Where I can get information about colleges which are officially recognized by the UK government?

Yes you are correct that we should have list of recognized colleges.
Colleges should have recognisation in order to award degrees. Usually
I visit the link
https://www.gov.uk/check-a-university-is-officially-recognised/recognised-bodies to know about recognised universities in UK.