The Metasploit Framework is an open-source penetration testing tool that includes the largest database of public exploits and an organized architecture with various components like modules and libraries. It facilitates the exploitation of vulnerabilities in systems through payloads, which can be standalone or use stagers, and includes advanced tools like Meterpreter for exploitation. Additionally, Metasploitable serves as a practice platform with known vulnerabilities for training in penetration testing.