In the increasing demand for real-time testing, the imperative for a straightforward, rapid, portable, and effective biosensor is evident. In this study, an intelligent paper-based biosensor was developed, employing cost-effective and readily available filter paper as a matrix to prepare boronate affinity paper-based materials. The immobilization of horseradish peroxidase (HRP) from crude horseradish extract onto the material surface was realized. Ultimately, a cold assembly technique was employed to construct this intelligent paper-based biosensor, which combined with a smartphone APP, facilitated the easy, accurate, and simultaneous detection of the content of glucose (GLU), uric acid (UA), and sarcosine (SAR) in urine, significantly enhancing the convenience and practicality of real-time monitoring. Additionally, UV spectroscopy served as an auxiliary method to affirm the reliability of the detection outcomes. For the detection of GLU, UA, and SAR, the biosensor exhibited linear ranges of 2–200, 2–500, and 2–500 µmol L–1, respectively, with detection limits (LODs) of 1 µmol L–1 for all analytes. In practical urine sample analysis, the recovery rates of GLU, UA, and SAR detected by the intelligent paper-based biosensors were within a reasonable range, with relative standard deviations below 3.5 %. This fully demonstrates the high accuracy and reliability of the intelligent paper-based biosensor. The development of this low-cost, portable biosensor provides a new method for the detection of biomarkers related to H2O2.