Choosing the right open source library involves careful consideration of its quality and maintenance. Factors like GitHub stars, test pass rates, and the project's activity level can indicate its reliability. Developers often face challenges when a library doesn't meet their needs, leading to decisions about fixing bugs or extending functionality.