Yes- the TinyDuino processor board actually uses the same charge IC as the Adafruit charger, with the same default 100mA charge rate- so theoretically about 20 hours to recharge. Unfortunately changing the charge rate requires changing an 0402 resistor, or hacking in a larger package/through hole resistor- let me know if you want more information on this.
Thanks,
Ben