RAG Educational Reference RAG Tools

Educational implementations, tutorials, and reference guides for understanding RAG systems. Includes learning resources, benchmarking libraries, and foundational examples. Does NOT include production-ready frameworks, deployment tools, or specialized optimization techniques.

There are 60 rag educational reference tools tracked. 1 score above 50 (established tier). The highest-rated is Renumics/renumics-rag at 50/100 with 201 stars.

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#	Tool	Score	Tier	Stars	Language
1	Renumics/renumics-rag Visualization for a Retrieval-Augmented Generation (RAG) Assistant 🤖❤️📚	50	Established	201	Python
2	VectorInstitute/retrieval-augmented-generation Reference Implementations for the RAG bootcamp	49	Emerging	33	Jupyter Notebook
3	naver/bergen Benchmarking library for RAG	48	Emerging	261	Jupyter Notebook
4	KalyanKS-NLP/rag-zero-to-hero-guide Comprehensive guide to learn RAG from basics to advanced.	44	Emerging	1,271	Jupyter Notebook
5	alan-turing-institute/t0-1 Application of Retrieval-Augmented Reasoning on a domain-specific body of knowledge	43	Emerging	34	Jupyter Notebook
6	aihpi/workshop-rag Retrieval Augmented Generation and Semantic-search Tools	40	Emerging	23	Jupyter Notebook
7	AbeEstrada/mlx-rag 🧠 Retrieval Augmented Generation (RAG) example	33	Emerging	19	Python
8	lehoanglong95/rag-all-in-one 🧠 Guide to Building RAG (Retrieval-Augmented Generation) Applications	32	Emerging	256	—
9	zoner72/Datavizion-RAG Retrieval-augmented generation (RAG) for remote & local LLM use	32	Emerging	44	Python
10	ALucek/RAG-Overview An intuitive approach towards understanding how Retrieval Augmented...	30	Emerging	28	Jupyter Notebook
11	aihpi/workshop-local-rag Workshop on development of a Local Retrieval Augmented Generation (RAG) system	29	Experimental	14	Jupyter Notebook
12	weizhepei/InstructRAG [ICLR 2025] InstructRAG: Instructing Retrieval-Augmented Generation via...	29	Experimental	138	Python
13	DigitalHarborFoundation/llm-math-education Retrieval augmented generation for middle-school math question answering and...	28	Experimental	44	Jupyter Notebook
14	prasanna00019/RAG-Playground A comprehensive collection of RAG (Retrieval Augmented Generation)...	28	Experimental	4	Jupyter Notebook
15	Green-AI-Hub-Mittelstand/Retrieval-Augmented-Generation-LLM-Demonstrator A vanilla from scratch Retrieval Augmented Generation (RAG) implementation...	28	Experimental	5	Jupyter Notebook
16	ThomasJanssen-tech/Retrieval-Augmented-Generation Build a RAG (Retrieval Augmented Generation) app in 10 minutes!	27	Experimental	12	Python
17	Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM an intro to retrieval augmented large language model	25	Experimental	306	—
18	Aravinda89/Retrieval-Augmented-Generation-RAG Retrieval Augmented Generation (RAG) deeplearning.ai	25	Experimental	4	Jupyter Notebook
19	tuutrag-open/tuutrag-open Official implementation of "Teaching to Understand, Understanding to Teach:...	24	Experimental	2	Jupyter Notebook
20	catastropiyush/RAG-dataset-gen Retrieval augmented generation for building datasets from scientific...	23	Experimental	9	Jupyter Notebook
21	weaviate/structured-rag Experimental Code for StructuredRAG: JSON Response Formatting with Large...	23	Experimental	117	Jupyter Notebook
22	Abhay-404/Eternal-Contextual-RAG Eternal Contextual RAG: a persistent-context Retrieval-Augmented Generation...	23	Experimental	8	Jupyter Notebook
23	k-randl/Interpretable_RAG A Python package for explaining RAG pipelines.	22	Experimental	—	HTML
24	bnarasimha21/rag-workshop Hands-on workshop materials for building Retrieval-Augmented Generation pipelines	22	Experimental	—	Python
25	akhilchibber/RAG-Drive-Thru RAG based Restaurant Drive-Thru Order Processing	22	Experimental	1	Jupyter Notebook
26	akhilchibber/RAG-BidenSpeech Retrieval-Augmented Generation (RAG) to analyze and respond to queries about...	22	Experimental	1	Jupyter Notebook
27	mallahyari/rag-ebook A Practical Approach to Retrieval Augmented Generation (RAG) Systems - Ebook	22	Experimental	69	—
28	jncraton/retrieval-augmented-generation A Python learning experience exploring basic string methods and RAG in LLMs	21	Experimental	—	Python
29	sevenjunebaby/RAG System Retrieval Augmented Generation	21	Experimental	5	Jupyter Notebook
30	LucaStrano/Experimental_RAG_Tech A collection of experimental Retrieval Augmented Generation (RAG) Techniques...	21	Experimental	34	Jupyter Notebook
31	JawherKl/rag-explained Retrieval-Augmented Generation (RAG) Explained, covering its working...	20	Experimental	9	Jupyter Notebook
32	alikomurcu/genai-rag This RAG-powered Flashcard Generator turns uploaded documents into study aids.	19	Experimental	—	Python
33	cs-joy/RAG Retrieval Augmented Generation (RAG)	18	Experimental	4	Jupyter Notebook
34	amolsr/learning-rags This repository contains my notes, experiments, and code while learning...	18	Experimental	3	Python
35	RAGnTeX/RAGnTeX Creates latex presentations on the given topic based on the provided documents	18	Experimental	4	Python
36	PyDataSouthampton/rag_intro_workshop Workshop with Dan Gibson on 21 May 2014	17	Experimental	3	Python
37	prabinpanta0/opensearch-rag-demo A simple Retrieval-Augmented Generation (RAG) just a practice nothing more.	16	Experimental	2	Python
38	akarshankapoor7/The-Complete-RAG-Bootcamp A hands-on journey through building advanced Retrieval-Augmented Generation...	16	Experimental	1	Jupyter Notebook
39	Mgobeaalcoba/masterclass_henry_ai_engineering A masterclass about the value of the RAG AI in the company context	16	Experimental	1	Python
40	Kabshah/Assignments-Genie Rag based cure for pointless uni assignments.	15	Experimental	—	Python
41	Murtaza-arif/RAG-Agnostic-Guide A comprehensive guide to building Retrieval-Augmented Generation (RAG)...	15	Experimental	1	HTML
42	sauravverma78/InterpretableRAGFactCheck A modular, explainable Retrieval-Augmented Generation (RAG) pipeline for...	15	Experimental	—	Jupyter Notebook
43	ssarka4894/NeuroMentor A comprehensive Retrieval-Augmented Generation (RAG) system specifically...	15	Experimental	—	Jupyter Notebook
44	DanielPuentee/Automatic-RAG-Dataset-Creation-And-Evaluation This repository demonstrates how to quickly evaluate RAG systems without the...	14	Experimental	3	Jupyter Notebook
45	joan-verguizas/Retrieval-Augmented-Generation Retrieval Augmented Generation project for retrieving and generating...	14	Experimental	1	Jupyter Notebook
46	1green9code9ondas9/rag-from-scratch 📚 Enhance LLMs with retrieval augmented generation, using external data for...	14	Experimental	—	Jupyter Notebook
47	SamanCh/RAG_implementations Retrieval-Augmented Generation (RAG) – From Basics to Advanced	14	Experimental	—	Python
48	aakinlalu/ExplainRAG ExplainRAG is an interactive Retrieval Argument Generation (RAG) that...	13	Experimental	2	JavaScript
49	axioma-ai-labs/RAG Educational toolkit for all things RAG (Retrieval Augmented Generation)	13	Experimental	6	Jupyter Notebook
50	jbaudru/HELHA-RAG-Workshop Ce workshop porte sur la Génération Augmentée par Recherche (RAG), une...	12	Experimental	1	Jupyter Notebook
51	Pavansomisetty21/Self-Reflection-RAG In this we implement self rag	12	Experimental	1	Jupyter Notebook
52	rochiey/ehanced-self-rag https://files.rochiey.dev/s/APqtCyBpZXiwTHZ	11	Experimental	—	Python
53	zuhaibbutt786/Edu_RAG RAG for educational NCC documents	11	Experimental	—	Python
54	necibeahat/Retrieval-Augmented-Generation RAG implementation with Covid-19 clinical trial sample dataset	11	Experimental	2	Jupyter Notebook
55	RussellJQA/perplexity-ai-rag-demo Perplexity.ai RAG (Retrieval-Augmented Generation) demo - My final course...	11	Experimental	—	Jupyter Notebook
56	theveryhim/RAG Retrieving relevant papers from the database of papers based on query	11	Experimental	—	Jupyter Notebook
57	yaacov/pycon-2025 Learn how to build private AI systems that keep your data secure while...	11	Experimental	—	Jupyter Notebook
58	noobhacker02/Low-Rank-Adaptation_Collab_Notebooks This repository contains Jupyter/Colab notebooks exploring Low-Rank...	11	Experimental	—	Jupyter Notebook
59	drskennedy/retrieval_viz Visualize embeddings vector space with related documents	11	Experimental	2	Python
60	alimoameri/rag-workshop-wtlab2025 The workshop content I presented titled "Development of an Offline Persian...	10	Experimental	3	Jupyter Notebook

Comparisons in this category

rag-zero-to-hero-guide and rag-all-in-one (44 vs 32) renumics-rag and Datavizion-RAG (50 vs 32) retrieval-augmented-generation and Retrieval-Augmented-Generation-RAG (49 vs 25) workshop-rag and workshop-local-rag (40 vs 29) RAG-Overview and Retrieval-Augmented-Generation-RAG (30 vs 25) mlx-rag and Retrieval-Augmented-Generation-RAG (33 vs 25)