How do you stop weeds and grass from growing?

Our front yard is xeriscaped and every time our neighbor mows their lawn, the clippings scatter across our river rocks. Next thing you know we have grass and weeds growing everywhere. We have tried everything we can think of short using harmful chemicals. What can we do?
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