There are various tools and skills that data scientists are advised to know, including command-line tools and python libraries. Some outlets have listed specific numbers of tools or skills, such as 10 command-line tools or 7 pandas performance tricks, while others have mentioned broader topics like data cleaning and machine learning. The exact tools and skills considered essential may vary, but it appears that data scientists are encouraged to develop a range of technical skills to elevate their work.