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Is there a way to only be alerted when keywords you've chosen are in the tweet of the person you are following?

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Twitter does not natively offer this functionality. You may be able to find it in a browser add-on or a mobile app. For add-on/app suggestions, try the Software Recommendations Stack Exchange site.