🌌 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

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

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

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

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.

A chrome extension for chating with the webpage

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

Scalable API extension for advanced vector database functions. Enhance machine learning, search, and analytics applications with an API that supports efficient embedding storage and similarity searches.

Enterprise-grade Retrieval Augmented Generation (RAG) system using FastAPI, Milvus, Confluence ingestion, and LLMs for internal knowledge search and Q&A.

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

Complete pipeline for generating DBpedia text embeddings using OpenAI's embedding models and publishing them as Hugging Face datasets.