Here's why:
* Agate is a variety of chalcedony.
* Chalcedony is a cryptocrystalline form of silica (SiO2). Silica is a compound of silicon and oxygen, and it's the defining characteristic of silicate minerals.
Therefore, agate, being a form of chalcedony, is ultimately a silicate mineral.