For herb aioli, stir together mayonnaise, chopped parsley, garlic, and 1/8 teaspoon salt in a small bowl. Chill, covered, until ready to serve.
Add edamame, brown rice, parsley leaves, cilantro, red onion, crushed red pepper, 1/4 teaspoon salt, and black pepper to the bowl of a food processor. Cover and pulse until mixture is evenly chopped and sticks together, scraping down sides as needed, 1 to 2 minutes.
Shape mixture into four 4-inch patties that are 1/2-inch thick.
Heat 1 tablespoon vegetable oil in a large nonstick skillet or griddle over medium-high heat. Add 2 patties to the skillet and cook, turning once, until browned and crispy, about 6 minutes. Transfer to a plate; keep warm. Repeat with remaining patties.
Toss shishito peppers in 1 teaspoon vegetable oil and remaining 1/8 teaspoon salt. Add shishitos to the same skillet and cook, stirring frequently, over medium-high heat until blistered and charred, about 3 minutes.
Drizzle peppers with honey and toss to coat. Spread cut sides of buns with herb aioli. Serve patties in buns topped with shishito peppers.
Nutritional Facts
Per 4 servings
Calories: 540
Carbohydrate: 74g
Fat: 22g
Fiber: 9g
Protein: 18g
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