A great advance in mass spectrometry came with using liquid chromatography interfaces, especially when the liquid chromatography was reverse phase. Reverse phase virtually allows everything injected to elute. There isn't a polar hold up as occurs with normal chromatography. As a consequence, water is a co-eluent.
What is also not being appreciated here is the value of chemical ionization rather than electron impact mass spectroscopy. The amount of fragmentation that occurs with e.i. ms is much greater. The decompositions are chemical reactions. If compounds are known, that may enable a direct suggestion of a compound's identity, but for unknown compounds, predicting fragmentation of an unknown compound is just an additional level of difficulty to its identification.
Practically speaking, LRMS is making it really easy for you to get a mass spectrum or to get a lot of spectra with an autosampler. It doesn't replace GC-MS, but GC requires volatile samples. LRMS is a good compliment. Samples that are not volatile are good candidates. LRMS usually gives an M+H, that is, you can determine the MW of your sample. That is usually the first good piece of information you need to identify a sample. (I agree the M+23 or other adducts are a nuisance.)