Lightweight typed knowledge-graph memory for AI agents. Document ingestion + LLM-extracted entities/relations with hybrid recall. Zero external services by default (ChromaDB + networkx, torch-free), or TurboVec + Neo4j at scale. Same API, multi-tenant, MCP server for Claude. Leaner than Cognee/Graphiti, more structured than plain RAG.