MongoDB Builder Relations

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

Access the online version of the MongoDB Search Fundamentals lab.

A Django application that ingests Federal Register regulatory documents (e.g., EPA rules), auto-embeds them, and enables semantic Q&A search over them using MongoDB Atlas Vector Search.

Build a RAG application with MongoDB Atlas, Gemini, and Voyage AI

Azure Agent Framework connector for MongoDB

Deploys a 5-node distributed Replica Set plus a regional read-only node in MongoDB Atlas (AWS).

MongoDB Query API JavaScript lab

MongoLingo is an interactive, Duolingo-style game for learning MongoDB by doing. Players select a learning path, complete short hands-on lessons, and practice MongoDB concepts through domain-specific or value-proposition levels, stages, and challenges.

MongoDB-backed persistent memory for the Vercel AI SDK. Gives your agent five structured memory tiers — Session , Semantic , Procedural , Episodic , and Scratchpad — all stored in MongoDB Atlas with automatic vector search indexes and per-type retention policies.