Was there last summer. At that time, we had to check our large bags/backpacks, but could bring in our cameras and a water bottle. Lenin's tomb is not inside the Kremlin walls so not sure why people are commenting about that. No photos inside churches and inside Armory, but outside photos are fine. As you're going on an excursion, your guide will lead you right to the baggage check area just inside the walls.