I tried to connect SFTP connection in Aptana Studio But it shows "The Socket is EOF"
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You need to install the RSE (Remote System Explorer):
Installing the Remote System Explorer
Remote System Explorer is a perspective and toolkit that allows you to connect and work with a variety of remote systems. With the predefined plug-ins, you can look at remote file systems, transfer files between hosts, do remote search, execute commands and work with processes.