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2 changes: 1 addition & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -57,7 +57,7 @@ results = await client.search_long_term_memory(
)
```

> **Note**: While you can call client functions directly as shown above, using **MCP or SDK-provided tool calls** is recommended for AI agents as it provides better integration, automatic context management, and follows AI-native patterns. See **[Memory Patterns](https://redis.github.io/agent-memory-server/memory-patterns/)** for guidance on when to use each approach.
> **Note**: While you can call client functions directly as shown above, using **MCP or SDK-provided tool calls** is recommended for AI agents as it provides better integration, automatic context management, and follows AI-native patterns. See **[Memory Integration Patterns](https://redis.github.io/agent-memory-server/memory-patterns/)** for guidance on when to use each approach.

### 3. MCP Integration

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