Retrieval Augmented Generation Transformer Models

Tools for building RAG systems that combine vector search, document retrieval, and LLMs to answer questions over custom data sources. Does NOT include general question-answering systems, semantic search libraries, or document extraction without the generation component.

There are 29 retrieval augmented generation models tracked. The highest-rated is Raghavan-04/RAG_model at 22/100 with 3 stars.

Get all 29 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=retrieval-augmented-generation&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Model	Score	Tier	Stars	Language
1	Raghavan-04/RAG_model A Dual-Stream Processing Architecture, where information extraction pipeline...	22	Experimental	3	Rich Text Format
2	ksm26/Function-Calling-and-Data-Extraction-with-LLMs Master the techniques of function-calling and structured data extraction...	22	Experimental	12	Jupyter Notebook
3	Ankushkhadka21/ragit 📄 Build RAG applications easily with ragit, a Python toolkit for document...	22	Experimental	—	Python
4	gsaini/legal-document-assistant A high-precision, agentic RAG system for contract review, legal research,...	19	Experimental	—	Python
5	pronzzz/prismNLG PrismNLG is a modular Natural Language Generation system built on Hugging...	19	Experimental	—	Python
6	Anshu-312/rag-system-foundation This repository provides a small, end-to-end example demonstrating...	19	Experimental	—	Python
7	harshpimpale/LegalMind A project that uses Large Language Models (LLMs) to assist users with legal...	17	Experimental	2	Python
8	chathuryasri1912/Smart-Legal-Assistant-SLA-CARA RAG-based legal document assistant using Legal-BERT and FAISS to extract...	16	Experimental	1	Python
9	Harshalnikumbh/RAG-Rathee RAGRathee lets users ask questions about Dhruv Rathee’s videos and get...	16	Experimental	1	Python
10	Junwu0615/RAG-With-LangChain-And-FAISS 用 LangChain + FAISS 實作 RAG ( Gemini / ChatGPT / Breeze / LLama / Vector DB )	16	Experimental	1	Jupyter Notebook
11	ssr-1998/OllamaRAGBot Privacy-first Local Chatbot using Llama 3.2, enhanced by RAG...	15	Experimental	—	Python
12	pranav-wakode/local-rag-project A local RAG (Retrieval-Augmented Generation) AI assistant using Python,...	15	Experimental	—	Python
13	Akshar106/IntelliSphere-Domain-Specific-RAG-Conversational-AI- A production-grade Retrieval-Augmented Generation system delivering...	15	Experimental	—	HTML
14	DiFronzo/Lovdata-Assistent En enkel, lokal «jusrådgiver» som bruker Lovdatas åpne data som...	15	Experimental	—	Python
15	Arman001/doclet Private AI Document Assistant	15	Experimental	—	Python
16	europanite/rag_chat_container_template A Full-Stack RAG Chatting Container Template	15	Experimental	—	Python
17	ro-hits/RAG-for-Docs A research paper Q&A system built piece by piece — no LangChain, no LlamaIndex.	14	Experimental	—	Python
18	karam220/rag-chatbot-multimodal-ai Multimodal AI system for RAG-based Q&A and image captioning	14	Experimental	—	Jupyter Notebook
19	Rishu22889/mospi MoSPI web scraper + LLaMA 3 RAG chatbot \| Scrapes India's statistics...	14	Experimental	—	Python
20	DTufail/nuremberg-project RAG-powered Q&A over 46,000+ passages from the Nuremberg Trial transcripts...	14	Experimental	—	Python
21	patowari/Local-RAG-System-with-DeepSeek-and-Streamlit This repository features a Local RAG System powered by DeepSeek-Coder and...	13	Experimental	—	Python
22	ParthaPRay/Sowa-Rigpa-RAG This repo shows the coding of Sowa-Rigpa using RAG on localized LLM using Ollama	12	Experimental	1	Python
23	ModouLaminJagne/Naive-RAG-Chatbot-RAG-BootCamp-Task-1 Build and deploy your own Naive Retrieval-Augmented Generation (RAG) system...	11	Experimental	—	Python
24	arjunravi26/rag_news_extractor A rag project that aims to summarize the news and also clarify questions...	11	Experimental	—	Jupyter Notebook
25	emanehabn/AnimeRecommender_llmops Production-ready Anime RAG system using Llama groq and ChromaDB, featuring a...	11	Experimental	—	Python
26	Dhruv-patel-17/RAG-Chatbot Generate paper based on the past question paper	11	Experimental	—	Jupyter Notebook
27	Rhnsudhir/RAG_Agent.ai Chat with RAG - Trained only on given data	11	Experimental	—	Python
28	Ansh2709/NuggetAssignment A chatbot using Retrieval Augmented Generation (RAG) to answer questions...	11	Experimental	—	Python
29	Shahbaz1234567/SmartRAG-Assistant SmartRAG-Assistant/GenAI-Assistant leverages advanced LLM models and Nvidia...	10	Experimental	1	Python