🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.

The universal tool suite for vector database management. Manage Pinecone, Chroma, Qdrant, Weaviate and more vector databases with ease.

A Python vector database you just need - no more, no less.

A modern desktop application for exploring, managing, and analyzing vector databases

A Python library to chunk/group your texts based on semantic similarity.

S3 vector database for LLM Agents and RAG.

Embed anything.

V3CTRON | Vector Embeddings Data Retrieval | ChatGPT Plugin

ToucanDB is a brand-new micro ML-first database engine 🦜

Examples of vector DB indexing and query with various vector databases.

LogosDB is a fast semantic vector database for RAG written in C/C++ that provides approximate nearest-neighbor search over embedding vectors with associated text metadata.

High-performance database management system

Privacy-focused RAG chatbot for network documentation. Chat with your PDFs locally using Ollama, Chroma & LangChain. CPU-only, fully offline.

Machine Learning, LLM and other Jupyter Notebooks and resources

vector database from scratch. no libraries. just numpy.

A powerful **two-stage multimodal retrieval pipeline** for ComfyUI, enabling semantic image search using natural language queries or image similarity. Built on the **Qwen3-VL foundation model** from Alibaba.

RAG chatbot for the National Electrical Code using Next.js, ChromaDB, and Claude AI

AI-Powered Lecture Navigation System. An intelligent learning platform that uses machine learning models to provide personalized lecture navigation and content discovery for students.

A chrome extension for chating with the webpage

AI Voice Assistant with RAG | LiveKit + LLaMA Index | Intelligent document retrieval for coaching conversations