Reservations can lock in the really nice lakeside sites for you. Walking up is hit or miss.
Some sites require reservations others are walk up sites. You can view the calendar, sites, and reservations information at https://www.recreation.gov/camping/campgrounds/234612
Usually not a problem as there are many walk ups available, but busy holiday weekends yes you should reserve.
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