With the score tied 1-1, Robson was brought down on a slide-tackle by the Earthquakes' Sam Cronin and the Scottish midfielder followed by blasting a left-footed shot past Jon Busch and into the San Jose net.
Dan Richards contributed a first-half goal for Vancouver (9-6-7).
Alan Gordon scored for the Western Conference-leading Earthquakes (13-5-4).
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