Fenugreek is also known as Trigonella foenum-graecum. Fenugreek Seeds. What is Fenugreek Seeds?. Fenugreek seeds are one of the staple spices used in Indian cooking, with a sweet, nutty flavor reminiscent of maple syrup and burnt sugar.