Where can I find files/db/etc of Memo application? I'm wondering is it possible (sure it is :)) to find all the memo notes manually and where exactly they are stored?
Android does not have a default memo application, but most android app stores their database in /data/data/PACKAGE_NAME/databases/.

Some applications write their data to the sdcard instead, so you might want to check that as well.