How can I export all the links (internal and external) of an entire website
along with the Title/Anchor and Page Found? 

Similar to this: <http://www.iwebtool.com/link_extractor>

However, I need it to spider through the site pages and I will need to run
this across several thousand sites.

Non-programmer here so take it easy on me.