The Vector Database Directory
Quality-scored directory of 3,236 vector databases, updated daily. Every tool scored on maintenance, adoption, maturity, and community signals.
Vector databases store and query high-dimensional embeddings for semantic search, RAG pipelines, and recommendation systems.
23
70–100
151
50–69
663
30–49
2,399
10–29
Top tools by quality score
| # | Tool | Score |
|---|---|---|
| 1 |
supabase/supabase
The Postgres development platform. Supabase gives you a dedicated Postgres... |
|
| 2 |
facebookresearch/faiss
A library for efficient similarity search and clustering of dense vectors. |
|
| 3 |
meilisearch/meilisearch
A lightning-fast search engine API bringing AI-powered hybrid search to your... |
|
| 4 |
milvus-io/pymilvus
Python SDK for Milvus Vector Database |
|
| 5 |
lancedb/lancedb
Developer-friendly OSS embedded retrieval library for multimodal AI. Search... |
|
| 6 |
qdrant/qdrant
Qdrant - High-performance, massive-scale Vector Database and Vector Search... |
|
| 7 |
chroma-core/chroma
Open-source search and retrieval database for AI applications. |
|
| 8 |
weaviate/weaviate
Weaviate is an open-source vector database that stores both objects and... |
|
| 9 |
qdrant/qdrant-client
Python client for Qdrant vector search engine |
|
| 10 |
neuml/txtai
💡 All-in-one AI framework for semantic search, LLM orchestration and... |
|
| 11 |
firebase/genkit
Open-source framework for building AI-powered apps in JavaScript, Go, and... |
|
| 12 |
topoteretes/cognee
Knowledge Engine for AI Agent Memory in 6 lines of code |
|
| 13 |
databendlabs/databend
Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox.... |
|
| 14 |
pixeltable/pixeltable
Data Infrastructure providing a declarative, incremental approach for... |
|
| 15 |
rapidsai/cuvs
cuVS - a library for vector search and clustering on the GPU |
|
| 16 |
MariaDB/server
MariaDB server is a community developed fork of MySQL server. Started by... |
|
| 17 |
oceanbase/oceanbase
The Fastest Distributed Database for Transactional, Analytical, and AI Workloads. |
|
| 18 |
langchain4j/langchain4j
LangChain4j is an open-source Java library that simplifies the integration... |
|
| 19 |
rapidsai/raft
RAFT contains fundamental widely-used algorithms and primitives for machine... |
|
| 20 |
matrixorigin/matrixone
MySQL-compatible HTAP database with Git for Data, vector search, and... |
|
Browse by category
Database
191 tools
Agent Memory Systems
186 tools
Vector DB From Scratch
174 tools
Rust Native VectorDBs
169 tools
Semantic Search Engines
161 tools
Self-Hosted Support Chatbots
130 tools
Uncategorized
104 tools
PDF Document Chatbots
100 tools
Vector Database Management
88 tools
Local RAG Stacks
83 tools
Multi-PDF QA Systems
76 tools
RAG Quality Assurance
57 tools
Agentic RAG Systems
52 tools
Medical RAG Chatbots
52 tools
Production RAG Chatbots
50 tools
Local LLM Orchestration
47 tools
Agentic AI Platforms
46 tools
Multimodal Image Search
44 tools
Qdrant Vector Search
42 tools
Claude Code Knowledge Systems
36 tools
Movie Recommendation Systems
35 tools
Document Processing Platforms
34 tools
LangChain Framework Guides
33 tools
GitHub Codebase RAG
33 tools
Redis Vector Caching
32 tools
PostgreSQL Vector Extensions
32 tools
Pinecone Vector Search
31 tools
News Intelligence RAG
31 tools
Career AI Agents
31 tools
Weaviate Ecosystem
30 tools
Personal Knowledge Management
30 tools
Travel Booking Agents
30 tools
Document Chunking Embedding Pipelines
30 tools
Vector DB Benchmarking
29 tools
Gemini Document RAG
29 tools
Milvus Vector Database
27 tools
Generative AI Learning
27 tools
Local PDF RAG Systems
27 tools
Spring AI RAG Applications
23 tools
Chroma Database Tools
22 tools
High Performance Vector Search
21 tools
RAG Pipeline Optimization
20 tools
Financial Document RAG
20 tools
Vector Embedding Storage
16 tools
Vector Database Libraries
16 tools
Graph Enhanced RAG
16 tools
NLP Fundamentals Tutorials
15 tools
Code Repository Intelligence
15 tools
Postgres Vector Rag
14 tools
Semantic Book Recommenders
14 tools
Vector Knowledge Bases
13 tools
Legal AI Assistants
13 tools
Educational AI Platforms
12 tools
AWS Bedrock RAG Systems
11 tools
Semantic Search Applications
11 tools
Natural Language Sql Builders
10 tools
Embedding API Servers
9 tools
Telemedicine Consultation Platforms
8 tools
Vector Search Apis
8 tools
YouTube Video RAG
8 tools
Agent Memory Infrastructure
7 tools
Mcp Semantic Retrieval
7 tools
Rust Tensor Frameworks
6 tools
Rust Ml Libraries
6 tools
Recommendation Engine Rag
6 tools
Semantic Search Frontends
6 tools
Local Semantic Search
6 tools
Graph Rag Systems
6 tools
Natural Language Sql Querying
6 tools
Resume Job Matching
6 tools
Agentic Workflow Orchestration
5 tools
Document Intelligence Rag
5 tools
Text To Sql Generation
4 tools
Document Qa Chatbots
4 tools
Ai Powered Search Engines
4 tools
Session Context Memory
4 tools
Hybrid Search Rag
4 tools
Rag Applications
4 tools
Codebase Chat Rag
4 tools
Document Intelligence Extraction
4 tools
Intelligent News Curation
4 tools
Natural Language Database Agents
4 tools
Rust Agent Frameworks
4 tools
Next Js Saas Platforms
4 tools
Faiss Semantic Search
3 tools
Dotnet Azure Rag
3 tools
Sql Database Mcp
3 tools
Huggingface Hub Clients
3 tools
Text To Sql Rag
3 tools
Kv Cache Optimization
3 tools
Langgraph Agent Systems
3 tools
Resume Screening Matching
3 tools
Conversational Rag Agents
3 tools
Agent Memory Architectures
3 tools
Topic Modeling Frameworks
3 tools
Knowledge Graph Question Answering
3 tools
Ai Test Automation
3 tools
Question Answering Systems
3 tools
Go Ml Bindings
3 tools
Ai News Aggregation
3 tools
Knowledge Graph Construction
3 tools
Langchain Application Development
3 tools
Travel Planning Ai
3 tools
Javascript Ml Libraries
3 tools
Mcp Rag Servers
3 tools
Elixir Ml Frameworks
3 tools
Ai Pdf Saas
3 tools
Saas Ai Platforms
3 tools
Spring Boot Rag Apps
3 tools
Ai Workflow Automation
3 tools
Geospatial Ml Tools
3 tools
Text Visualization Graphs
3 tools
Ai Powered Saas Startups
3 tools
Multi Agent Orchestration
3 tools
Pathfinding Algorithm Implementations
3 tools
Self Hosted Rag Platforms
3 tools
Pdf Qa Systems
3 tools
Data Analytics Platforms
3 tools
Fullstack Ai Monorepos
3 tools
Llm Inference Engines
2 tools
Llm Orchestration Platforms
2 tools
Zero Knowledge Ml
2 tools
Youtube Transcript Rag
2 tools
Java Ml Implementations
2 tools
Typescript Sdk Clients
2 tools
Langchain Starter Projects
2 tools
Kotlin Ml Frameworks
2 tools
Langchain Tool Integrations
2 tools
Agent Framework Patterns
2 tools
Aether Agent Kernels
2 tools
Javascript Gpu Tensor Libraries
2 tools
Interactive Ai Chat Uis
2 tools
Semantic Kernel Tools
2 tools
Nlp Task Libraries
2 tools
Aws Bedrock Applications
2 tools
Pddl Planning Solvers
2 tools
Retrieval Augmented Generation
2 tools
Lora Training Tools
2 tools
Generic Project Templates
2 tools
Spotify Music Recommendation
2 tools
Langchain Tool Building
2 tools
Ai Startup Websites
2 tools
Rust Agentic Systems
2 tools
Ai Stock Analysis
2 tools
Pinecone Rag Pipelines
2 tools
Rust Llm Infrastructure
2 tools
Chromadb Rag Systems
2 tools
Go Rag Implementations
2 tools
Personal Portfolio Websites
2 tools
Conversational Ai Apps
2 tools
Retrieval Ranking Fusion
2 tools
Web And Markup Language Datasets
2 tools
Machine Consciousness Frameworks
2 tools
Symfony Ai Integrations
2 tools
Word Embedding Vectors
2 tools
Ai Agent Memory Systems
2 tools
Gradient Boosting Frameworks
2 tools
Rag Chatbot Systems
2 tools
Online Exam Proctoring
2 tools
Ai Recruitment Platforms
2 tools
Healthcare Chatbots
2 tools
Llm Knowledge Graph Generation
2 tools
Blackroad Os Ecosystem
2 tools
Semantic Search Backends
2 tools
Web Search Mcp
2 tools
Research Agent Systems
2 tools
Blockchain Ai Integration
2 tools
Resume Matching Screening
2 tools
Ecommerce Agent Systems
2 tools
Ai Research Agents
2 tools
Rag Techniques Frameworks
2 tools
Csv Data Chat
2 tools
Indexing
1 tools
Llm Cuda Optimization
1 tools
K Nearest Neighbors
1 tools
Graph Database Rag
1 tools
Multimodal Vision Language
1 tools
Ml Project Collections
1 tools
Personal Knowledge Assistants
1 tools
Discord Ai Chatbots
1 tools
Stock Analysis Dashboards
1 tools
Scala Ml Frameworks
1 tools
Rust Mcp Frameworks
1 tools
Tensor Computation Libraries
1 tools
Note Taking Mcp
1 tools
Image Gallery Managers
1 tools
Llm Compression Optimization
1 tools
Legal Document Analysis
1 tools
Personal Blogs Portfolios
1 tools
Platform Sdk Libraries
1 tools
Personal Ai Agents
1 tools
Text Summarization Transformers
1 tools
Spring Ai Applications
1 tools
Ai Documentation Generation
1 tools
Multi Agent Frameworks
1 tools
Protein Engineering Design
1 tools
Graph Neural Networks
1 tools
Codebase Search Indexing
1 tools
Ollama Chat Interfaces
1 tools
Ai Book Generation
1 tools
Streamlit Langchain Apps
1 tools
Linkedin Content Automation
1 tools
Embedding Api Providers
1 tools
Vision Language Models
1 tools
Document Qa Systems
1 tools
Chatbot Development Frameworks
1 tools
Personal Finance Tracking
1 tools
Ai Business Analytics
1 tools
Study Aid Generators
1 tools
Image Generation Frameworks
1 tools
Recommendation System Frameworks
1 tools
Colab Notebook Implementations
1 tools
Clustering Algorithm Implementations
1 tools
Multimodal Rag Systems
1 tools
Document Ocr Extraction
1 tools
Gemini Ai Applications
1 tools
Fastapi Rag Backends
1 tools
Email Spam Classification
1 tools
Blockchain Ai Agents
1 tools
Geospatial Media Datasets
1 tools
Rule Based Expert Systems
1 tools
Documentation Markup Language Datasets
1 tools
Rag Document Systems
1 tools
Chatbot Frameworks
1 tools
Distributed Training Frameworks
1 tools
Portuguese Nlp Tools
1 tools
Assistive Vision Navigation
1 tools
Protein Language Models
1 tools
Obsidian Mcp Servers
1 tools
Multi Modal Ai Assistants
1 tools
Conversational Chat Interfaces
1 tools
Rust Llm Orchestration
1 tools
Ai Vulnerability Scanning
1 tools
Youtube Video Intelligence
1 tools
Chat Interface Applications
1 tools
Academic Capstone Projects
1 tools
Local Ai Workstations
1 tools
Rust Agent Orchestration
1 tools
Board Game Ai Engines
1 tools
Memory Augmented Architectures
1 tools
Content Based Recommendation
1 tools
Domain Specific Workflows
1 tools
Compiler Implementation Tutorials
1 tools
Research Paper Rag
1 tools
Text To Structured Data
1 tools
Ai Service Sdks
1 tools
Text To Image Generation
1 tools
Ai Session Persistence
1 tools
Keyword Extraction
1 tools
Openclaw Client Applications
1 tools
Automatic Term Extraction
1 tools
Llm Guided Fuzzing
1 tools
Natural Language Sql
1 tools
Llm Web Scraping
1 tools
Ml Api Deployment
1 tools
Genomic Variant Analysis
1 tools
Streamlit Chatbot Apps
1 tools
Developer Portfolio Sites
1 tools
Personal Github Profiles
1 tools
Rna Structure Learning
1 tools
Machine Translation Systems
1 tools
News Aggregation Mcp
1 tools
Langgraph Agent Implementations
1 tools
Ai Coding Loops
1 tools
Agent Sdk Toolkits
1 tools
File Content Extraction
1 tools
Ml Foundations Curricula
1 tools
Claude Agent Frameworks
1 tools
Go Agent Frameworks
1 tools
Typescript Agent Frameworks
1 tools
Phishing Email Detection
1 tools
Rust Nlp Bindings
1 tools
Legal Document Rag
1 tools
Lexical Semantic Resources
1 tools
Deepseek Ai Tools
1 tools
Spark Hadoop Ml Pipelines
1 tools
Unreal Engine Ml
1 tools
Interactive Pdf Chat
1 tools
Constraint Satisfaction Solvers
1 tools
Local Llm Deployment
1 tools
Clip Multimodal Search
1 tools
Agent Orchestration Platforms
1 tools
Product Search Systems
1 tools
Llm Firewall Defense
1 tools
Retail Sales Forecasting
1 tools
Prompt Library Apps
1 tools
Natural Language Task Scheduling
1 tools
Real Estate Valuation Apps
1 tools
Fashion Recommendation Systems
1 tools
Ai Saas Platforms
1 tools
Ecommerce Customer Chatbots
1 tools
Security Testing Mcp
1 tools
Gpt2 Pretraining Fine Tuning
1 tools
Agentic Ai Frameworks
1 tools
Gemini Prompt Workbenches
1 tools
Agi Consciousness Philosophy
1 tools
Production Rag Pipelines
1 tools
Academic Paper Tools
1 tools
Resume Screening Ai
1 tools
Image Generation Mcp
1 tools
Document Chat Platforms
1 tools
Audio Music Learning
1 tools
Openclaw Agent Infrastructure
1 tools
Image Captioning Tools
1 tools
Video Semantic Search
1 tools
Recipe Recommendation Systems
1 tools
Seo Content Agents
1 tools
Event Discovery Platforms
1 tools
Puzzle Solver Algorithms
1 tools
Hybrid Retrieval Optimization
1 tools
Secure Evoting Systems
1 tools
Mistral Ai Tools
1 tools
Water Quality Prediction
1 tools
Deepseek Deployment Tools
1 tools
Go Nlp Libraries
1 tools
Academic Paper Analysis
1 tools
Book Recommendation Systems
1 tools
Llm Learning Resources
1 tools
Code Context Packaging
1 tools
Langchain Application Tutorials
1 tools
Obsidian Ai Plugins
1 tools
Ai Document Summarization
1 tools
Ai Industry Guidance
1 tools