Directory
Databases
Reviewed resources in Databases. 294 resources listed.
Altimate Code
altimate.shAn open-source, AI-powered harness for data engineering that gives a coding agent more than 100 deterministic tools for SQL analysis, column-level lineage, dbt and warehouse connectivity across ten cloud warehouses.
AutoMem
automem.aiA long-term memory service for AI assistants that combines a graph database of typed relationships with a vector index, so an assistant can recall the reasoning behind a decision rather than only similar past text.
Query | MCP server for Supabase
github.comAn MCP server that lets an IDE run SQL, manage schema migrations and call the Supabase Management and Auth Admin APIs, with built-in safety controls, no longer actively maintained.
pg_vectorize: a VectorDB on Postgres
chuckhend.github.ioA Postgres server and extension that automates turning table text into embeddings and provides hooks into popular LLMs, for full-text, semantic and hybrid search.
NornicDB
github.comA graph database that combines Neo4j-compatible Bolt and Cypher access with vector search and MVCC-based historical reads, aimed at agent memory, graph-RAG and audit-friendly knowledge stores.
LibreDB Studio
libredb.orgA self-hosted database editor and SQL IDE that deploys next to the data it manages, supporting eighteen engines including PostgreSQL, MySQL, MongoDB, Redis, and ClickHouse behind one interface.
LocalRecall
github.comA local, no-GPU RESTful memory and knowledge-base layer for AI agents and chatbots, storing files and text in a vector database behind a web UI.
Neo4j Labs MCP Servers
neo4j.comA collection of Model Context Protocol servers from Neo4j Labs that let an MCP client such as Claude Desktop or an IDE assistant query a Neo4j database and the Aura cloud service in natural language.
GraphRAG-SDK
falkordb.comGraphRAG-SDK is a GraphRAG framework built on the FalkorDB graph database that grounds LLM answers in a knowledge graph rather than vector similarity alone, tracing each answer to its source chunks so an app can inspect the evidence or decline to answer.
chromem-go
github.comAn embeddable vector database for Go with a Chroma-like interface and no third-party dependencies, running in memory with optional persistence.
JamAI Base
jamaibase.comJamAI Base is an open-source retrieval-augmented-generation backend that pairs an embedded SQLite database with an embedded LanceDB vector store behind a spreadsheet-like UI and a REST API, so LLM calls, embeddings and reranking can be wired together as table columns.
MongoDB MCP Server
github.comThe official Model Context Protocol server for MongoDB, letting an AI agent connect to a self-managed MongoDB deployment or MongoDB Atlas through a common set of tools.
Fess: Enterprise Search Server
fess.codelibs.orgAn open-source, self-hosted enterprise and site search server built on OpenSearch, with a web crawler for sites, file systems and databases, a REST API, and AI/RAG semantic search.
ArcadeDB
arcadedb.comA multi-model DBMS supporting SQL, Cypher, Gremlin, HTTP/JSON, MongoDB, and Redis query interfaces over graph, document, key-value, time-series, and vector data in one engine.
VectorDBBench
zilliz.comA benchmarking tool for vector databases and cloud vector search services, covering insertion, vector search, filtered search and full-text search under one visual interface.
Endee
endee.ioA high-performance AI search and retrieval platform built for retrieval-augmented generation, semantic search, and hybrid search, designed to hold up to a billion vectors on a single node.
Infinispan
infinispan.orgAn open-source in-memory data grid that stores and distributes key/value data across elastically scalable clusters for high availability and fault tolerance.
Python Qdrant Client
github.comThe official Python client and SDK for the Qdrant vector search engine, with type definitions for the full API, synchronous and asynchronous requests, and a local mode that runs without a server.
NGT
github.comA library and set of command-line tools for high-speed approximate nearest neighbor search over large, high-dimensional vector data, using neighborhood graph and tree indexes.
MySQL MCP Server
designcomputer.comA Model Context Protocol server that lets an AI application safely explore and query a MySQL database, listing tables as resources, reading their contents, and running SQL queries through a controlled interface.
PyMilvus
github.comThe official Python SDK for the Milvus vector database, giving Python applications a client library matched to specific Milvus server versions.
RAGQnASystem
github.comA Chinese medical question-answering system that combines a Neo4j knowledge graph of diseases with BERT-based entity recognition and a local LLM, using structured graph retrieval instead of a vector database to reduce hallucination.
Datalevin
datalevin.orgAn embeddable, ACID-compliant Datalog database built on a fork of LMDB, offering Datomic-style queries with a cost-based query optimizer and full-text and graph-style search.
Data API builder
aka.msAn open-source, no-code tool that generates REST, GraphQL, and MCP endpoints for a database, running in a container on Azure, another cloud, or on-premises.