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 83 vector database management tools tracked. 1 score above 70 (verified tier). The highest-rated is pixeltable/pixeltable at 80/100 with 1,596 stars and 4,631 monthly downloads. 2 of the top 10 are actively maintained.

Get all 83 projects as JSON

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

Comparisons in this category

vector-io and vector-admin (47 vs 44) vector-storage and vectorstores (53 vs 40)