage, Gemini...	14	Experimental	—	Jupyter Notebook
155	yuanji6666/FeatherRAG Langchain构建的一条完整的RAG pipeline	14	Experimental	—	Python
156	mk-knight23/AI-SDK-LAMA-INDEX Data-ingestion and retrieval mesh for mission intelligence	14	Experimental	—	Python
157	Akanksha674/RAG-Based-AI-Teaching-Assistant-for-Video-Learning RAG-based AI Teaching Assistant that answers questions from lecture videos...	14	Experimental	—	Python
158	JuanLopezAranzazu/local-rag-pdf Ejemplo de RAG con PDFs usando LangChain y Ollama	14	Experimental	—	Python
159	HirudikaAnupama/RAG-Pipeline A simple Retrieval-Augmented Generation (RAG) implementation using...	14	Experimental	—	Jupyter Notebook
160	svlasopoulos/ragproject RAG Application in Python using LangChain, LangGraph, OpenAI and Oracle Database 26ai	14	Experimental	—	Jupyter Notebook
161	Serapieum-of-alex/llama-utils LlamaIndex utility package	14	Experimental	1	Python
162	nauxa-labs/belajar-langchain 📚 Panduan belajar RAG dengan LangChain dari nol dalam Bahasa Indonesia \|...	14	Experimental	3	JavaScript
163	At0mXploit/RAG-Tales Full control over these clankers.	14	Experimental	1	Jupyter Notebook
164	diase/ca_probate_law_rag_pipeline A RAG pipeline for California Probate Law. Written in Python using...	14	Experimental	1	Python
165	SayantanML-IO/pc-qa-bot Real-time RAG system for PC hardware queries using Groq (Llama-3),...	14	Experimental	1	Python
166	denizdagli/BasicRAG A basic RAG (Retrieval-Augmented Generation) application built with...	13	Experimental	—	Python
167	poacosta/the-librarian-client-server-mode The Librarian: ChromaDB Client-Server mode RAG System for Borges Literary Analysis	13	Experimental	—	Python
168	Schachte/DirtyRAG RAG-based framework designed to work with large language models and vector databases	13	Experimental	—	Python
169	heyyatheworld/simple-rag-template A minimal RAG pipeline that indexes Markdown documents and answers questions...	13	Experimental	—	Python
170	BrandonChiang-USC/LangChain_20260115 工研院上課(20260115)的 source	13	Experimental	—	Python
171	takeitezybaby/local-llm-video-rag Local Retrieval-Augmented Generation system for semantic video Q&A using...	13	Experimental	—	Python
172	null-none/simple-rag Simple RAG without remote API only langchain and pandas	13	Experimental	—	Python
173	HirudikaAnupama/Basic-RAG-Pipeline A simple Retrieval-Augmented Generation (RAG) implementation using...	13	Experimental	—	Jupyter Notebook
174	sreekanthpogula/llamaindex-llama2-rag-app This repository contains a simple RAG (Retrieval-Augmented Generation)...	13	Experimental	—	Jupyter Notebook
175	morehosseini/au-deconstruction-rag Domain-specific RAG system for Australian building deconstruction (ChromaDB...	13	Experimental	—	Jupyter Notebook
176	vuminhle1997/llama-rag This project implements a Retrieval-Augmented Generation (RAG) chatbot using...	13	Experimental	—	Jupyter Notebook
177	RizkyPurnomo/basic-rag Basic Retrieval-Augmented Generation using ChromaDB and Ollama	13	Experimental	—	Python
178	BUCT-CS2201/KnowledgeQuery Knowledge Q&A Subsystem	13	Experimental	6	Python
179	yashrepal0508/langchain-rag-demo RAG pipeline implementation with LangChain, ChromaDB, and HuggingFace...	13	Experimental	—	Jupyter Notebook
180	sreekanthpogula/llamaindex-openai-rag-app This repository contains a simple RAG (Retrieval-Augmented Generation)...	13	Experimental	—	Jupyter Notebook
181	danieloza/python-rag-langchain Practical RAG project in Python + LangChain: retrieval, chunking,...	13	Experimental	—	Python
182	JosueVP17/surgical-nursing-rag Retrieval-augmented generation for surgical nursing Q&A using textbook...	13	Experimental	—	Python
183	ss0487/RAG-infobot An end-to-end RAG application featuring Llama 3.1 7b for text generation and...	13	Experimental	—	Python
184	mcaimi/llm-frontend A Frontend Application to the RAG Demo	13	Experimental	2	Python
185	SayamAlt/LlamaIndex-for-Generative-AI This repository contains hands-on notebooks and end-to-end examples...	13	Experimental	—	Jupyter Notebook
186	LIKHITHADITHYA/Nvidia-Llama-RAG Demonstration of building a RAG pipeline combining NVIDIA-compatible LLMs...	13	Experimental	—	Jupyter Notebook
187	Rahulxzy/local-rag-system Local RAG system for document question answering using MiniLM embeddings,...	13	Experimental	—	Python
188	DrBenjamin/RAG-on-Snow LLM utilizing RAG on Snowflake.	13	Experimental	—	Python
189	sofib993/RAG-Project AI & RAG: A hands-on journey building LLM-powered applications. Featuring...	13	Experimental	—	Python
190	shefalishr95/RAG-app-using-LlamaIndex RAG chatbot built with a semi-automated LLMOps pipeline that scrapes GitHub...	13	Experimental	—	Python
191	NANDINISHARMA30/Financial-Analysis-Assitant--RAG RAG Model	13	Experimental	—	Jupyter Notebook
192	fandredev/langchain_rag understand the rag method using langchain + openai	13	Experimental	—	Jupyter Notebook
193	theMagusDev/Huggingface-Ecosystem-RAG Expert-level RAG system for Hugging Face libraries using LangChain (LCEL)...	13	Experimental	—	Jupyter Notebook
194	RyosukeDTomita/myRAG Lang ChainでRAGを作ってみた。	12	Experimental	1	Python
195	alejandromorislara/Goodjob-Llamaindex-Course Material y ejercicios del curso IMPACT#IA sobre LlamaIndex y Pydantic:...	12	Experimental	4	Jupyter Notebook
196	Adii2202/Athina-AI Creating RAG from Scratch . Creating RAG using the langchain. Creating RAG...	12	Experimental	6	Jupyter Notebook
197	Danielskry/LangChain-Chroma-RAG-demo-2024 Simple RAG solution demo in Python with LangChain, FastAPI and Chroma DB.	12	Experimental	7	Python
198	bodyangug/kotlin-rag Kotlin implementation of RAG approach	12	Experimental	1	Kotlin
199	mihaicristianfarcas/Llama3.2-LlamaIndex-ChromaDB-RAG A RAG application using the Llama-3.2-1B-Instruct language model, LlamaIndex...	12	Experimental	1	Jupyter Notebook
200	DarkHawk727/YARA Yet Another RAG App	11	Experimental	—	Jupyter Notebook
201	Pauullamm/LC_Pill_Checker Experimenting with retrieval augmented generation (RAG) with the LangChain...	11	Experimental	—	Jupyter Notebook
202	kotiyalanurag/Board-Games-Rulebook A Llama 3 powered RAG application that can answer your questions regarding...	11	Experimental	—	Jupyter Notebook
203	miptds2024/team-8 MIPT 1 semester hackathon project	11	Experimental	—	Jupyter Notebook
204	weishenho/Langchain-Multi-Tools-Agent QA Bot (RAG) + Google Search	11	Experimental	—	Jupyter Notebook
205	seilylook/LlamdaIndex_with_OpenAI LlamdaIndex with OpenAI	11	Experimental	—	Jupyter Notebook
206	ntnuYuhsuan/Rag_Local_LLMs_Chroma 建立數位銀行RAG增強檢索的問答機器人	11	Experimental	4	Python
207	ManadayM/ollama-fundamentals https://www.youtube.com/watch?v=GWB9ApTPTv4	11	Experimental	—	Python
208	panos-span/rag_app Langchain RAG Creation	11	Experimental	—	Jupyter Notebook
209	swajayresources/RAG Llama3, Langchain and ChromaDB to create a Retrieval Augmented Generation...	11	Experimental	—	Jupyter Notebook
210	amit51910636/RAGBasics_16Nov_Sunday RAG Basic project - refer simple_rag_langchain.ipynb	11	Experimental	—	Jupyter Notebook
211	A2TokushimaUniv/thin_tokupon_talk 2023年度M1後期輪講	11	Experimental	—	Jupyter Notebook
212	muhammadadilnaeem/On-Device-AI-RAG-using-ObjectBox-Vector-Database-and-LangChain Welcome to the On-Device AI RAG project! This repository demonstrates how to...	11	Experimental	—	Python
213	mashb1t/langchain-gradio-ollama-rag Example of Ollama extended with Gradio & Streamlit UI examples	11	Experimental	—	Python
214	sheltoncarr/rag_airflow_llamaindex_qdrant RAG with Apache Airflow, LlamaIndex, and Qdrant	11	Experimental	—	Python
215	Vedansh1857/Retrievers-RetrievalChainsWithLangchain Detailed description given in the README	11	Experimental	—	Jupyter Notebook
216	salehihassen/HungryHippo Event Aggregation using LLMs	11	Experimental	—	Python
217	dhhiep/llm_langchain_rag Study LLM Multilingual + Langchain + RAG	11	Experimental	—	Python
218	alertavert/bertrand Knowledge base using LLM/RAG running locally, with ollama + qdrant	11	Experimental	—	Python
219	madbookhub/llama.dvd Concise RAG	11	Experimental	—	Python
220	happylolonly/documentation-helper-langchain Documentation helper	11	Experimental	—	Python
221	Abrahul-107/LangchainAndRAG An exploration of LangChain and RAG (Retrieval-Augmented Generation) for...	11	Experimental	—	Jupyter Notebook
222	Vedansh1857/BasicRAGPipeline Detailed description given in the README	11	Experimental	—	Jupyter Notebook
223	abhishek085/ollama_accident_analysis This project leverages the open-source Ollama Llama 3 model to analyze...	11	Experimental	—	Jupyter Notebook
224	navneet1083/qaml This repository contains question-answers model as an interface which...	11	Experimental	—	Jupyter Notebook
225	tkwny/LangChain-RAG Simple RAG Application using LangChain	11	Experimental	—	Python
226	rgonzalezp/llarmy LLArmy is a collection of small, specialized LlamaIndex-based agents and...	11	Experimental	—	Python
227	joseignaciom5/RAG Local RAG system using Ollama + ChromaDB for private document querying — no...	11	Experimental	—	Python
228	enzofrnt/Django-ollama-RAG This project is a Django Web Server that provide a simple RAG interface...	11	Experimental	3	Python
229	AlinaBaber/Llama3-RAG-Microservice-Django-based-Rest-Api The core feature of this microservice is the implementation of a...	11	Experimental	3	Python
230	Anshlulla/Exploring-Langchain-and-RAG Exploring different RAG frameworks and applications	11	Experimental	—	Jupyter Notebook
231	anexplore/rag_for_tang_poems 唐诗三百首RAG检索增强生成	11	Experimental	3	Python
232	ravikumarmn/Simple-LlamaIndex-Agent A FastAPI-based application that combines a Retrieval-Augmented Generation...	11	Experimental	3	Python
233	egermano/poc-rag-ollama Playing with Generative AI	11	Experimental	3	JavaScript
234	naimkatiman/RAG-using-Llama-3.1-WebUi-on-Streamlit Run Llama on serverless with multimodal RAG, with focus on reading files...	11	Experimental	3	Jupyter Notebook
235	nor0x/wahlgpt LLM + RAG to generate answers about the manifestos of the parties for the...	11	Experimental	4	CSS
236	Sai-Chakradhar-Mahendrakar/Implementation-of-RAG-using-ChromaDB-and-BERT RAG Model Implementation	10	Experimental	2	Jupyter Notebook
237	swastikmaiti/Phi3-No-GPU-No-Worry GPU constrained! No More. Microsoft released Phi3 specially designed for...	10	Experimental	2	Jupyter Notebook
238	alishangtian/bodybuilder ollama + langchain实现的大模型 RAG问答应用	10	Experimental	2	Python
239	flaviodelgrosso/llm-chain-map-reduce Simple map reduce LLM chain pattern demo using Ollama and Langchain	10	Experimental	2	Python
240	loftwah/langchain-csv attempt to read csv with langchain	10	Experimental	2	Python
241	j0st/PoliticalLLM A framework for automatically manipulating and evaluating the political...	10	Experimental	2	Python
242	KoolDrip/RAG-System Lightweight RAG system using OpenAI embeddings and ChromaDB for local...	10	Experimental	1	Python
243	vikramdse/langchain-pdf-rag RAG - LangChain, OpenAI, OpenAI Embeddings, Chroma, Streamlit, and Docker	10	Experimental	2	Python
244	PhamTrinhDuc/retrieval-augmented-generation-with-Langchain What I learn about RAG, i use Langchain and maybe Llama-Index	10	Experimental	2	Jupyter Notebook
245	SurajBhar/langchain_projects This repository is dedicated to tutorials and practical examples for working...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

llama_index and llama-index-vector-search-javascript (84 vs 46) RAG-using-Llama3-Langchain-and-ChromaDB and Local-RAG-with-Ollama (47 vs 40) ObsidianRAG and ragbase (51 vs 47) ObsidianRAG and Local-RAG-with-Ollama (51 vs 40)