In 1956 he became a judge of the International Court of Justice in The Hague, and served as Vice-President of the Court during the final three years of his term.
I 1956 blev Koo dommer ved Den internationale Domstol i Haag, og han var domstolens vicepræsident i de sidste tre år af sin siddende periode.