Usotsuki wa Tenshi no Hajimari

Main character miraculously survives in several certain death situations. He starts to see invisible to other people angel and demon fight each other at such times. Both angel and demon become weakened due to human awareness about them, so they decide to live together with protagonist till their powers restore.