How can I repair a crumbling shed base?
Do you just want to consolidate the loose surface stones for walking/tool storage? 

If so, a concrete resurfacing mix, spread with a floor squeegee, will make a nice, smooth surface.  

Understand that the underlying loose mix won't support much more than foot traffic (people walking on it) and the resurfacer may crack if overloaded.