Correct, they were looking for the “apple of eden” (golden orb from the first few games). It gets revealed by the end of the Renaissance arc that objects they are looking for are technological remnants of an ancient civilization that created humans as a slave race by stripping out parts of their own genetic code. It’s a bastardized version Sichin’s Ancient Aliens “theory”.