Cyclophilin A (CypA) is an overexpressed protein in lung cancer tumors and as a result is a potential therapeutic and diagnostic target. Here we utilize an H/D exchange- and MALDI mass spectrometry-based assay, termed single-point SUPREX (Stability of Unpurified Proteins from Rates of H/D Exchange), to screen two chemical libraries, including the 1280-compound LOPAC library and the 9600 compound DIVERSet library, for binding to CypA. This work represents the first application of single-point SUPREX using a pooled ligand approach, which we demonstrate is capable of screening rates as fast as six seconds/ligand. The false positive and false negative rates determined in the current work using a set of control samples were 0% and 9%, respectively. A false positive rate of 20% was found in screening the actual libraries. Eight novel ligands to CypA were discovered including: 2-(α-naphthoyl)ethyltrimethyl-ammonium iodide, (E)-3-(4-t-Butylphenylsulfonyl)-2-propenenitrile, 3-(N-benzyl-N-isopropyl)amino-1-(naphthalen-2-yl)propan-1-one, cis-diammineplatinum (II) chloride, 1-(3,5-dichlorophenyl)-1H-pyrrole-2,5-dione, N-(3-chloro-1,4-dioxo-1,4-dihydro-2-naphthalenyl)-N-cyclohexylacetamide, 1-[2-(3,4-dimethoxyphenyl)ethyl]-1H-pyrrole-2,5-dione, and 4-(2-methoxy-4-nitrophenyl)-1-methyl-10-oxa-4-azatricyclo[22.214.171.124~2,6~]dec-8-ene-3,5-dione. These compounds, which had moderate binding affinities to CypA (i.e., Kd values in the low micromolar range), provide new molecular scaffolds that might be useful in the development of CypA targeted diagnostic imaging or therapeutic agents for lung cancer.