RAG Agent Systems AI Agents

Specialized AI agents built around retrieval-augmented generation (RAG) pipelines for document processing, semantic search, and context-aware question-answering. Does NOT include general RAG libraries, vector databases, or agents without a core RAG retrieval mechanism.

There are 69 rag agent systems agents tracked. The highest-rated is Benaah/amaniquery at 35/100 with 1 stars.

Get all 69 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=agents&subcategory=rag-agent-systems&limit=20"

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#	Agent	Score	Tier	Stars	Language
1	Benaah/amaniquery A Retrieval-Augmented Generation (RAG) system for Kenyan legal,...	35	Emerging	1	Python
2	haiha-ux/raganything-agno-wrapper Production-ready wrapper bringing RAG-Anything's advanced multimodal...	28	Experimental	1	Python
3	dev-infinity101/MAYA-AI A RAG based multi-Agent chatbot for govt scheme navigation and Personalized guidance	27	Experimental	1	TypeScript
4	yashdew3/ragbot AI-Powered RAG Chatbot using LangChain, FAISS & Streamlit \| Smart Q&A from...	26	Experimental	1	Python
5	OrlandContreras/rag-agent-crew 🎓 Sistema Multi-Agente RAG 100% Local Educativo - CrewAI + Ollama + Qdrant...	24	Experimental	1	Python
6	rupamsamanta123/PDF-QA-RAG-System 📄 Transform your PDF documents into actionable insights with this RAG-based...	23	Experimental	1	Python
7	delilahsaprophytic338/rag-ready-extractor Convert webpages and PDFs into clean, structured data optimized for...	22	Experimental	—	—
8	N1KH1LT0X1N/Agentic-RagBot 🩺 Multi-agent RAG system analyzing blood test biomarkers with 6 specialist...	22	Experimental	—	Python
9	ShiYu0318/AIR-Agent AI Research Agent: An autonomous assistant that crawls arXiv papers and AI...	22	Experimental	—	Python
10	sarvanithin/ClaimPilot AI agent that classifies denied insurance claims, retrieves CMS/payer...	22	Experimental	—	Python
11	rsanandres/atlas Full-stack clinical AI platform — multi-agent RAG over FHIR patient data...	20	Experimental	1	Python
12	incidentfox/self-learning-ai-agent Self-learning AI agents that get smarter from your Slack, docs, meetings,...	19	Experimental	—	Python
13	sarvesh-raam/ARIA AI agent that reads financial documents, searches live news, detects risk...	19	Experimental	—	Python
14	divertom/Doclinger Docling container with UI for RAG agent document processing	19	Experimental	—	Python
15	ayushsyntax/Agentic-Research-Assistant Production-grade agentic research assistant built with LangGraph. Features...	19	Experimental	—	Python
16	0xguardstate/ai-patent-path Agentic RAG demo for public patent text (Streamlit + hybrid retrieval + verification	19	Experimental	—	Python
17	0Nguyen0Cong0Tuan0/arxiv-insight-engine AI-powered research assistant with voice interaction, multimodal RAG, and...	19	Experimental	—	Python
18	nivethithanm/realtime-db-rag A policy-constrained, tool-augmented RAG system where Postgres is the source...	19	Experimental	—	Python
19	anasfarrouk/local-rag-agent An AI agent that can retrieve information from given documents in order to...	19	Experimental	—	Python
20	Atatsuki2000/Thoth AI agent combining RAG knowledge base with 5 specialized MCP tools. Upload...	19	Experimental	—	Python
21	ashish-code/crewai-rag-chatbot 4-agent CrewAI RAG chatbot: query planning, semantic retrieval, cited...	19	Experimental	—	Python
22	eric-ai-lab/R2H Official implementation of the EMNLP 2023 paper "R2H: Building Multimodal...	17	Experimental	5	Python
23	Muskkaniyer/RAG-Pipeline-Chatbot RAG Pipeline & Chatbot – A production-ready Retrieval-Augmented Generation...	16	Experimental	1	—
24	shammeer-s/ResearchRAGAgent Designed and built 'ResearchRAGAgent,' a multi-agent system in Python that...	15	Experimental	—	Python
25	rohit267/rag-ai-chat AI Chatbot with RAG.	15	Experimental	—	HTML
26	ramaureirac/chatbot-rag-tool-calling Sample code for a Chatbot RAG with Tool Calling written in Go	15	Experimental	—	Go
27	frangaitann/FinancIA AI RAG System for customized financial help with web scrapping, graphs...	15	Experimental	—	Python
28	KanekiEzz/1337-handbook-assistant AI-powered Question Answering system for the 1337 Coding School handbook...	15	Experimental	5	TypeScript
29	azzan1235/agentic_rag_system 🔍 Enhance retrieval with the Agentic RAG System, featuring intelligent query...	14	Experimental	—	Python
30	MohammedBadry/hrpis_rag_chatbot_evaluation 🛠️ Explore and evaluate chatbot performance with this repository's tools,...	14	Experimental	—	—
31	Daniel05630/RAG-for-AI-in-2025 📄 Streamline PDF content retrieval and Q&A with this RAG application using...	14	Experimental	—	Python
32	YunqiWang1/TinyAgent-SLM A robust SLM RAG pipeline optimized for 4GB VRAM edge devices, featuring RRF...	14	Experimental	—	Python
33	maquiavelo01/financial-research-agent RAG-powered financial research agent that answers questions about company...	14	Experimental	—	Python
34	AnhVan17/AURA-Agentic-RAGOps Enterprise-grade RAGOps framework for academic documents. Powered by...	14	Experimental	—	Python
35	choeyunbeom/finscope Multi-agent RAG system for financial filing analysis — LangGraph · SEC EDGAR...	14	Experimental	—	Python
36	mikebrown95/QA_RAG_Bot 📚 QA RAG Bot — Local Retrieval‑Augmented Generation Over Project Gutenberg...	14	Experimental	—	Python
37	parsa-hj/Agentic-RAG-Customer-Support-Assistant FastAPI agentic RAG assistant for order tracking and shipping support.	14	Experimental	—	Python
38	Erenimo3442/aws_acu_chatbot AWS ACU Chatbot is a university assistant platform that combines Django,...	14	Experimental	—	Python
39	SaikumarUCM/Agentic-RAG An intelligent conversational agent powered by LangGraph and OpenAI that...	14	Experimental	—	Python
40	InventiveWork/KubeRAG A simple helm chart automating deployment of a retrieval augmented...	14	Experimental	4	Python
41	alanwatts07/drift-agents Autonomous AI agents with persistent memory, Neo4j GraphRAG, and Q-value...	14	Experimental	—	Python
42	chapagainmanoj/rag-example Resume RAG Pipeline Example	14	Experimental	—	Python
43	aayostem/financial-rag-agent 😊 Multi-agent, multi-modal RAG system for financial analysis — real-time...	14	Experimental	—	Python
44	Dancraver22/RAG-Agent-Prototype Hybrid RAG Agent: An AI Pipeline utilizing LangChain, Groq (Llama 3.1), and...	14	Experimental	—	Python
45	gaurav-jo1/PaperAI Multi-Agent Deep Research & RAG System	14	Experimental	—	TypeScript
46	amirsakib16/RAG_ChatBotAgent An intelligent RAG (Retrieval-Augmented Generation) system built with...	13	Experimental	—	Python
47	Oren-H/AI-Advisor An LLM powered class scheduling tool that uses RAG to advise students on...	13	Experimental	2	Python
48	cjyyyyyj-ui/Academic-Agent-Based-on-Local-RAG This project is an academic intelligent agent developed based on LangChain...	13	Experimental	2	Python
49	Omegapy/MRCA-Advanced-Parallel-HybridRAG-Intelligent-Fusion A MSHA regulation AI agent. The system uses a novel RAG system - Advanced...	13	Experimental	—	Python
50	Akshitvats026/akshit-n8n-rag-agent AI-powered portfolio chatbot built with n8n, Pinecone, and OpenAI using a...	12	Experimental	1	HTML
51	tabreu8/simple_ai_agent_web_server 🤖 Smart Document Assistant with AI Agent FastAPI server that lets you...	11	Experimental	—	Python
52	rohanurrahmanontu/Rag-Customer-support An automated AI-powered agent designed to streamline customer support and...	11	Experimental	—	—
53	rajat709/Dataoorts-RAG Dataoorts - Oortis Agent	11	Experimental	—	—
54	rohanurrahmanontu/multilingual-RAG-voice-assistant-n8n-elevenlabs Multilingual AI voice assistant built using n8n. It utilizes...	11	Experimental	—	—
55	telunyang/Agentic_IR Agentic_IR: An interactive information retrieval pipeline with AI agents,...	11	Experimental	—	Python
56	sagaritabd/Instant-RAG---Infrastructure-for-Autonomous-Agents Instant RAG: AI-agent infrastructure with citations and swarm reasoning paid...	11	Experimental	—	Python
57	NithishCodec/mini-rag-system A lightweight Retrieval-Augmented Generation (RAG) system that lets users...	11	Experimental	—	Python
58	Michael-Matta1/datacompanion-rag-tutor Intelligent RAG-powered data science tutor with advanced memory...	11	Experimental	—	Python
59	Y-66/AdaptiveRAG An agentic adaptive RAG system designed for intelligent query routing and...	11	Experimental	—	Python
60	NikiforovAll/company_intel RAG-based company research assistant with AI-powered data gathering and Q&A chat	11	Experimental	—	Python
61	amsavarthan/ask-android-blog-rag-agent Get instant answers from the official Android Developers Blog.	11	Experimental	—	Python
62	dev-thug/specify-app A proof-of-concept implementation of GraphRAG for Specify, demonstrating how...	11	Experimental	—	Python
63	dj2313/rag-mcp-business-agent-telegram A professional autonomous business agent for Telegram powered by LangGraph,...	11	Experimental	—	Python
64	arunabha369/portfolio-chatbot AI-powered portfolio chatbot backend built with Node.js, Express,...	11	Experimental	—	JavaScript
65	Hardhika05/ai-agent-wikipedia-n8n AI Agent using n8n + LangChain + Ollama (Mistral) with custom Wikipedia tool...	11	Experimental	—	—
66	tomerbr1/insurance-claim-rag-system Multi-agent RAG system for insurance claim analysis using LlamaIndex with...	11	Experimental	—	Python
67	xiaoluhei/AI-RAG- 跟着黑马程序员的教程学习	11	Experimental	—	Python
68	hari7261/Document-Q-A-LLM A document question-answering system that allows users to upload files...	11	Experimental	—	Python
69	BryceEWatson/ai-research-pipeline Multi-agent RAG research assistant with 3-agent pipeline...	11	Experimental	—	Python