similarity-search

NeuroLens is a premium, state-of-the-art Document Retrieval-Augmented Generation (RAG) system. It combines an immersive, holographic, sci-fi-themed React frontend with a high-performance FastAPI backend.

The blazingly fast in-memory vector database 🚀

A rust native, standalone and self-managed vector database uses HNSW data structure for fast queries and search.

Face similarity search

ArcMind Vector DB

Shazam-inspired music recognition system — FAISS vector search + spectral fingerprinting, with CLAP/MuQ embeddings, FastAPI backend and React frontend.

AI-native NoSQL + vector database with built-in semantic search for RAG, AI agents & LLM memory — the async Python client. Self-hosted Pinecone alternative.

Intelligent Image Gallery with Uploads, Deduplication, and Text-Based Search Using Vector DB Qdrant