This app is no longer maintained, a new app with more functionalities is available here
This app makes the android default file manager an SFTP client
Download and install the latest app from the release section
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Open the settings, go to the account section and add a new SSH File Transfer Protocol account, enter your credentials
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Open the android default file manager and on the left panel you should see the sftp section where you can connect to the sftp server