memary emulates human memory systems to enhance autonomous agents, providing persistent knowledge graph-based memory storage, retrieval mechanisms, and multi-agent coordination. The library integrates with local LLM runtimes via Ollama (supporting Llama 3, GPT models) and supports vision models to build more capable agents with long-term contextual awareness.