Alkaloids are basic organic compounds containing nitrogen atoms, derived from amino acids, and can have significant physiological effects, ranging from medicinal uses to toxicity. They can be classified into true alkaloids, protoalkaloids, and pseudoalkaloids based on their chemical structure and properties. Extraction methods utilize their basic nature and solubility characteristics to isolate them for various applications.