def get_user_summary(tool_context: ToolContext) -> Dict[str, Any]:
    state = tool_context.state
    preferences = state.get("preferences", {})
    profile = state.get("profile", {})

    # Compute derived information
    preference_count = len(preferences)
    is_complete_profile = all(profile.values())

    return {
        "preference_count": preference_count,
        "is_complete_profile": is_complete_profile,
        "user_engaged": preference_count > 5
    }

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