Personalised movie recommender that remembers user preferences across sessions using MongoDB Atlas sample_mflix, Vercel AI SDK (Gemini), VoyageAI embeddings, and Atlas Vector Search memory. One-click Vercel deploy template.

MongoDB-backed filesystem search adapter for LangChain DeepAgents.

A library application to walkthrough implementing vector search, RAG, and agentic workflow with MongoDB and Spring AI

MongoDB-backed short-term, entity, and contextual memory for CrewAI agents

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

Schema Summary Evaluator for the AI Coding with MongoDB Workshop

A full-stack FARM Stack to-do app built with FastAPI, React and MongoDB. Shows async CRUD, a React 18 frontend with Ant Design 5 and MongoDB-backed task persistence with local Docker and CI support.

MongoDB Atlas-backed persistent agent memory for mcp-agent (LastMile AI): a drop-in Memory backend with Atlas Vector Search recall.