However, if your sourdough starter appears moldy, it's best to throw it out, but it can be hard to tell when something fermented has gone bad. If it seems thick and chunky and smells musty or moldy, it's got to go, but if your sourdough starter is thin, watery, and still has an acidic, vinegary smell, then it's likely safe to use.