Marsmanleo

Agent-agnostic persistent memory backend. 13 MCP tools, Supabase + Jina embeddings, multi-profile isolation, semantic recall across sessions.

Serves daily language lessons from a structured curriculum, enabling natural practice through conversation with AI tutors that track progress.