Bladder dysfunction (BD) is common in people with multiple sclerosis (MS) and can reduce participation in daily life. Detecting BD early allows for effective prevention-focused treatments such as pelvic floor physical therapy. Pairing neurotechnology with patient-reported outcomes to remotely measure BD could significantly improve monitoring and treatment of BD. Therefore, we describe the process and findings of stakeholder engagement from a human-centered design process to assemble a wearables for the bladder (WeB) kit. Four people with MS with varying BD severity, and 5 MS clinical/research experts had 4 virtual meetings. Commercially available bladder tools were graded for ability to evaluate, monitor, or treat BD. The Health Information Technology Usability Evaluation Scale (utility, usability, feasibility) was used for evaluation. Scoring was performed individually and as a group. Of the 11 devices, 5 obtained mean scores of greater than 6 of 10 for likability, usability, and device utility. The 2 highest scoring (9/10) devices were selected for the pilot. One device measures bladder urine levels, reporting the number/frequency of voids/leaks; the other guides pelvic floor exercises by pairing games on an app with biofeedback from intravaginal sensors. We uncovered critical differences in experts' and patients' appreciation of the tools, and the collaborative engagement led to substantial revisions of initial tool scores. This process underscores the critical role of stakeholder engagement in the selection of digital tools, especially in sensitive domains like pelvic function. Ongoing clinical validation of the selected tools will yield a validated, user-friendly WeB kit that is able to fill gaps in our ability to evaluate BD treatments in people with MS, ultimately reducing the impact of BD on quality of life.