FEATURES:

• Get Character Info, Seting & Locations, Organization, Glossary, Themes & Symbolism from shelfari.com
• Every character/phrase gathered above provides a direct wikipedia page link if it's a full match by clicking on "Full Wikipedia Article", otherwise you can search for it w/o the need for typing.
• Optionally display the intro for the book's wikipedia entry(if it's available) as well as the link for the book's wikipedia page.
• Works for Amazon puchased, Personal Documents & USB side loaded ebooks(MOBI & AZW format).

LIMITATION:

• it does not provide the book's location info for the characters/phrases

INSTRUCTION:

• Get mobi2mobi to extract the required IDs from the ebook file (refer to the image below). Here is the link for the Windows Version, and instruction to install mobi2mobi on a Mac.
  Update: Alternatively you could use Java Mobi Metadata Editor to extract the required info.
• After required information has been filled out, click on "Get X-RAY".
  
• Connect your Kindle Touch via USB, copy the generated XRAY file to "your_book_name.sdr" folder. You're done!
  

Note: if you do not see the X-RAY button on your kindle or it says "X-RAY is not available for this book" after you've transfered the file, you probably have the wrong ASIN, Database Name, or GUID.

So pretty much everything except the URL can be extracted by using mobi2mobi. Below is a sample output page: