ssh-agent error "Could not open a connection to your authentication agent."

Question

I need to add a public key to ssh-agent but I'm getting the following error

Could not open a connection to your authentication agent.

I'm using Windows 7. I found that agent is running. But ssh-add is useless as it gives an error above.