Directory
Databases
Reviewed resources in Databases. 294 resources listed.
contextdb
contextdb.techAn embedded database for AI agent memory that unifies relational storage, graph traversal and vector similarity search under one set of transactions, replacing a typical stack of SQLite plus a separate vector store.
WordPress Vector Database (WPVDB)
github.comA WordPress plugin that adds native vector database functionality to a WordPress site for semantic search and AI-powered content recommendations.
Turbopuffer GUI
mrpeker.github.ioAn unofficial, open-source desktop GUI client for the Turbopuffer vector and full-text search engine, for managing connections, namespaces, documents and schemas.
Pinecone Rust SDK
github.comThe official Rust client for the Pinecone vector database, covering index creation, including serverless indexes, and configuration through either explicit options or environment variables.
Markdown Vector Database (mdvdb)
github.comA filesystem-native vector database built around plain Markdown files, offering hybrid semantic and lexical search with no server or container, aimed at AI agent memory and knowledge bases.
ChromaDB C++
github.comA C++ client library for interacting with the ChromaDB vector database, covering collection management, embedding management and similarity queries.
Pinecone Gemini CLI Extension
github.comThe official Pinecone extension for Gemini CLI, adding Agent Skills and MCP tools for managing vector indexes, running semantic search and building document question-answering assistants from the terminal.
Spring Data Reindexer
github.comA Spring Data module for the Reindexer database, adding repositories, object mapping, type-safe query derivation, transactions and namespace references for Spring and Spring Boot applications.
TurboQuant Pro
github.comA compression library for embedding indexes and LLM KV caches that optimizes for the metric a downstream consumer actually uses, such as retrieval recall or generation quality, instead of reconstruction error alone.
qdrant-txtai
github.comAn integration that lets the txtai semantic search library use Qdrant as its vector storage backend, including cluster deployments for datasets too large for one machine.
Plasmod
plasmod.code-soul.comAn agent-native database that stores memory, state, events, artifacts and relations as first-class objects, returning structured evidence instead of plain top-k text matches.
dynavec
github.comA serverless hybrid vector database Python client that fuses Amazon DynamoDB metadata storage with Amazon S3 Vectors approximate-nearest-neighbor search, running entirely inside a user's own AWS account.
turbo-quant
github.comExperimental Rust codecs for vector quantization, including PolarQuant, TurboQuant and QJL, producing derived compressed representations for semantic-search candidate generation and KV-cache compression experiments.
Vectorizer
github.comA high-performance, in-memory vector database and search engine in Rust for semantic search and document indexing, exposed over binary RPC, REST, gRPC, GraphQL and MCP with native SDKs in five languages.
CUBRID Python Cookbook
cubrid-lab.github.ioA collection of production-ready Python examples for the CUBRID database, with five-minute quickstarts for FastAPI and SQLAlchemy, a Java-to-Python migration guide, copy-and-customize service templates, and benchmark-backed performance patterns.
IP fraud database
ffraud.comAn open, MIT-licensed database of confirmed-malicious IP addresses and disposable email domains, rebuilt every 30 minutes from honeypot sensors and community reports, for use in firewalls, WAFs and signup checks.
Awesome Vector Databases
vectordb.ever.worksA curated list of vector database engines, managed and serverless offerings, SDKs, benchmarking and evaluation tools, and research papers for building AI applications.
HexxlaDB
hexxladb.mintlify.appAn embedded Go database that stores records at hex grid coordinates, retrieving context by expanding outward in rings while tracking provenance, confidence, contradictions and optional HNSW vector embeddings per record.
OverGraph
overgraph.ioAn embedded graph database with built-in vector search that runs inside a host process with no server, combining temporal graph edges, GQL queries and HNSW vector similarity in one Rust engine.
Atlas Hybrid Search
github.comA Next.js app for testing MongoDB Atlas hybrid search, combining full-text and vector search queries through a unified $search stage with adjustable rank-fusion parameters.
Anda DB
github.comA modular Rust library for building durable AI agent memory systems, combining B-Tree, BM25 full-text and HNSW vector indexes in one embedded, schema-aware document database.
AsterVec
lsmvec.comAsterVec is an embeddable, disk-based vector search engine for on-device AI agent memory and local RAG, keeping only a small navigation structure in RAM so it can search millions of embeddings within a few hundred megabytes of memory.
SemaDB
semadb.comA multi-index, multi-vector, document-based vector database and search engine with a JSON RESTful API, combining vector, keyword, geo and filter search in a single query.
VectraDB
github.comAn in-memory vector database written in Go, using arena-based memory allocation to avoid garbage-collection overhead and HNSW indexing for fast approximate nearest-neighbor search, with an optional distributed consensus mode.