Some essential items to carry for a mountain biking trip in Ladakh include high-altitude clothing (such as windproof jackets, gloves, and thermals), a reliable mountain bike suitable for rough terrain, basic repair tools, plenty of water, energy snacks, sunscreen, sunglasses, and a first aid kit.