High‐quality, low‐cost, and rapid detection is essential for the society to reopen the economy during the critical period of transition from Coronavirus Disease 2019 (COVID‐19) pandemic response to pandemic control. In addition to performing sustainable and target‐driven tracking of SARS‐CoV‐2, conducting comprehensive surveillance of variants and multiple respiratory pathogens is also critical due to the frequency of reinfections, mutation immune escape, and the growing prevalence of the cocirculation of multiple viruses. By utilizing a 0.05 cents wax interface, a Stable Interface assisted Multiplex Pathogenesis Locating Estimation in Onepot (SIMPLEone) using nested RPA and CRISPR/Cas12a enzymatic reporting system is successfully developed. This smartphone‐based SIMPLEone system achieves highly sensitive one‐pot detection of SARS‐CoV‐2 and its variants, or multiple respiratory viruses, in 40 min. A total of 89 clinical samples, 14 environmental samples, and 20 cat swab samples are analyzed by SIMPLEone, demonstrating its excellent sensitivity (3–6 copies/reaction for non‐extraction detection of swab and 100–150 copies/mL for RNA extraction‐based assay), accuracy (>97.7%), and specificity (100%). Furthermore, a high percentage (44.2%) of co‐infection cases are detected in SARS‐CoV‐2‐infected patients using SIMPLEone's multiplex detection capability.