Whisk together pepper jelly, lime zest, and lime juice in a bowl; stir in watermelon and next 3 ingredients.
Season halved baby tomatoes with salt and freshly ground pepper to taste; spoon into cocktail glasses. Top with salsa. Garnish, if desired.
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