All Vector Databases

3,236 tools ranked by quality score

Showing 1–100 of 3,236

#	Tool	Score	Tier	Category	Stars	Language
1	supabase/supabase The Postgres development platform. Supabase gives you a dedicated Postgres...	93	Verified	agentic-workflow-orchestration	98,969	TypeScript
2	facebookresearch/faiss A library for efficient similarity search and clustering of dense vectors.	85	Verified	indexing	39,600	C++
3	meilisearch/meilisearch A lightning-fast search engine API bringing AI-powered hybrid search to your...	85	Verified	semantic-search-engines	56,362	Rust
4	milvus-io/pymilvus Python SDK for Milvus Vector Database	85	Verified	milvus-vector-database	1,352	Python
5	lancedb/lancedb Developer-friendly OSS embedded retrieval library for multimodal AI. Search...	81	Verified	vector-db-benchmarking	9,425	HTML
6	qdrant/qdrant Qdrant - High-performance, massive-scale Vector Database and Vector Search...	81	Verified	qdrant-vector-search	29,544	Rust
7	chroma-core/chroma Open-source search and retrieval database for AI applications.	81	Verified	chroma-database-tools	26,607	Rust
8	weaviate/weaviate Weaviate is an open-source vector database that stores both objects and...	81	Verified	weaviate-ecosystem	15,793	Go
9	qdrant/qdrant-client Python client for Qdrant vector search engine	80	Verified	qdrant-vector-search	1,240	Python
10	neuml/txtai 💡 All-in-one AI framework for semantic search, LLM orchestration and...	78	Verified	local-llm-orchestration	12,281	Python
11	firebase/genkit Open-source framework for building AI-powered apps in JavaScript, Go, and...	78	Verified	generative-ai-learning	5,641	TypeScript
12	topoteretes/cognee Knowledge Engine for AI Agent Memory in 6 lines of code	77	Verified	agent-memory-systems	13,204	Python
13	databendlabs/databend Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox....	77	Verified	rust-native-vectordbs	9,196	Rust
14	pixeltable/pixeltable Data Infrastructure providing a declarative, incremental approach for...	76	Verified	vector-database-management	1,596	Python
15	rapidsai/cuvs cuVS - a library for vector search and clustering on the GPU	73	Verified	llm-inference-engines	646	Cuda
16	MariaDB/server MariaDB server is a community developed fork of MySQL server. Started by...	73	Verified	vector-db-from-scratch	7,297	C++
17	oceanbase/oceanbase The Fastest Distributed Database for Transactional, Analytical, and AI Workloads.	72	Verified	rust-native-vectordbs	10,013	C++
18	langchain4j/langchain4j LangChain4j is an open-source Java library that simplifies the integration...	72	Verified	langchain-framework-guides	11,081	Java
19	rapidsai/raft RAFT contains fundamental widely-used algorithms and primitives for machine...	71	Verified	llm-cuda-optimization	988	Cuda
20	matrixorigin/matrixone MySQL-compatible HTAP database with Git for Data, vector search, and...	71	Verified	rust-native-vectordbs	1,871	Go
21	nuclia/nucliadb NucliaDB, The AI Search database for RAG	71	Verified	semantic-search-engines	716	Python
22	yichuan-w/LEANN [MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while...	70	Verified	local-rag-stacks	10,303	Python
23	AlayaDB-AI/AlayaLite AlayaLite – A Fast, Flexible Vector Database for Everyone.	70	Verified	vector-db-from-scratch	199	C++
24	memgraph/memgraph Open-source graph database, tuned for dynamic analytics environments. Easy...	69	Established	agent-memory-infrastructure	3,841	C++
25	Mintplex-Labs/anything-llm The all-in-one AI productivity accelerator. On device and privacy first with...	68	Established	local-llm-orchestration	56,148	JavaScript
26	ArcadeData/arcadedb ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin,...	68	Established	rust-native-vectordbs	735	Java
27	zilliztech/VectorDBBench Benchmark for vector databases.	68	Established	vector-db-benchmarking	1,038	Python
28	lance-format/lance Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of...	68	Established	llm-orchestration-platforms	6,169	Rust
29	vespa-engine/vespa AI + Data, online. https://vespa.ai	68	Established	semantic-search-engines	6,820	Java
30	RediSearch/RediSearch A query and indexing engine for Redis, providing secondary indexing,...	68	Established	redis-vector-caching	6,101	C
31	ICIJ/datashare A self‑hosted search engine for documents	67	Established	semantic-search-engines	713	Java
32	llm-tools/embedJs A NodeJS RAG framework to easily work with LLMs and embeddings	67	Established	production-rag-chatbots	602	TypeScript
33	milvus-io/milvus Milvus is a high-performance, cloud-native vector database built for...	67	Established	milvus-vector-database	43,332	Go
34	biocypher/biochatter Backend library for conversational AI in biomedicine	67	Established	pdf-document-chatbots	196	Jupyter Notebook
35	pinecone-io/pinecone-ts-client The official TypeScript/Node client for the Pinecone vector database	66	Established	pinecone-vector-search	266	TypeScript
36	spiceai/spiceai A portable accelerated SQL query, search, and LLM-inference engine, written...	66	Established	rust-tensor-frameworks	2,823	Rust
37	infiniflow/infinity The AI-native database built for LLM applications, providing incredibly fast...	66	Established	vector-db-from-scratch	4,437	C++
38	langchain-ai/langchain-milvus The LangChain wrapper of Milvus vector database for efficient vector search,...	66	Established	milvus-vector-database	52	Python
39	nnethercott/hannoy Production-ready KV-backed HNSW implementation in Rust using LMDB	66	Established	vector-db-from-scratch	71	Rust
40	VectifyAI/PageIndex 📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG	65	Established	local-pdf-rag-systems	21,374	Python
41	activeloopai/deeplake Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with...	65	Established	vector-database-management	9,033	C++
42	danny-avila/rag_api ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector	64	Established	rag-pipeline-optimization	772	Python
43	superlinked/sie Superlinked Inference Engine is an Open-source inference server and...	64	Established	database	1,508	Python
44	spotify/voyager 🛰️ An approximate nearest-neighbor search library for Python and Java with a...	64	Established	k-nearest-neighbors	1,553	C++
45	amark/gun An open source cybersecurity protocol for syncing decentralized graph data.	64	Established	zero-knowledge-ml	18,963	JavaScript
46	superlinked/VectorHub VectorHub is a free, open-source learning website for people (software...	64	Established	vector-database-management	513	Jupyter Notebook
47	biocypher/biocypher A unifying framework for biomedical research knowledge graphs	64	Established	graph-database-rag	292	Python
48	datalevin/datalevin A simple, fast and versatile Datalog database	64	Established	rust-native-vectordbs	1,383	Clojure
49	CaviraOSS/OpenMemory Local persistent memory store for LLM applications including claude desktop,...	64	Established	agent-memory-systems	3,604	TypeScript
50	alibaba/zvec A lightweight, lightning-fast, in-process vector database	63	Established	high-performance-vector-search	8,900	C++
51	blueberrycongee/Lumina-Note Lumina Note - A modern Markdown note-taking app with live preview,...	63	Established	personal-knowledge-management	744	TypeScript
52	dingodb/dingo A multi-modal vector database that supports upserts and vector queries using...	62	Established	vector-db-from-scratch	1,698	Java
53	oceanbase/seekdb The AI-Native Search Database. Unifies vector, text, structured and...	62	Established	vector-db-from-scratch	2,451	C++
54	oceanbase/pyseekdb A unified python SDK supports OceanBase or OceanBase seekdb, more efficient...	62	Established	rust-native-vectordbs	53	Python
55	zilliztech/attu The Best GUI for Milvus	62	Established	milvus-vector-database	2,698	Shell
56	vearch/vearch Distributed vector search for AI-native applications	62	Established	rust-native-vectordbs	2,289	Go
57	apconw/Aix-DB Aix-DB 基于 LangChain/LangGraph 框架，结合 MCP Skills 多智能体协作架构，实现自然语言到数据洞察的端到端转换。	62	Established	vector-embedding-storage	2,001	JavaScript
58	zilliztech/knowhere Vector search engine inside Milvus, integrating FAISS, HNSW, DiskANN.	61	Established	vector-db-from-scratch	328	C++
59	pinecone-io/examples Jupyter Notebooks to help you get hands-on with Pinecone vector databases	61	Established	pinecone-vector-search	2,997	Jupyter Notebook
60	qdrant/vector-db-benchmark Framework for benchmarking vector search engines	61	Established	vector-db-benchmarking	353	Python
61	qdrant/qdrant-js JavaScript/Typescript SDK for Qdrant Vector Database	61	Established	qdrant-vector-search	430	TypeScript
62	weaviate/weaviate-cli CLI tool for Weaviate	61	Established	weaviate-ecosystem	32	Python
63	HelixDB/helix-db HelixDB is an open-source graph-vector database built from scratch in Rust.	61	Established	rust-native-vectordbs	3,916	Rust
64	verygoodplugins/automem AutoMem is a graph-vector memory service that gives AI assistants durable,...	61	Established	agent-memory-systems	659	Python
65	martin-papy/qdrant-loader Enterprise-ready vector database toolkit for building searchable knowledge...	61	Established	vector-knowledge-bases	31	Python
66	milvus-io/bootcamp Dealing with all unstructured data, such as reverse image search, audio...	61	Established	milvus-vector-database	2,391	Jupyter Notebook
67	k8ssandra/k8ssandra-operator The Kubernetes operator for K8ssandra	60	Established	qdrant-vector-search	218	Go
68	hhblaze/DBreeze C# .NET NOSQL ( key value, object store embedded TextSearch SemanticSearch...	60	Established	vector-database-management	571	C#
69	video-db/videodb-python VideoDB Python SDK	60	Established	youtube-transcript-rag	88	Python
70	weaviate/recipes This repository shares end-to-end notebooks on how to use various Weaviate...	60	Established	weaviate-ecosystem	938	Jupyter Notebook
71	lancedb/vectordb-recipes Resource, examples & tutorials for multimodal AI, RAG and agents using...	60	Established	nlp-fundamentals-tutorials	929	Jupyter Notebook
72	PrithivirajDamodaran/FlashRank Lite & Super-fast re-ranking for your search & retrieval pipelines. ...	60	Established	semantic-search-engines	948	Python
73	DerwenAI/strwythura Strwythura: construct an entity-resolved knowledge graph from structured...	60	Established	local-llm-orchestration	214	Python
74	oceanbase/pyobvector A Python SDK for OceanBase Multimodal Store—enabling vector search,...	60	Established	rust-native-vectordbs	17	Python
75	Davidyz/VectorCode A code repository indexing tool to supercharge your LLM experience.	59	Established	vector-knowledge-bases	819	Python
76	cyborginc/cyborgdb-py Python Client SDK for CyborgDB: The Confidential Vector Database	59	Established	rust-native-vectordbs	7	Python
77	redis/redis-vl-python Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.	59	Established	redis-vector-caching	378	Python
78	dingodb/dingo-store A distributed Key-Value Storage using Raft	59	Established	vector-db-from-scratch	161	C++
79	GoogleCloudPlatform/Open_Data_QnA The Open Data QnA python library enables you to chat with your databases by...	59	Established	text-to-sql-generation	225	Dart
80	CortexReach/memory-lancedb-pro Enhanced LanceDB memory plugin for OpenClaw — Hybrid Retrieval (Vector +...	59	Established	agent-memory-systems	2,280	TypeScript
81	blueraai/bluera-knowledge Local knowledge search for AI coding agents. Index repos, docs, and files...	58	Established	claude-code-knowledge-systems	10	TypeScript
82	morphik-org/morphik-core The most accurate document search and store for building AI apps	58	Established	personal-knowledge-management	3,536	Python
83	divagr18/memlayer Plug-and-play memory for LLMs in 3 lines of code. Add persistent,...	58	Established	agent-memory-systems	261	Python
84	Couchbase-Ecosystem/langchain-couchbase Couchbase integration with LangChain	58	Established	langchain-framework-guides	3	Python
85	datastax/jvector JVector: the most advanced embedded vector search engine	58	Established	java-ml-implementations	1,693	Java
86	lightonai/fast-plaid High-Performance Engine for Multi-Vector Search	58	Established	rust-native-vectordbs	218	Python
87	awslabs/genai-bedrock-agent-chatbot A demo ChatBot application developed using Amazon Bedrock service's...	58	Established	aws-bedrock-rag-systems	127	Python
88	schmitech/orbit One API for 20+ LLM providers, your databases, and your files — self-hosted,...	58	Established	—	248	Python
89	verygoodplugins/mcp-automem AutoMem is a graph-vector memory service that gives AI assistants durable,...	58	Established	agent-memory-systems	41	TypeScript
90	zilliztech/milvus-operator The Kubernetes Operator of Milvus.	58	Established	milvus-vector-database	116	Go
91	memvid/memvid Memory layer for AI Agents. Replace complex RAG pipelines with a serverless,...	57	Established	agent-memory-systems	13,421	Rust
92	video-db/videodb-node VideoDB Nodejs SDK	57	Established	typescript-sdk-clients	14	TypeScript
93	marcominerva/SqlDatabaseVectorSearch A Blazor Web App and Minimal API for performing RAG (Retrieval Augmented...	57	Established	semantic-search-engines	135	C#
94	pathwaycom/llm-app Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search...	57	Established	local-llm-orchestration	56,145	Jupyter Notebook
95	qdrant/n8n-nodes-qdrant Official n8n node for interfacing with Qdrant	57	Established	qdrant-vector-search	73	TypeScript
96	Azure-Samples/SQL-AI-samples Samples using AI and Azure SQL DB	57	Established	natural-language-sql-builders	303	HTML
97	redis-developer/redis-ai-resources ✨ A curated list of awesome community resources, integrations, and examples...	57	Established	redis-vector-caching	432	Jupyter Notebook
98	tensorchord/VectorChord Scalable, fast, and disk-friendly vector search in Postgres, the successor...	57	Established	postgresql-vector-extensions	1,595	Rust
99	supabase/vecs Postgres/pgvector Python Client	56	Established	vector-database-libraries	288	Python
100	TusKANNy/kannolo Official repository of the kANNolo library.	56	Established	rust-native-vectordbs	49	Rust

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