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.

FastAPI transparent HTTP proxy with Redis caching. Utilizes MD5 request hashing, per-request TTL, and graceful degradation to dedupe API calls and save costs.