Arduino Starter Kit (includes the Arduino Projects Book)
A 9V battery
Tape (scotch or masking) for building projects
A pair of scissors
hot glue gun (suggested, not required)
Memories
by ISBN-10: 0262517760, ISBN-13: 978-0262517768
A box of some sort to keep all this stuff safe and sorted (a fishing box like
this works well).