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You don't store your password in the URL.

I store my session token in a cookie, which is even worse because it's sent with every request.

It's not. The cookie only gets sent to the domains/servers you specify and is not accidentally exposed via browser history or copying a link.

Not in a URL generally, and if it is the only people who can see the full URL are the receiver and the sender if HTTPS is properly enabled.