qdrant-edge

Expert guide for building applications with Qdrant Edge — the embedded, offline-capable vector search engine for edge devices (robots, kiosks, mobile phones, IoT, home assistants). Use this skill whenever the user mentions Qdrant Edge, qdrant-edge-py, EdgeShard, on-device vector search, offline vector search, embedded vector database, edge AI, or wants to synchronize Qdrant data between a device and a server. Also trigger when the user asks about running vector search without internet connectivity, on-device semantic search, or integrating FastEmbed with Qdrant on resource-constrained devices.