I cannot sign-in to my account. I am getting invalid password error all the time.

The most likely problem is that you've signed up your Friends+Me account with a different authentication method for example with your Google account.

This screenshot should help you in case you've signed-up with your Google account.

The case is the same for the situation when you've signed-up with your Facebook or Linkedin account.