The stock jumped 15.9% today, meaning it's now doubled since Nov. 15. There was no company-specific news out on the stock today, but shares continued their march higher as investors seemed to believe the risk in the stock was significantly reduced since it filed to stay in compliance and hired a new auditor.

When I think about stocks with millionaire-maker potential, I typically envision fast-growing companies with small valuations -- two characteristics Super Micro Computer (NASDAQ: SMCI) has in spades.

After scoring a record rally last week, the server maker’s stock was rallying toward a third straight double-digit percentage gain for the first time ever.