End of August and September are the most competitive for pretty much anywhere in MA. June is also rough due to all the medical residents moving in/out in the Boston area (they can be anywhere inside the 95 stretch.)

I actually had my best luck in starting a lease in July when I was looking in the summer. Actually got discounted rent for the year because so few people were looking.