Skipfish is primarily a web application vulnerability scanner, focusing on identifying security issues within web applications, while Nmap is a versatile network exploration and security auditing tool that excels in network mapping and service discovery. Skipfish is best suited for web app testing, whereas Nmap is ideal for broader network assessments.