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.

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

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

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

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.