The primary species responsible for energy capture in food webs are primary producers, predominantly autotrophs like plants, algae, and some bacteria. These organisms convert sunlight into chemical energy through photosynthesis, forming the foundation of food webs. They provide energy and nutrients for herbivores, which are then consumed by higher trophic levels, creating interconnected networks essential for maintaining ecosystem dynamics.