Shared vector-indexed knowledge store accessible by all agents via MCP.
MariaDB for relational metadata, Qdrant for semantic search, Ollama for
embeddings. Four MCP tools: brain_remember, brain_recall, brain_forget,
brain_list. Replaces scattered MEMORY.md files with singular state.
Co-Authored-By: Virgil <virgil@lethean.io>
