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 12 retrieval augmented generation models tracked. The highest-rated is ksm26/Function-Calling-and-Data-Extraction-with-LLMs at 29/100 with 12 stars.

Get all 12 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	ksm26/Function-Calling-and-Data-Extraction-with-LLMs Master the techniques of function-calling and structured data extraction...	29	Experimental	12	Jupyter Notebook
2	harshpimpale/LegalMind A project that uses Large Language Models (LLMs) to assist users with legal...	24	Experimental	2	Python
3	Junwu0615/RAG-With-LangChain-And-FAISS 用 LangChain + FAISS 實作 RAG ( Gemini / ChatGPT / Breeze / LLama / Vector DB )	23	Experimental	1	Jupyter Notebook
4	Harshalnikumbh/RAG-Rathee RAGRathee lets users ask questions about Dhruv Rathee’s videos and get...	20	Experimental	1	Python
5	DiFronzo/Lovdata-Assistent En enkel, lokal «jusrådgiver» som bruker Lovdatas åpne data som...	17	Experimental	—	Python
6	arjunravi26/rag_news_extractor A rag project that aims to summarize the news and also clarify questions...	13	Experimental	—	Jupyter Notebook
7	ro-hits/RAG-for-Docs A research paper Q&A system built piece by piece — no LangChain, no LlamaIndex.	13	Experimental	—	Python
8	ModouLaminJagne/Naive-RAG-Chatbot-RAG-BootCamp-Task-1 Build and deploy your own Naive Retrieval-Augmented Generation (RAG) system...	13	Experimental	—	Python
9	DanielBarLev2/Retrieval-Augmented-Generation A project demonstrating RAG capabilities using Ollama and Wikipedia as the...	12	Experimental	1	Python
10	NMHelmy/taming-llms-with-groq-api A Groq API-powered LLM content classifier that analyzes text sentiment...	11	Experimental	—	Python
11	mananpatel06/AI-lawyer AI legal assistant using RAG to provide accurate legal advice based on the...	11	Experimental	—	Jupyter Notebook
12	srinathvv-dev/Multi-Agent-LLM-System-for-Terminal-Scientific-Analysis Sophisticated multi-agent system combining natural language processing with...	10	Experimental	1	Python