Missing Molecules in Exoplanet Atmospheres

Every day, I wake up and flip through the titles and abstracts of recent articles posted to arXiv. With increasing regularity, papers pop up announcing the discovery of a new extra-solar planet. At this point, I keep scrolling. How many more hot Jupiters do you really want to hear about? If it's a record setter in some way, I'll read it. Another way I'll pay attention is if there's reports of detections of spectroscopic detection of components of the atmosphere. While a fistful of transiting planets have had spectral lines discovered, they're still pretty rare and new discoveries will help constrain our understanding of how planets form.