Klebsiella pneumoniae poses a significant threat to global public health. Traditional clinical diagnostic methods, such as bacterial culture and microscopic identification, are not suitable for point-of-care testing. In response, based on the suboptimal protospacer adjacent motifs, this study develops an extraction-free one-pot assay, named EXORCA (EXtraction-free One-pot RPA-CRISPR/Cas12a assay), designed for the immediate, sensitive and efficient detection of K. pneumoniae. The EXORCA assay can be completed within approximately 30 min at a constant temperature and allows for the visualization of results either through a fluorescence reader or directly by the naked eye under blue light. The feasibility of the assay was evaluated using twenty unextracted clinical samples, achieving a 100% (5/5) positive predictive value and a 100% (15/15) negative predictive value in comparison to qPCR. These results suggest that the EXORCA assay holds significant potential as a point-of-care testing tool for the rapid identification of pathogens, such as K. pneumonia.