This is a little bit of a foundational post, but one crucial tool of the web analyst is firefox. Several of the tools referenced here require firefox, so get firefox now!
Microsoft’s Internet Explorer is also foundational, but the assumption is that you already use it. It is also extensible, but few have bothered to create free useful tools for Web analysts.