Database Vector Databases

There are 155 database tools tracked. 2 score above 50 (established tier). The highest-rated is superlinked/sie at 60/100 with 1,508 stars. 1 of the top 10 are actively maintained.

Get all 155 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=vector-db&subcategory=database&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	superlinked/sie Superlinked Inference Engine is an Open-source inference server and...	60	Established	1,508	Python
2	unohee/OpenSwarm OpenSwarm — Autonomous AI dev team orchestrator powered by Claude Code CLI....	54	Established	378	TypeScript
3	BlackyDrum/chromadb-ui Modern ChromaDB web UI for browsing collections, inspecting records, running...	49	Emerging	12	Vue
4	qdrant/skills Agent skills for Qdrant vector search: scaling, performance optimization,...	47	Emerging	36	Python
5	vektori-ai/vektori Memory that remembers the story not just the facts. Three layer sentence...	47	Emerging	64	Python
6	DopamineDriven/slipstream byok multi-provider medium supporting OpenAI, Anthropic, xAI, Google, Meta,...	43	Emerging	3	TypeScript
7	SuperagenticAI/turboagents Turbocharge your AI Agents with TurboQuant	40	Emerging	4	Python
8	thustorage/GustANN High-Throughput, Cost-Effective Billion-Scale Vector Search with a Single...	38	Emerging	21	Cuda
9	neuron-core/php-vector Adapter for PHPVector database for Neuron AI framework	35	Emerging	1	PHP
10	FrancescoCiannavei/Local-rag-example A local and private rag guide with some examples, using PgSql, Ollama and Go	35	Emerging	5	Go
11	mindtro/semafold Vector compression with TurboQuant codecs for embeddings, retrieval, and...	33	Emerging	17	Python
12	pratim4dasude/EchoSeek AI-driven fashion discovery platform enabling smart outfit search through...	31	Emerging	1	TypeScript
13	AndreBFarias/Luna Arquitetura Cognitiva Local construída em Python & Textual. Integra Ollama...	28	Experimental	—	Python
14	Shriya-Guptaa/Hybrid-AI-Chat A travel assistant made to answer travel related queries. It responds using...	28	Experimental	2	Python
15	AIMLPM/markcrawl Fast Python web crawler for RAG and AI ingestion. Extracts clean Markdown...	28	Experimental	—	Python
16	varun29ankuS/shodh-redb Multi-modal embedded database in pure Rust -- native vector search, blob...	27	Experimental	3	Rust
17	Arjo216/RiverFlow-Apex An autonomous quantitative trading architecture powered by a proprietary...	26	Experimental	—	Python
18	causalcut/liath A programmable database that speaks Lua. Store data, run queries, build AI workflows.	26	Experimental	—	Lua
19	JonathanBerhe/gvdb High-performance distributed vector database with gRPC API and...	26	Experimental	—	C++
20	natorus87/licium Licium is a smart, AI-powered note-taking application designed to bridge the...	26	Experimental	—	TypeScript
21	apex-bridge/bugspotter-intelligence RAG service for intelligent bug analysis with multi-LLM support	26	Experimental	—	Python
22	henry-hai/SentryQuery-AI RAG MVP: index PDFs into Pinecone and answer grounded questions using...	26	Experimental	—	Python
23	NimdaGrogu/OpenGuild OpenGuild is a GenAI tool that help you land in your next professional position	25	Experimental	1	Python
24	ElefanteAI/elefante Elefante never forgets. The Second Brain for AI Agents. Local-first...	25	Experimental	1	Python
25	avasis-ai/ragpipe RAG pipeline library for Python. Ingest files, git repos, web pages into...	25	Experimental	4	Python
26	baranozgurtas/research-rag-assistant End-to-end RAG pipeline for academic PDFs with citation-grounded QA and...	24	Experimental	—	Python
27	bjluckow/fsvector Multimodal hybrid search tool for filesystem-like data sources	24	Experimental	—	Go
28	hisanusman/Multi-Agent-RAG-based-Travel-Agents A multi-agent based travel agent which uses RAG and Vector Embeddings to...	24	Experimental	—	Python
29	devravik/vecbound VecBound is a zero-dependency Go CLI tool designed to bridge the gap between...	23	Experimental	1	Rich Text Format
30	peter-j-thompson/openmemory 🧠 A 7-layer cognitive memory system for AI agents — with sleep cycles. Not...	23	Experimental	1	TypeScript
31	uglyp/KB-Copilot Self-hosted multimodal RAG knowledge base: FastAPI + Vue 3, MySQL, Milvus,...	23	Experimental	1	Python
32	salonyranjan/ZenithRAG ZenithRAG 🚀: Pushing RAG to the limit. A Level-3 Knowledge Management...	23	Experimental	1	Python
33	jyunming/TurboQuantDB Embedded vector database in Rust with Python bindings — TurboQuant algorithm...	23	Experimental	1	Rust
34	frandi/trovec Lightweight, zero-dependency vector database ecosystem for Node.js	23	Experimental	1	TypeScript
35	mayflower/pg_turboquant PostgreSQL TurboQuant Index for PGVector	23	Experimental	1	C
36	ulixert/theseon High-performance distributed LSM database and hybrid vector search engine....	23	Experimental	1	Go
37	miniaxolotl/qdrant-memory Self-hosted agentic memory MCP server. npm: @qdrant-memory/mcp, Docker:...	22	Experimental	—	TypeScript
38	obiscotech/CortexOS CortexOS is a persistent, autonomous, and extensible AI agent operating...	22	Experimental	—	TypeScript
39	TejeshNaiduKona/DocuMind DocuMind is a Retrieval-Augmented Generation (RAG) chatbot that answers...	22	Experimental	—	Python
40	SpellingDragon/rustviking RustViking - OpenViking Core in Rust. High-performance AI memory...	22	Experimental	—	Rust
41	GeorgeTanTK/TACO-GANN Temporal and category-optimised graph ANN index supporting “top‑k neighbours...	22	Experimental	—	Python
42	Mr-Process/t-rex-claw T-Rex Claw OS - Cyberpunk Production Deployment System. Self-healing Docker...	22	Experimental	—	HTML
43	kamalzada37/ai-knowledge-base I-powered knowledge base with RAG using LangChain, Ollama, and ChromaDB,...	22	Experimental	1	Python
44	dakouri-kobri/langchain-planet-qa Modular planet question-answering system using LangChain, Chroma, Groq, and...	22	Experimental	—	Python
45	alpha5611331/fastapi-prototype-healtymeal-copilot-api Healthy Meal Copilot API is a prototype backend project designed for...	22	Experimental	1	Python
46	keeganwattsdrums/agentmesh The Infrastructure Platform for AI Agents — Persistent memory, context...	22	Experimental	—	Python
47	FENILPATEL-05/deeplense-ai---Shows-it-s-an-AI-powered-project Deeplense - AI-Powered Semantic Image Search Engine 🔍 Overview Deeplense is...	22	Experimental	—	Python
48	abhijeet-waikar/ai-backend-service Production-pattern backend service integrating LLM inference and vector...	22	Experimental	—	Python
49	MuhammadUsmanGM/CodeLens AI-powered codebase analysis tool - chat with any repository using Neural...	22	Experimental	—	TypeScript
50	thtmnisamnstr/nextjs-pinecone-search Next.js hybrid search (semantic + lexical) implemented with Pinecone vector database.	22	Experimental	—	TypeScript
51	JSLEEKR/ruvector-go Vector database with HNSW index from scratch, quantization, and REST API —...	22	Experimental	—	Go
52	context-graph-ai/contextdb Embedded database for agentic memory — relational, graph, and vector under...	22	Experimental	—	Rust
53	mcsedition-hub/vectlite Embedded vector store for local-first AI applications.	22	Experimental	—	Rust
54	zfzcraft/java-vdbc-api The standard API for vector databases, inspired by JDBC, unified interface...	22	Experimental	—	Java
55	lavanesh-tech/Medical-RAG-System A refined Python script for setting up an AI pipeline using LangChain,...	22	Experimental	—	Jupyter Notebook
56	pencaudal526/system-design-bible Learn system design for the AI era with clear patterns, diagrams, and...	22	Experimental	—	—
57	nambok/mentedb A cognition aware database engine for AI agent memory. Purpose built in Rust...	22	Experimental	1	Rust
58	CodingRanjith/30-days-of-AI-Mastery A complete 30-day AI learning roadmap covering LLMs, RAG, AI Agents, Vector...	22	Experimental	—	—
59	Coriou/up-vector Self-hosted Upstash Vector alternative — drop-in compatible REST API backed...	22	Experimental	—	TypeScript
60	Mars375/chroma-stack Production-oriented Chroma stack for ARM64 homelabs with backup, restore,...	22	Experimental	—	Python
61	start-again-06/RAG_Assistant_Financial_News An AI-powered Retrieval-Augmented Generation (RAG) assistant that analyzes...	22	Experimental	—	Python
62	js731981/insurance-ai-decision-platform AI-powered fraud detection & micro-insurance claim triage system with RAG,...	22	Experimental	—	Python
63	User75621/memory-mcp Store persistent project memory for AI agents and MCP clients so they can...	21	Experimental	—	Python
64	changfamilyai/tokyo-brain 🧠 Universal memory infrastructure for AI agents. Give your AI a memory that...	21	Experimental	—	Python
65	whiteoakredguard557/llmfs Store and retrieve persistent filesystem memory for LLMs and AI agents with...	21	Experimental	—	Python
66	BIJJUDAMA/RAG-app-with-Langchain A domain-specific Retrieval-Augmented Generation (RAG) system engineered for...	21	Experimental	—	Python
67	kansowi/vortex A high-performance, Rust-based 🦀 engine with an integrated React UI for...	20	Experimental	4	Rust
68	BryanChasko/heraldstack-core heraldstack — context-aware multi-platform ai agent framework with memory,...	20	Experimental	—	Rust
69	fahadsid1770/AI-Long-Term-Memory ALTM implements Agentic Routing (PageIndex), Dynamic Importance Decay, and...	20	Experimental	—	Python
70	bnarasimha21/llama-index-digitalocean-embeddings LlamaIndex embeddings integration for DigitalOcean Gradient AI	19	Experimental	—	Python
71	git-pratap-shrey/uniAI Syllabus-aware RAG study assistant for university students. Answers strictly...	19	Experimental	1	Python
72	maxcointech1010/CHATBOT-Langchain AI Chatbot for analyzing /extracting information from data in conversational format.	19	Experimental	—	Python
73	GeoffreyWang1117/VecDB-WASM Production-grade browser-native vector database: Rust/WASM + SIMD128, HNSW...	19	Experimental	—	Rust
74	WittenYeh/ann-datasets Easy-to-use datasets for ANN benchmark. A MAKE command is all you need.	19	Experimental	1	Python
75	pra-chauhan/DocuSynthAI AI-Powered Legal Document Summarizer, an advanced tool designed to...	17	Experimental	—	Python
76	DioCrafts/BikoDB ⚡ High-performance multi-model knowledge graph database written in Rust....	17	Experimental	4	Rust
77	jagdish-bhavsar-lab/DocGPT Personal AI chatbot that reads and answers from your uploaded files using GPT-4o	17	Experimental	—	Python
78	christianescamilla15-cell/nexusforge-ai Enterprise Agent Orchestration Platform — 22 AI agents, 6 swarm topologies,...	16	Experimental	2	JavaScript
79	samuellachisa/doc-refiner-enginee A production-inspired, multi-stage agentic pipeline for converting...	16	Experimental	—	Python
80	MrGambler112/Persistent-memory Universal & Persistent Memory	16	Experimental	2	Python
81	pthawng/DocMind RAG-based document Q&A system with async processing (BullMQ, NestJS, Qdrant,...	16	Experimental	—	—
82	Igorvl/ai-infrastructure-lab MLOps infrastructure, AI Gateway, RAG knowledge management system, Chrome extensions	16	Experimental	—	HTML
83	Abmarne/Invoice-Api Universal Document Extractor - AI-Powered Document Processing	16	Experimental	—	HTML
84	xDarkicex/openclaw-memory-libravdb Persistent local memory engine for OpenClaw — replaces default...	16	Experimental	—	Go
85	YOUSEF-ysfxjo/research_harverster Research paper harvester — fetches from arXiv, stores PDFs in MinIO, indexes...	16	Experimental	—	Python
86	LavaDMan/aegis-memory Tripartite memory SDK for AI agents: semantic recall, structural graph...	16	Experimental	2	Python
87	BrandonWilliams-ML/clip-faiss-product-search End-to-end vision–language search system using CLIP + FAISS (HNSW/IVF) for...	16	Experimental	—	Python
88	harshitjain0302/HF_Model_Discovery Natural language search over HuggingFace model cards - built with RAG, LoRA...	15	Experimental	1	Python
89	Ayan113/Documind.AI Documind.AI is a full-stack Generative AI application that allows users to...	15	Experimental	1	JavaScript
90	dhanushkumar-amk/ResearchFlow ResearchFlow is a production-grade multi-agent research platform that...	15	Experimental	1	TypeScript
91	bitsandbrainsai/agentic-rag-n8n-ingestion-pipeline A production-ready, enterprise-grade Agentic RAG ingestion pipeline built...	15	Experimental	—	PLpgSQL
92	SouravLenka/MindForge AI-Powered Context-Aware Doubt Resolution Assistant built with FastAPI,...	15	Experimental	2	JavaScript
93	bitsandbrainsai/.bitsandbrainsai Official organization profile, public documentation, and company overview...	15	Experimental	2	—
94	NelakaWith/ground-0 Automated pipeline that monitors Sri Lankan news via RSS feeds and uses Groq...	15	Experimental	1	TypeScript
95	JSONbored/mem0-aio Unraid CA template and Docker build for Mem0 (OpenMemory). This...	15	Experimental	1	Python
96	maple3788/RAG_Lab A hands-on lab for experimenting with Retrieval-Augmented Generation (RAG)...	14	Experimental	—	Python
97	anubhavprk2802/rag-document-assistant A Retrieval-Augmented Generation (RAG) based document assistant that enables...	14	Experimental	—	Python
98	outpost2026/RAG-indexer Tento repozitář obsahuje nástroj navržený jako robustní pre-processingová...	14	Experimental	—	Python
99	dani007-gif/RAG-Based-Question-Answering-Assistant Production-grade RAG assistant for enterprise document Q&A — Python,...	14	Experimental	—	Python
100	valc5083/doc-qna-rag AI-powered Document Q&A using RAG — upload PDFs, ask questions, get...	14	Experimental	—	TypeScript
101	pardeepbaboria/ticket_support_agent Customer support teams tickets tetrieval and analysis agent build using LLM,...	14	Experimental	—	Python
102	volschin/paperless-rag RAG-powered MCP server for Paperless-ngx — semantic search, document...	14	Experimental	—	Python
103	ajagekarsd/web-research-tool The Web Research Tool is a demo project designed to showcase the integration...	14	Experimental	—	Python
104	Daubingweirdie414/multimodal-rag Enable unified search and AI answers across text, images, audio, and video...	14	Experimental	—	Python
105	AnzalHussain/streamlit-rag-collection Interactive AI chatbots utilizing LangChain and vector embeddings to deliver...	14	Experimental	—	Python
106	sanjay-1458/VoloNexus.AI VoloNexus.AI is a smart scheduling tool that takes the hassle out of...	14	Experimental	—	TypeScript
107	mcsedition-hub/agentmem-vectlite Persistent memory for AI agents — powered by VectLite. Hybrid search,...	14	Experimental	—	Python
108	AayushWaney/ai-research-assistant An intelligent research assistant for multi-document analysis, literature...	14	Experimental	—	Python
109	mehmetkosee/pdf-rag-llama3-qdrant PDF analizi için uçtan uca RAG sistemi. Llama 3.1 (Groq), Qdrant Vektör DB...	14	Experimental	—	Python
110	sindura-v/cinematch-ai AI-powered movie recommender using RAG: semantic search over personal watch...	14	Experimental	—	Python
111	pandu992003/multi_model_RAG_chatbot Multimodal RAG-powered chatbot that reads your PDFs, text files, and images,...	14	Experimental	1	Python
112	nishanthrjn/TalentBot AI-powered portfolio chatbot built with RAG, FastAPI, LangChain, Groq (Llama...	14	Experimental	—	Python
113	rayvin1990/MVP-Projects My MVP Projects	14	Experimental	—	Python
114	dextro98/rag-sec-filings Retrieval-augmented Q&A over SEC filings, Reddit posts, and news articles	14	Experimental	—	Python
115	kevinrodriguezfernandez/custom-rag RAG system built	14	Experimental	—	Python
116	prabhat310-bit/PDF-RAG-Project This is an end-to-end RAG system that allows users to upload PDF documents...	14	Experimental	—	Python
117	LiuSunshine1223/Memory-RAG-System Memory RAG 架构：融合双塔向量召回 (Bi-Encoder) 与交叉编码器深度重排 (Cross-Encoder)，支持动态长期记忆提取。	14	Experimental	—	Python
118	Pavel-Aguilar/educational-agentic-rag Agentic RAG server using FastMCP + Pinecone that automates weekly lesson...	14	Experimental	—	Python
119	PranavViswanathan/OmniRAG OmniRAG is a decentralized RAG architecture leveraging local LLM inference...	14	Experimental	—	TypeScript
120	ommishra-2004/ETALYST-AI ETALYST is a sophisticated AI pipeline that transforms dense academic...	14	Experimental	—	JavaScript
121	DennisMRitchie/go-semantic-chunker Advanced semantic-aware text chunker for RAG pipelines in Go. Supports...	14	Experimental	—	Go
122	PRATHAM777P/visionvault VisionVault is a privacy-first multimodal image search tool that enables...	14	Experimental	—	Jupyter Notebook
123	Joe-Naz01/RAG This project implements a Retrieval-Augmented Generation (RAG) pipeline...	14	Experimental	—	Jupyter Notebook
124	Uncomfortable-filagree112/OpenViking Provide a scalable context database designed to improve memory and data...	14	Experimental	—	—
125	yashduratkar07/resume-chatbox-genius 🔮 AI CV Assistant 2026: Free Smart Resume Chatbot & Builder – Download Your...	14	Experimental	—	—
126	Reallzk/docu-chat-interface 🤖 AI Document Chatbot 2026 \| Free Q&A Agent with OpenAI & Ollama	14	Experimental	—	—
127	sultanmehmat8-rgb/docu-chat-interface 🤖 AI Document Chatbot 2026 \| Free Q&A Agent with OpenAI & Ollama	14	Experimental	—	—
128	structured-world/coordinode-ce CoordiNode — graph + vector database in Rust. Hierarchies, relationships,...	14	Experimental	—	—
129	imm995921-pixel/resume-chatbox-genius 🔮 AI CV Assistant 2026: Free Smart Resume Chatbot & Builder – Download Your...	14	Experimental	—	—
130	1601chirag/Security-Intel-Platform AI-powered security automation platform for vulnerability management,...	14	Experimental	—	Python
131	plasmacat420/rag-knowledge-base Chat with your documents — RAG pipeline with FastAPI, LangChain, ChromaDB...	14	Experimental	—	JavaScript
132	jithin-jz/NexusRAG A full-stack Retrieval-Augmented Generation (RAG) application.	14	Experimental	—	JavaScript
133	pancham1920/docu-scout A full-stack RAG-based AI Agent using FastAPI, React, and Groq.	14	Experimental	—	TypeScript
134	Jayesh12356/KnowMore_AI AI-powered study & quiz platform. Add any topic, generate explanations with...	14	Experimental	—	TypeScript
135	vaibhav4046/Scoping_Review_RAG_Pipeline Production RAG pipeline for systematic literature review — LangChain-powered...	14	Experimental	—	Python
136	Jayesh12356/RAG_Engine Description: Production-grade RAG pipeline for IT helpdesk — hybrid search,...	14	Experimental	—	Python
137	dinethjanitha/gsoc-pathway-reasoning-demo GSOC - Pathway Reasoning with LLM / Stein Lab Project minimal demo	14	Experimental	—	Python
138	pradhankukiran/videobase Semantic search for video content. Upload a video with subtitles, search by...	14	Experimental	—	Python
139	tsejavhaa/Chromadb Experiments and implementations of vector databases for semantic search and...	13	Experimental	—	Jupyter Notebook
140	gawankarsanket/zoom-rag-chatbot LangChain based RAG chatbot for querying Zoom meeting data using vector search	13	Experimental	—	Python
141	maheshdesu86/ai-bug-analyzer AI-powered bug analyzer using LLM, RAG, FAISS, and FastAPI to detect root...	13	Experimental	—	Python
142	zcoulibalyeng/enterprise-rag-system-with-aws-bedrock Generative AI document intelligence system using Amazon Bedrock, Aurora...	13	Experimental	—	HCL
143	NagaKushal8/askNEU AskNEU is a conversational Retrieval-Augmented Generation (RAG) system...	13	Experimental	—	Jupyter Notebook
144	apaul02/CoreVec Vector DB from scratch in Rust	13	Experimental	—	Rust
145	haisem-codes/llm-agent-system Production-ready LLM Agent System with NestJS, LangChain, React, and...	13	Experimental	—	TypeScript
146	kashishgadhiya/ai-resume-screener Full-stack AI resume screening system with semantic search, vector...	13	Experimental	—	JavaScript
147	csibepapa/rag-core Core engine for a modular RAG framework with plugin-based knowledge...	13	Experimental	—	Python
148	ramya-gangapatnam/enterprise-resume-intelligence AI-powered resume intelligence platform that uses embeddings, RAG, and...	13	Experimental	—	Python
149	AbDasLan/local-llm-stack-linux Vollständig lokaler LLM‑Stack unter Ubuntu: LM Studio + Dolphin 3 +...	13	Experimental	—	—
150	tsejavhaa/VecRAG Local Retrieval-Augmented Generation system using embeddings, vector search,...	13	Experimental	—	Python
151	AbhijeetAndhalkar/Agentic_AI A Retrieval-Augmented Generation (RAG) chatbot designed to ingest custom...	13	Experimental	—	HTML
152	dagimgetaw/llamaindex-rag-pdf RAG-based PDF question answering system using LlamaIndex, vector database,...	13	Experimental	—	—
153	GeoffreyWang1117/MemoryForge Hierarchical context memory system for multi-agent LLM:...	11	Experimental	—	Python
154	NeuralVulture/research-assistant-rag-fusion This project implements a complete offline RAG-Fusion application for text...	11	Experimental	4	Python
155	BuildMindX/Cognivia-AI Cognivia AI is a powerful AI-powered PDF search and question-answering...	10	Experimental	1	Python