"Google Click" is not an attribute but inner text.
HtmlElementCollection links = web.Document.GetElementsByTagName("a");
foreach (HtmlElement link in links)
{
if (link.InnerText == "GoogleClick")
MessageBox.Show(this, "Hooray I got it!");
}