vector-database

High-quality search for AI-native applications.

从零搭建大模型知识库(Build LLM RAG Corpus from scratch)

A simple vector database: Text encoding, semantic search, document storage

🐊 Snappy's unique approach unifies vision-language late interaction with structured OCR for region-level knowledge retrieval. Like the project? Drop a star! ⭐

Website for the Weaviate vector database

Production-ready KV-backed HNSW implementation in Rust using LMDB

Secure, locally-run Retrieval-Augmented Generation system for document-based question-answering, utilizing Llama 3, Mistral, and Gemini models with a user-friendly Streamlit interface.

The explainable, local-first memory engine for AI agents. One ~9 MB binary fuses vector + graph + columnar under VelesQL; why() returns the evidence path behind every recall. No cloud, no glue code — runs on server, browser, mobile and desktop.

The Developer's Guide to AI - A Field Guide for the Working Developer

A simple and fast chat records searching bot for Telegram. Supports OCR and sematic vector search.

Batteries Included is a Kubernetes based software platform for database, ai, web, monitoring, and more.

MiniPilot is a GenAI-assisted chatbot backed by Redis. Chat with your documents

Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI.

Awesome Weaviate

AI memory system combining vector search with temporal knowledge graph. Built-in cognitive engine for agents. Supports memory decay, contradiction detection, and MCP integration.

The Cursor10x MCP is a persistent multi-dimensional memory system for Cursor that enhances AI assistants with conversation context, project history, and code relationships across sessions.

Framework for benchmarking fully-managed vector databases

SNKV — a lightweight key-value store focused on simplicity, security and performance file based database , written using sqlite's b-tree directly. Now supports vector HNSW , Join the discussion: https://discord.gg/EUb4Y5qE

Examples of my tutorial on how to use Neo4j for empowering AI RAG systems

Official n8n node for interfacing with Qdrant