I have had the same problem for a while now.....a local Linux Engineer
told me to set up SSH public /private keys.  You will have to have the
login and password on the local and remote server the same.  Set up the
keys as follows:

SSH Version 2 
Step 1
at the command line type        ssh-keygen -t dsa
(the following you should see as output)
Generating public/private dsa key pair.
Enter file in which to save the key (~/.ssh/id_dsa)   just hit enter
Enter passphrase (empty for no passphrase)  just hit enter
Enter same passphrase again   just hit enter
Your identification has been saved in ~/.ssh/id_dsa
Your public key has been saved in ~/.ssh/id_dsa.pub
The key fingeprint is
(there will be some really long string)

Step 2
copy the ~/.ssh/id_dsa.pub   file into the file ~/.ssh/authorized_keys   on the 
remote server/host

Then reboot and retry your connection.  (Go to Places, Connect to
Server, Choose SSH and enter all info)  You should be able to open
read/write files directly from the server and save them directly to the
server (however, to save them directly to the server you will have to
include the entire server file name.  EX.
ssh://[EMAIL PROTECTED]/locationforfile/filename)

SSH Version 1
Step 1
at the command line type       cd ~/.ssh
then type                                 ssh-keygen -t rsa1
(the following you should see as output)
Generating public/private rsa1 key pair.
Enter file in which to save the key (~/.ssh/identity)   just hit enter
Enter passphrase (empty for no passphrase)  just hit enter
Enter same passphrase again   just hit enter
Your identification has been saved in ~/.ssh/identity
Your public key has been saved in ~/.ssh/identity.pub
The key fingeprint is
(there will be some really long string)

Step 2
copy the ~/.ssh/identity.pub   file into the file ~/.ssh/authorized_keys   on 
the remote server/host

Then reboot and retry your connection.  (Go to Places, Connect to
Server, Choose SSH and enter all info)  You should be able to open
read/write files directly from the server and save them directly to the
server (however, to save them directly to the server you will have to
include the entire server file name.  EX.
ssh://[EMAIL PROTECTED]/locationforfile/filename)

Now if I could just find a way to select the server as the save as
location instead of having to type the whole thing in with the
filename!!

Hope this helps!!

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Openoffice won't open files using sftp:// in read-only mode 
https://bugs.launchpad.net/bugs/41985
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