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

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

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.

MongoDB Atlas-backed memory capability for Pydantic AI: durable cross-session agent memory with Voyage 3.5 embeddings and prefiltered Atlas Vector Search recall.

MongoDB Atlas-backed thread/session persistence and semantic vector memory for VRSEN Agency Swarm: drop-in load/save_threads callbacks plus Atlas Vector Search recall with Voyage 3.5.

This repository is home to all the Jupyter Notebooks required for MongoDB's GenAI Developer Day.

MongoDB and .NET CRUD example project