Yellow Agate Stone Semi-precious stones are hard gemstones with an immense spectrum of vibrant colors and patterns. Yellow Agate Stone are highly prized, and the most impressive specimens of the rarest semi-precious stones are valued higher than precious stones such as diamonds and rubies.