voyage-ai
MongoDB Atlas-backed thread/session persistence and semantic vector memory for VRSEN Agency Swarm: drop-in load/save_threads callbacks plus MongoDB Vector Search recall with Voyage 3.5.
MongoDB Atlas-backed memory capability for Pydantic AI: durable cross-session agent memory with Voyage 3.5 embeddings and prefiltered MongoDB Vector Search recall.
MongoDB Atlas-backed persistent agent memory for mcp-agent (LastMile AI): a drop-in Memory backend with MongoDB Vector Search recall.