Vector Database Management Vector Databases

Tools and frameworks for administering, connecting, and optimizing vector databases across multiple platforms and use cases. Includes management UIs, middleware connectors, data transformation pipelines, and embedding compression. Does NOT include database-specific implementations, RAG applications, or security testing/vulnerability scanning.

There are 88 vector database management tools tracked. 1 score above 70 (verified tier). The highest-rated is pixeltable/pixeltable at 76/100 with 1,596 stars. 3 of the top 10 are actively maintained.

Get all 88 projects as JSON

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

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#	Tool	Score	Tier	Stars	Language
1	pixeltable/pixeltable Data Infrastructure providing a declarative, incremental approach for...	76	Verified	1,596	Python
2	activeloopai/deeplake Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with...	65	Established	9,033	C++
3	superlinked/VectorHub VectorHub is a free, open-source learning website for people (software...	64	Established	513	Jupyter Notebook
4	hhblaze/DBreeze C# .NET NOSQL ( key value, object store embedded TextSearch SemanticSearch...	60	Established	571	C#
5	TileDB-Inc/TileDB-Vector-Search Cloud-native vector similarity search and storage with efficient, serverless...	54	Established	66	Jupyter Notebook
6	featureform/featureform The Virtual Feature Store. Turn your existing data infrastructure into a...	54	Established	1,968	Go
7	nitaiaharoni1/vector-storage Vector Storage is a vector database that enables semantic similarity...	54	Established	244	TypeScript
8	fzliu/radient Radient turns many data types (not just text) into vectors for similarity...	54	Established	283	Python
9	surrealdb/docs.surrealdb.com The documentation for SurrealDB, powered by Astro	52	Established	113	MDX
10	zilliztech/vts VTS is a tool designed for the transformation and transportation of vectors...	52	Established	114	Java
11	msoedov/vector_lake S3 vector database for LLM Agents and RAG.	52	Established	57	Python
12	Mintplex-Labs/vector-admin The universal tool suite for vector database management. Manage Pinecone,...	51	Established	2,173	TypeScript
13	AI-Northstar-Tech/vector-io Comprehensive Vector Data Tooling. The universal interface for all vector...	51	Established	266	Jupyter Notebook
14	AstraBert/ingest-anything From data to vector database effortlessly	50	Established	89	Python
15	teddynote-lab/langconnect-client A Modern GUI Interface for Vector Database Management(Supports MCP integration)	50	Established	321	TypeScript
16	wizenheimer/tinkerbird Client Side Vector Database	48	Emerging	272	TypeScript
17	dangkhoasdc/awesome-vector-database A curated list of awesome works related to high dimensional structure/vector...	48	Emerging	334	—
18	marcusschiesser/vectorstores Vectorstores is a framework for using vector databases in your AI applications	47	Emerging	15	TypeScript
19	AnEntrypoint/vexify Portable vector database with auto-installing Ollama embeddings. Zero-config...	44	Emerging	6	JavaScript
20	linkml/linkml-store wrapper for multiple linkml storage engines	42	Emerging	24	Python
21	upstash/vector-php Upstash Vector Database PHP Client, Upsert, Query and Range vectors	40	Emerging	6	PHP
22	jaschadub/VectorSmuggle Testing platform for covert data exfiltration techniques where sensitive...	39	Emerging	67	Python
23	deatos/HyperVectorDB Local Vector Database coded in c# supports Cosine Similarity, Jaccard...	38	Emerging	31	C#
24	ever-works/awesome-vector-databases A curated list of vector database solutions, libraries, and resources for AI...	37	Emerging	11	—
25	mileszim/awesome-vector-database Awesome List of Vector DB resources	36	Emerging	176	—
26	vectordbz/vectordbz A modern desktop application for exploring, managing, and analyzing vector databases	36	Emerging	188	HTML
27	vektori-ai/vektori-extension Never repeat yourself across AI :)	35	Emerging	11	JavaScript
28	1KevinFigueroa/vector4cyber Project Context Clues aim to vectorize CyberOps recon and threat intel data...	34	Emerging	7	Python
29	TimeSurgeLabs/athenadb 🦉⚡️Serverless, distributed vector database as an API	34	Emerging	273	TypeScript
30	babycommando/entity-db EntityDB is an in-browser vector database wrapping indexedDB and...	34	Emerging	279	JavaScript
31	anthonypdawson/vector-inspector The missing developer tool for working with vector databases. A...	33	Emerging	4	Python
32	ScaleFree-Tech/YiShape-VecDB YiShape Vector Database is a specialized vector database management system...	33	Emerging	60	JavaScript
33	philpher0x/vectrain Vectrain is a high-performance, modular, plug-and-play RAG pipeline that...	32	Emerging	14	Go
34	lestan/web-vector-storage Web Vector Storage (WVS) is a lightweight and efficient vector database that...	32	Emerging	13	TypeScript
35	vectorifyai/vectorify-laravel Vectorify package for Laravel	31	Emerging	19	PHP
36	firstbatchxyz/firstbatch-sdk Python SDK for FirstBatch: Real-time personalization using vectorDBs	31	Emerging	17	Python
37	GrafeoDB/anywidget-vector Interactive 3D vector visualization for Python notebooks.	31	Emerging	1	Python
38	steve-aldrin/vecstore-js A simple, fast, and pluggable vector storage for the browser	30	Emerging	7	TypeScript
39	SnickerdoodleLabs/crunchDB A browser-native vector database for privacy-preserving recommender systems	30	Emerging	2	—
40	firstbatchxyz/firstbatch-sdk-ts TypeScript SDK for FirstBatch: Real-time Personalization using VectorDBs.	30	Emerging	6	TypeScript
41	notAI-tech/LiteIndex ultra fast, thread and process safe, easily queryable Indexes/ caches for Python.	29	Experimental	6	Python
42	stokry/vectra Vectra is a unified Ruby client for vector databases. Write once, switch...	28	Experimental	13	Ruby
43	PedroHenriqueDevBR/vectoriz This project provides utilities to create, manage, and optimize vector...	28	Experimental	2	Python
44	zilliztech/vector-index-visualization-tool visualization tool for vector search index	28	Experimental	22	TypeScript
45	wesleyscholl/vectro ⚡💾 Vectro — Compress LLM embeddings 🧠🚀 Save memory, speed up retrieval, and...	27	Experimental	5	Mojo
46	itsPreto/VECTR8 Embed anything.	27	Experimental	27	JavaScript
47	udinpedia/Vector 🔧 Enable seamless Android app hooking with Vector, a Zygisk module offering...	24	Experimental	3	C++
48	chataize/semantic-index Lightweight, single-file vector database for experiments and small projects.	23	Experimental	1	C#
49	pfillion42/memviz A local vector memory explorer with a modern UI. Browse, search, visualize...	23	Experimental	—	TypeScript
50	eswar-7116/vector-db-demo A minimal Node.js demo showcasing how to use ChromaDB as a local vector...	22	Experimental	11	JavaScript
51	deans-code/dimensions Development of a tool to test local generation of embeddings, storage in...	22	Experimental	1	C#
52	kysely/jazz-vector Local-first vector similarity search for Jazz Tools	22	Experimental	26	TypeScript
53	phronmophobic/usearch.clj A clojure wrapper for usearch, a fast open-source search & clustering engine...	22	Experimental	23	Clojure
54	monkdbofficial/monkdb.docs GitHub page of MonkDB's documentation. Collaboration is welcome :)	22	Experimental	—	Python
55	Bry101/CosmoHoloScale Physics-inspired vector memory that auto-expands like the universe 🌌 +...	21	Experimental	—	Python
56	casper-vdb/Casper ⚡ World’s Fastest Vector Database for AI & RAG	21	Experimental	17	Python
57	jarvismaia97/vectorlens The missing UI for ChromaDB	21	Experimental	—	TypeScript
58	samuellawrence/maven-vectors Distributable code embeddings for Java — like sources.jar and javadoc.jar,...	21	Experimental	—	Java
59	nosqlbench/nbdatatools Tools to make, find, or validate test data	21	Experimental	—	Java
60	kirill2911/awesome-vector-search 🔍 Explore a curated list of open-source vector-native databases and...	21	Experimental	—	—
61	helderm989/vectro ⚡ Compress LLM embeddings efficiently with Vectro, achieving ultra-high...	21	Experimental	—	Mojo
62	freierprogrammierer-de/vectorstore_inspector Web-based vector store / vector database / vector db inspector and viewer...	21	Experimental	—	Python
63	dilupa1999/m2m-vector-search Provide fast, local vector search with a hierarchical retrieval engine...	21	Experimental	—	Python
64	caiodallaqua/vectoria Vectoria is an embedded vector database.	20	Experimental	6	Go
65	jesterlabs/vexpresso Vexpresso is a simple and scalable multi-modal vector database built with Daft	20	Experimental	8	Python
66	PoCInnovation/SpaceVector SpaceVector is a platform for semantic search on satellite images using...	20	Experimental	7	TypeScript
67	vectorifyai/vectorify-php Vectorify package for PHP	20	Experimental	2	PHP
68	ashvardanian/USearchBench.java Apache Spark and Unum USearch integration example benchmarking distributed...	20	Experimental	4	Java
69	metehan777/vectordb-gsc Turn your Google Search Console data into a vector database and analyze...	19	Experimental	12	Python
70	myschoolstory/VectorStoreMiddleware A powerful component designed to facilitate the connection of AI agents to...	17	Experimental	1	Python
71	bednarjosef/geomatch A system of vector search and exact feature matching built for fast location...	17	Experimental	1	Python
72	Dee66/VectorScan Free security scanner for vector databases and RAG systems. Checks access...	17	Experimental	—	Python
73	cp3249/hoopwatcher Comparison tool to view players from 2000 to 2024 and find similar players...	17	Experimental	1	Java
74	tsonglew/vex Vector Database Manager for VSCode/Cursor	16	Experimental	—	TypeScript
75	jy02140251/vector-search-lite Simple in-memory vector database for small-scale semantic search. No...	15	Experimental	2	—
76	monkdbofficial/monkdb.ts This repo contains the code for MonkDB's TypeScript SDK/client driver 🚀 to...	15	Experimental	—	TypeScript
77	pranav-kural/products-vectro Shopify app enabling merchants to load products data into a vector database.	13	Experimental	9	TypeScript
78	tahsinkoc/vectra Vectra is an API-first vector database designed for fast, meaningful...	13	Experimental	—	Python
79	4d-depot/Demo_AI-Similarities AI powered demo with vector embeddings similarities detection, 4D 20 R10 required	13	Experimental	—	4D
80	SpydazWebAI-NLP/Basic_VectorStore2023 Basic Vector DB DataStorage For Images/Audio/Text Embeddings. for nlp with vb.net	13	Experimental	—	Visual Basic .NET
81	K3Tamaa/Vector-Forge Deliver intelligent document understanding and explainable semantic search...	13	Experimental	—	—
82	steviemul/vectors Vector DB search POC	13	Experimental	—	Java
83	rogercamara/convector Convector is a tiny, practical toolkit to turn .csv datasets into...	13	Experimental	—	Python
84	gabisonia/FIndex Face similarity search	12	Experimental	4	C#
85	danielivanovz/indexed-vector-store Vector Storage is a lightweight, browser-based database that enables...	11	Experimental	3	TypeScript
86	sampreeti/BizVectra BizVectra is an AI-powered business intelligence assistant built to analyze...	10	Experimental	1	Python
87	Gokul-GMenon/VLib-Vector-Database-for-College-Library VLib is a digital library platform targeting college library systems that...	10	Experimental	2	JavaScript
88	4d-depot/HDI_4D_Vectors How to perform a similarity search with 4D Vector (4D 20 R10)	10	Experimental	1	4D

Comparisons in this category

vector-admin and vector-io (51 vs 51) vector-admin and vectorstores (51 vs 47) vector-storage and vectorstores (54 vs 47)