Agentic RAG Systems Vector Databases

Frameworks and implementations of agent-based RAG systems that use autonomous reasoning, multi-step workflows, and tool-use patterns to intelligently retrieve and synthesize information. Does NOT include single-step retrieval systems, general chatbots without agentic decision-making, or vector database tools themselves.

There are 96 agentic rag systems tools tracked. 1 score above 50 (established tier). The highest-rated is pingcap/autoflow at 54/100 with 2,745 stars.

Get all 96 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	pingcap/autoflow pingcap/autoflow is a Graph RAG based and conversational knowledge base tool...	54	Established	2,745	TypeScript
2	AstraBert/e-library-agent A virtual agent for your virtual books📚	34	Emerging	48	Python
3	luuisotorres/AML-MultiAgent-RAG A Multi-Agent RAG platform using Vector DBs and AI models to accurately...	31	Emerging	12	Python
4	vennelchenfoo/slack-it-rag-agent AI-powered IT support agent for Slack using RAG architecture with n8n,...	28	Experimental	1	—
5	inngest/weaviate-agentic-workflow A Dinner generator agentic workflow built with Inngest and Weaviate	27	Experimental	9	TypeScript
6	Fizmath/Agentic_RAG_APP Agentic RAG APP with FastAPI, Ollama and Vue.js UI	26	Experimental	4	Python
7	SamJoeSilvano/Insurance-Agentic-AI Insurance AI Assistant A smart system combining PostgreSQL, Milvus, and...	26	Experimental	22	Python
8	yankmo/HAG 🚀 HAG: Next-Gen AI \| Neo4j + Weaviate Fusion \| Dual-Similarity Retrieval \|...	24	Experimental	9	Python
9	graphgeeks-lab/odsc-agentic-ai-summit-2025 Code from the ODSC Agentic Graph RAG workshop combining vector, FTS & graph...	24	Experimental	18	Python
10	dev-abuke/Legal_Expert_Contract_Advisor_Using_Precision_RAG This project aims to develop a high-precision legal expert system for...	23	Experimental	6	Jupyter Notebook
11	Awaisali36/AI-product-data-enrichment-pipeline Automated AI pipeline that scrapes, enriches and vectorizes 196+ industrial...	23	Experimental	1	—
12	romain-girardi-eng/EleutherIA AI-powered scholarly research platform for ancient philosophical debates on...	23	Experimental	1	TypeScript
13	BurnyCoder/wikipedia-ai-agent Wikipedia AI agent research assistant. LangChain's LangGraph's ReAct agent...	23	Experimental	1	Python
14	Atumkezie/Kharagpur-Data-Science-Hackathon 🔍 Build an AI reasoning system that processes long text data and provides...	22	Experimental	—	Python
15	6zxa9/DevMemory Bidirectional RAG knowledge system for coding agents. Auto-searches for...	22	Experimental	—	Python
16	bhuvan-dv/kore.ai-rag Agentic RAG knowledge search assistant for Kore.ai docs and SDK references...	22	Experimental	—	Python
17	TingjiaInFuture/mini-agent 纯手工构建的极简智能体系统，包含 ReAct 推理、RAG 检索、工具调用与长短期双轨记忆，零重型框架依赖。	22	Experimental	—	Python
18	ck-unifr/SmartPortAgent 基于大模型 (LLM) ，智能体(Agent)与 RAG 技术的智能口岸物流助手。通过 Agent...	22	Experimental	3	Python
19	Michael-Jackson666/InsightFlaw An intelligent RAG application powered by LLM and Vector DB. Turning...	21	Experimental	2	Python
20	baardie/LoomPipe Self-hosted ETL platform — connect, map, transform & schedule data pipelines...	20	Experimental	1	C#
21	famppy-dev/your-agent A high-performance RAG system featuring Multi-modal reasoning, Semantic...	20	Experimental	1	Python
22	sushant1827/n8n_Workflows Practical projects aimed at deepening the understanding of n8n’s features...	20	Experimental	7	—
23	kazimurtaza/HomebrewAgenticAI A Python-based Agentic RAG system that uses local LLMs (Ollama) for...	20	Experimental	1	Python
24	capybara-brain346/knowflow KnowFlow is a hybrid Retrieval-Augmented Generation (RAG) system combining...	19	Experimental	6	Python
25	tparzonka/expert-ai-sales-advisor-system Intelligent AI Customer Advisor system for high-ticket sales. Built with n8n...	19	Experimental	—	—
26	YousefAutomates/n8n-rag-ingestion-workflow Automated RAG (Retrieval-Augmented Generation) workflow for n8n - Process...	19	Experimental	—	PLpgSQL
27	bboing/Maplestroy_AI_Search_Agent Hybrid RAG search agent for MapleStory game data. LangChain + Ollama +...	19	Experimental	—	Python
28	JiwaniZakir/aegis Self-hosted personal intelligence platform. Aggregates 15+ data sources with...	19	Experimental	—	Python
29	JesmineT/medquery-agentic-rag Production-ready agentic RAG system for medical document Q&A. Built with...	19	Experimental	—	Python
30	RobertoDeLaCamara/Research-Agent LangGraph-based autonomous research agent with 5 personas, searching 10...	19	Experimental	—	Python
31	Viole-0/multi-agent-rag-platform A modular Multi-Agent RAG intelligence system for research analysis, trend...	19	Experimental	—	Python
32	kikomatchi/Lumiere 🌟 Lumiere: Multi-agent RAG system with semantic memory. Combines LangGraph,...	16	Experimental	1	Python
33	hillaryke/contract-qa-high-precision-rag A RAG system for Contract Q&A that enables chatting with a contract and...	16	Experimental	4	Jupyter Notebook
34	RauhanAhmed/AgenticDataPipeline A multi-agent, high-performance data pipeline that combines RAG, SQL...	16	Experimental	1	Jupyter Notebook
35	arun-nivaas/LLM-002-Agentic-Research-Assistant An AI-powered research agent that performs autonomous multi-step reasoning...	16	Experimental	1	Python
36	nithishravuvari/agentic-research-paper-assistant An Agentic RAG (Retrieval-Augmented Generation) pipeline that acts as a...	16	Experimental	1	Python
37	sparkup/rag-assisted-chess-agent An agent-assisted chess analysis system combining Stockfish, RAG, and a...	15	Experimental	6	JavaScript
38	GuillaumeZahnd/agentic-hybrid-retrieval Agentic Hybrid Retrieval	15	Experimental	—	Python
39	ItsKris62/tish Autonomous, AI-Driven Cyber Threat Intelligence for Kenya’s Digital Infrastructure.	15	Experimental	—	—
40	IgnazioDS/NexusRAG The platform is designed to be a robust, scalable service with a pluggable...	15	Experimental	1	Python
41	OneBuffaloLabs/insight-flow A RAG-based analysis engine that allows natural language querying of CSV and...	15	Experimental	—	Python
42	jyoti369/ai-knowledge-agent 🤖 RAG Knowledge Assistant — Ollama/Groq LLM + Pinecone Vector DB +...	14	Experimental	—	Python
43	mahmoudsamy7729/agentic-rag A clean, modular implementation of an Agentic RAG (Retrieval-Augmented...	14	Experimental	—	Python
44	Ayush-iitkgp/legal-multi-agent-rag ContractClarity is an AI-powered legal intelligence interface that...	14	Experimental	—	HTML
45	Yaeli6858/agent-docs-rag An advanced Event-Driven RAG system designed to aggregate, index, and...	14	Experimental	—	Python
46	Gen9oooooo/rag-assisted-chess-agent ♟️ Build an intelligent chess assistant that enhances gameplay with analysis...	14	Experimental	—	JavaScript
47	kami-beep/kb-contracts 📚 Define and enforce stable data contracts and decision records for...	14	Experimental	—	TypeScript
48	romanyn36/RAG-Ai-Agent AI-powered agent leveraging RAG (Retrieval-Augmented Generation) with tool...	14	Experimental	4	JavaScript
49	sauravGit/rag-agentic-framework comprehensive framework for building, deploying, and managing Agentic AI...	14	Experimental	4	Python
50	arshbedi0/FFRAG-AgenticRAG Agentic RAG for FINANCIAL FORENSICS	14	Experimental	—	Python
51	Mogalina/algorithmic-reasoning-language-model A system for algorithmic education that focuses on reasoning, adaptive...	14	Experimental	—	Python
52	umair801/rag_knowledge_agent Enterprise RAG system — instant answers from 10,000+ documents. GPT-4o-mini...	14	Experimental	—	Python
53	ameenqureshi-13/agentic-rag-system Agentic RAG system built with FastAPI, LangChain, ChromaDB and HuggingFace...	14	Experimental	—	Python
54	iamthegoatgojo1505/biotech-intel 🔍 Discover and analyze biotech research, companies, and funding with our...	14	Experimental	—	Python
55	josephwmusso/IntraNest Enterprise conversational AI platform with advanced RAG capabilities and...	13	Experimental	2	Python
56	arnozeng98/scc-criminal-rag A Retrieval-Augmented Generation (RAG) system for Canadian Supreme Court...	12	Experimental	1	Python
57	matuteiglesias/kb-contracts Decisions and contract catalog for a multi repo, bus based knowledge...	12	Experimental	1	TypeScript
58	NI3singh/IIT-Kharagpur-Data-Science-Hackathon-Submission A multi-agent AI system for verifying whether fictional character...	12	Experimental	1	Python
59	renebell0/n8n-rag-agent Chatea con tus documentos de Google Drive usando este workflow RAG para n8n....	12	Experimental	1	—
60	temesgen5335/Legal_Expert_Contract_Advisor_RAG This project focuses on developing a Retrieval-Augmented Generation (RAG)...	12	Experimental	3	Jupyter Notebook
61	akramoo/agno-course Agentic programming examples using Agno, Gemini, RAG, and memory.	12	Experimental	1	Python
62	Nibir1/Pipeline-X A Hybrid Cloud, Big Data-Ready AI Platform. Orchestrates distributed ETL...	11	Experimental	—	Python
63	duck-lint/local-agent Local LLM + RAG knowledge assistant with structured ingestion, typed...	11	Experimental	—	Python
64	surajvid/agentic-support-triage Production-grade Agentic AI Support Triage System with HITL, RAG, Monitoring...	11	Experimental	—	Python
65	developer-shubham101/ai_engineer A production-ready, multi-provider Enterprise RAG (Retrieval-Augmented...	11	Experimental	—	Python
66	3ahmood/OpenScout An open-source Agentic RAG solution for seamless local Vector store...	11	Experimental	—	Jupyter Notebook
67	Jatin-404/RAG-AI-Agent-n8n-Milvus-Ollama- Event-driven Retrieval-Augmented Generation (RAG) system with automated...	11	Experimental	—	—
68	shashwatt1/CounselorAI-Autonomous-Decision-Agent-RAG-Tool-Based-LLM-System- Autonomous Agentic AI system using LangChain + FAISS + OpenAI for...	11	Experimental	—	Python
69	maheshdesu12-bot/ai-bug-analyzer AI-powered bug analyzer using LLM, RAG, FAISS, and FastAPI to detect root...	11	Experimental	—	Python
70	reddybharat/agentic-rag An agentic graph-based Retrieval-Augmented Generation (RAG) system for...	11	Experimental	5	Python
71	himanshu2285/DataForge-AI An Agent-Based AI architecture capable of autonomously processing,...	11	Experimental	—	Python
72	RafiaAlice/legal-agentic-rag Multi-Agent Jurisdiction-Aware Legal RAG system using LangGraph, ChromaDB,...	11	Experimental	—	Jupyter Notebook
73	dna-witch/cell-culture-Agentic-RAG A custom Agentic Retrieval-Augmented Generation (RAG) model that is an...	11	Experimental	—	Python
74	prernarohra/Tech-Research-Agent This Tech Research Agent will help you research about any topic related to...	11	Experimental	—	Python
75	krutipandy/Production-Ready_RAG_AI_Agent A robust, production-grade Retrieval-Augmented Generation (RAG) application...	11	Experimental	—	Python
76	damianobressanin/local-agentic-rag a local-first, privacy-first agentic RAG system.	11	Experimental	—	Python
77	ilyas-hassan/biotech-intel Production-grade ML platform for biotech research intelligence. Multi-agent...	11	Experimental	—	Python
78	Pratik25priyanshu20/ARKIS-Agentic-RAG A conservative, agentic RAG system with evidence-bounded synthesis, citation...	11	Experimental	—	Python
79	gokhaneraslan/multi-agent-systems 🤖 Collection of AI agents for web search, RAG, and multi-agent...	11	Experimental	—	Python
80	AREEBMEHDI/ai-event-intelligence-engine. RAG-inspired AI backend for contextual event risk analysis using FastAPI,...	11	Experimental	—	Python
81	double-k-3033/cyber-vision-ai AI-powered cybersecurity assistant. Local LLM (Ollama), RAG, pentest...	11	Experimental	—	Python
82	kaushiknd/Multi-Hop-RAG-System-with-Multi-Agent-Workflow A Multi-Hop Retrieval Augmented Generation (RAG) system with Multi-Agent...	11	Experimental	—	Python
83	NANDAN-CREATOR/rag_agent Local RAG Agent using Ollama + ChromaDB + LangGraph + Streamlit. 100% free...	11	Experimental	—	Python
84	Nibir1/Axiom A Green AI Knowledge Governance Engine for Enterprise RAG. Features...	11	Experimental	—	Python
85	davidkern13/multi-agent-rag-gpt 🚀 Multi-Agent RAG Retrieval System	11	Experimental	—	Python
86	Fran-Benko/agentic-cv-builder Sistema inteligente de optimización de CVs que utiliza una arquitectura...	11	Experimental	—	Python
87	ngusadeep/multi-agent-research-synthesizer Mult-Source Research Synthesizer Agentic RAG	11	Experimental	—	TypeScript
88	nehalvaghasiya/agentic-rag An Agentic RAG platform featuring per-project knowledge bases, real-time...	11	Experimental	—	JavaScript
89	Harikishan-AI/VeriGraph-AI Emphasizes the self-correction and iterative feedback loop. Implies a system...	11	Experimental	—	Jupyter Notebook
90	anshwysmcbel2710/agentic-rag-n8n-ingestion-pipeline A production-ready, enterprise-grade Agentic RAG ingestion pipeline built...	11	Experimental	—	PLpgSQL
91	ubachan/Agentic-RAG-Workflow-Intelligent-Knowledge-Base A context-aware knowledge retrieval system built with Pinecone and MongoDB....	11	Experimental	—	—
92	bitsandbrains/agentic-rag-n8n-ingestion-pipeline A production-ready, enterprise-grade Agentic RAG ingestion pipeline built...	11	Experimental	—	PLpgSQL
93	Farhaj499/Multi_AI_Agent_with_RAG_and_WikiSearch This project demonstrates the integration of multiple AI agents using...	10	Experimental	1	Jupyter Notebook
94	divyeshmutha12/AI-Research-Assistant An AI-powered Multi-Agent Research Assistant built with Generative AI,...	10	Experimental	3	Python
95	extrawest/langgraph_agentic_rag_astradb_cassio Langgraph Agentic RAG AstraDB Cassio Vector Store Showcase	10	Experimental	1	Python
96	YOUHAD08/N8N A collection of 9 production-ready n8n automation workflows showcasing...	10	Experimental	—	—