Known as OCR, obstacle-course racing has been called the fastest-growing sport in history. But last year the sport got mired in a mud pit, according to Running USA, an industry-funded research group.

More than 8,000 people are expected to crawl under barbed wire, leap over fire, throw spears and get neck-deep in mud in the city’s first obstacle-course race of international standard, in November ...