Code for as-you-type suggest solution using MongoDB Search

This repository will help you understand the advanced concepts of MongoDB search like custom analyzers, MongoDB search with geo locations and use of compounds

A Spring Boot application that transforms an Obsidian vault into a fully searchable knowledge base using MongoDB Search. Features full-text search, autocomplete, fuzzy matching, and custom boosting, all exposed through a REST API.

A modern rental property search application powered by MongoDB Vector Search and OpenAI's Agents SDK for intelligent, conversational property discovery.

This repository demonstrates how to integrate MongoDB Search with the Kotlin Sync driver using a Spring Boot REST application. The goal is to create a solution for exploring and discovering an ideal Airbnb, leveraging the advanced search capabilities of MongoDB.

A real-time fraud detection demo built with Spring Boot, Apache Kafka, and MongoDB Vector Search. It generates synthetic transactions, embeds each one with OpenAI via Spring AI, streams them through Kafka into MongoDB, and uses Change Streams + vector similarity against a user’s history to flag anomalous transactions as potential fraud.

Python client for embedding and querying documents using VoyageAI and MongoDB Vector Search.