I purchased the "Needle Grabbit Machine Needle Organizer from Harriet's Treadle Arts (Harriet Hargrave) for $11.95 and it works great to solve exactly this problem.
Hope this helps: YELLOW is for stretch, BLUE is for jeans, PURPLE is for Microtex, GREEN is for quilting, RED is for embroidery (Schmetz needle guide colors).