Mostly methanol, ethanol are used to extraction. However, its despond on your desired compounds polarity. Alkaloids are extracted by following procedure mention in this paper very clearly.
Interference mechanism of Sophora alopecuroides L. alkaloids extract onhostfindingandselectionoftheAsiancitruspsyllidDiaphorina citri Kuwayama (Hemiptera: Psyllidae)