I successfully used a Arduino Uno as a serprog programmer to program a SST25VF016B with Flashrom 0.9.5.2-r1517 on Ubuntu.

I had tried hooking the eeprom up to the Arduino via level shifting via resistors, and then via level shifting mosfets + resistors, and finally via a level conversion chip, but none of them worked reliably.  I finally converted my Ardruino Uno to 3.3v by replacing the regulator. 

http://learn.adafruit.com/arduino-tips-tricks-and-techniques/3-3v-conversion

This was a much easier solution, and it worked reliably.  Once converted to 3.3v, no extra components are needed.  Just wire the eeprom directly to pins 10,11,12,13, GND, and 5V (which is now actually 3.3v).  Remember, three pins of the eeprom go to 3.3v.

I still had to slow the UART speed down to 115200 for the Arduino sketch on the Uno, and while reading took a normal amount of time, it took several hours to program the chip.  I used -VVV to enable very very verbose output to monitor the progress.

Could someone update the wiki with this information?  It didn't look like there was any place to sign up and edit it myself.

http://www.flashrom.org/Serprog/Arduino_flasher

Thanks for helping me save a server!