Lets build a list of components/alternatives one must have for building robots... This would be of great help for starters (like me!) Here's a brief classification:
Microprocessor
Picaxe
Arduino
Sensors
Parallax sonar
Sharp IR
Deventech Sonar
Dallas temperature IC
Passives (resistors, caps, transistors)
330ohms
4k7ohms
10K ohms
LEDs
IC
555
Tools
Soldering iron, stand, helping hand
Breadboard
Jumper cables
Crimper
Wire cutter
Philips screwdrivers
Dremel/rotary tool
Rechargeables
Battery packs (4 and 3 holders)
Battery snaps
Connectors (molex, idc etc)
Molex (male, female and corresponding housing)
IDC
Mechanical
Tamiya motors
Hitec servo
Tamiya wheel set
If I missed anything, add to this. I'll keep updating this list