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

Get all 52 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...	50	Established	2,745	TypeScript
2	AstraBert/e-library-agent A virtual agent for your virtual books📚	40	Emerging	48	Python
3	luuisotorres/AML-MultiAgent-RAG A Multi-Agent RAG platform using Vector DBs and AI models to accurately...	37	Emerging	12	Python
4	inngest/weaviate-agentic-workflow A Dinner generator agentic workflow built with Inngest and Weaviate	34	Emerging	9	TypeScript
5	SamJoeSilvano/Insurance-Agentic-AI Insurance AI Assistant A smart system combining PostgreSQL, Milvus, and...	33	Emerging	22	Python
6	vennelchenfoo/slack-it-rag-agent AI-powered IT support agent for Slack using RAG architecture with n8n,...	32	Emerging	1	—
7	graphgeeks-lab/odsc-agentic-ai-summit-2025 Code from the ODSC Agentic Graph RAG workshop combining vector, FTS & graph...	30	Emerging	18	Python
8	yankmo/HAG 🚀 HAG: Next-Gen AI \| Neo4j + Weaviate Fusion \| Dual-Similarity Retrieval \|...	30	Emerging	9	Python
9	capybara-brain346/knowflow KnowFlow is a hybrid Retrieval-Augmented Generation (RAG) system combining...	25	Experimental	6	Python
10	hillaryke/contract-qa-high-precision-rag A RAG system for Contract Q&A that enables chatting with a contract and...	23	Experimental	4	Jupyter Notebook
11	Awaisali36/AI-product-data-enrichment-pipeline Automated AI pipeline that scrapes, enriches and vectorizes 196+ industrial...	23	Experimental	1	—
12	famppy-dev/your-agent A high-performance RAG system featuring Multi-modal reasoning, Semantic...	22	Experimental	1	Python
13	6zxa9/DevMemory Bidirectional RAG knowledge system for coding agents. Auto-searches for...	22	Experimental	—	Python
14	bhuvan-dv/kore.ai-rag Agentic RAG knowledge search assistant for Kore.ai docs and SDK references...	22	Experimental	—	Python
15	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
16	bboing/Maplestroy_AI_Search_Agent Hybrid RAG search agent for MapleStory game data. LangChain + Ollama +...	21	Experimental	—	Python
17	JiwaniZakir/aegis Self-hosted personal intelligence platform. Aggregates 15+ data sources with...	21	Experimental	—	Python
18	YousefAutomates/n8n-rag-ingestion-workflow Automated RAG (Retrieval-Augmented Generation) workflow for n8n - Process...	21	Experimental	—	PLpgSQL
19	Atumkezie/Kharagpur-Data-Science-Hackathon 🔍 Build an AI reasoning system that processes long text data and provides...	21	Experimental	—	Python
20	romanyn36/RAG-Ai-Agent AI-powered agent leveraging RAG (Retrieval-Augmented Generation) with tool...	20	Experimental	4	JavaScript
21	sauravGit/rag-agentic-framework comprehensive framework for building, deploying, and managing Agentic AI...	20	Experimental	4	Python
22	josephwmusso/IntraNest Enterprise conversational AI platform with advanced RAG capabilities and...	19	Experimental	2	Python
23	OneBuffaloLabs/insight-flow A RAG-based analysis engine that allows natural language querying of CSV and...	17	Experimental	—	Python
24	extrawest/langgraph_agentic_rag_astradb_cassio Langgraph Agentic RAG AstraDB Cassio Vector Store Showcase	17	Experimental	1	Python
25	IgnazioDS/NexusRAG The platform is designed to be a robust, scalable service with a pluggable...	17	Experimental	1	Python
26	ItsKris62/tish Autonomous, AI-Driven Cyber Threat Intelligence for Kenya’s Digital Infrastructure.	17	Experimental	—	—
27	pankil-soni/india-law-ai-rag A production-grade Retrieval-Augmented Generation (RAG) system built for...	14	Experimental	1	Jupyter Notebook
28	matuteiglesias/kb-contracts Decisions and contract catalog for a multi repo, bus based knowledge...	14	Experimental	1	TypeScript
29	beheshty/Vectaurant 🍔 An AI restaurant agent demonstrating the RAG pattern using Semantic Kernel...	14	Experimental	11	C#
30	AREEBMEHDI/ai-event-intelligence-engine. RAG-inspired AI backend for contextual event risk analysis using FastAPI,...	13	Experimental	—	Python
31	maheshdesu12-bot/ai-bug-analyzer AI-powered bug analyzer using LLM, RAG, FAISS, and FastAPI to detect root...	13	Experimental	—	Python
32	himanshu2285/DataForge-AI An Agent-Based AI architecture capable of autonomously processing,...	13	Experimental	—	Python
33	Jatin-404/RAG-AI-Agent-n8n-Milvus-Ollama- Event-driven Retrieval-Augmented Generation (RAG) system with automated...	13	Experimental	—	—
34	arshbedi0/FFRAG-AgenticRAG Agentic RAG for FINANCIAL FORENSICS	13	Experimental	—	Python
35	DevsHero/dynamic-agent Dynamic Agent is a Rust-based framework for building Retrieval-Augmented...	13	Experimental	5	Rust
36	shashwatt1/CounselorAI-Autonomous-Decision-Agent-RAG-Tool-Based-LLM-System- Autonomous Agentic AI system using LangChain + FAISS + OpenAI for...	13	Experimental	—	Python
37	jyoti369/ai-knowledge-agent 🤖 RAG Knowledge Assistant — Ollama/Groq LLM + Pinecone Vector DB +...	13	Experimental	—	Python
38	Harikishan-AI/VeriGraph-AI Emphasizes the self-correction and iterative feedback loop. Implies a system...	13	Experimental	—	Jupyter Notebook
39	3ahmood/OpenScout An open-source Agentic RAG solution for seamless local Vector store...	13	Experimental	—	Jupyter Notebook
40	iamthegoatgojo1505/biotech-intel 🔍 Discover and analyze biotech research, companies, and funding with our...	13	Experimental	—	Python
41	NANDAN-CREATOR/rag_agent Local RAG Agent using Ollama + ChromaDB + LangGraph + Streamlit. 100% free...	13	Experimental	—	Python
42	prernarohra/Tech-Research-Agent This Tech Research Agent will help you research about any topic related to...	13	Experimental	—	Python
43	ngusadeep/multi-agent-research-synthesizer Mult-Source Research Synthesizer Agentic RAG	13	Experimental	—	TypeScript
44	double-k-3033/cyber-vision-ai AI-powered cybersecurity assistant. Local LLM (Ollama), RAG, pentest...	13	Experimental	—	Python
45	gokhaneraslan/multi-agent-systems 🤖 Collection of AI agents for web search, RAG, and multi-agent...	13	Experimental	—	Python
46	damianobressanin/local-agentic-rag a local-first, privacy-first agentic RAG system.	13	Experimental	—	Python
47	ubachan/Agentic-RAG-Workflow-Intelligent-Knowledge-Base A context-aware knowledge retrieval system built with Pinecone and MongoDB....	13	Experimental	—	—
48	kami-beep/kb-contracts 📚 Define and enforce stable data contracts and decision records for...	13	Experimental	—	TypeScript
49	YOUHAD08/N8N A collection of 9 production-ready n8n automation workflows showcasing...	12	Experimental	—	—
50	AmmarAhm3d/cross-publication-insight-assistant-enhanced This project implements retrieval-augmented NLP pipelines, multi-agent...	11	Experimental	2	Python
51	Saket6198/VectorWeave-RAG A sophisticated AI-powered agent built with TypeScript that combines...	10	Experimental	1	TypeScript
52	NullBlood04/Log-File-Analyser An AI based app for windows to know - what is going wrong with your system,...	10	Experimental	1	Python