The document presents a benchmark analysis of network vulnerability scanners conducted in January 2024, comparing tools like Nessus, Qualys, and Nmap against 167 environments from the Vulhub repository. Key findings indicate similar detection availability among major scanners, but significant discrepancies between reported detection rates and actual detection accuracy, particularly with Nessus. This benchmark aims to provide a comprehensive and impartial evaluation for ethical hackers and security specialists navigating the evolving landscape of cybersecurity threats.