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For LangChain users, the SDK provides automatic conversion of memory client tools to LangChain-compatible tools, eliminating the need for manual wrapping with @tool decorators.

The system combines vector database similarity search (RAG) with strategic LLM prompting to achieve improved results compared to single-step conversion approaches.