OpenVAS stands out as the most suitable tool for conducting a vulnerability assessment on a Linux server with LAMP. It is a full-featured vulnerability scanner that's actively maintained and updated, capable of detecting thousands of vulnerabilities in network services and software. For a black hat vulnerability assessment, which implies testing from the perspective of a potential attacker, OpenVAS can simulate attacks on the network services running on the LAMP stack and identify vulnerabilities that could be exploited.