Copy contents of a folder form a remote machine

I have a machine which I can SSH into, but the logs I need are all compressed separately in a folder. (/path/to/folder/log_folder/{log1.gz, log2.gz, log3.gz, log4.gz, ...})

My problem is: I don't have the privileges to upcompress them. I can copy them to my local machine, but I don't know how to do more than one at a time, and there are dozens of log files.

How can I either uncompress the logs on the remote machine, or copy them all to my local machine.