Regulation of the actin cytoskeleton by actin binding proteins (ABPs) is essential for cellular homeostasis, and the mode of actin binding determines the activity of ABPs. Here, we discovered a novel Short linear F-actin binding motif (SFM) on the basis of the cryo-EM structure of the ITPKA-F-actin complex. We developed the computational pipeline SLiMFold, which identified 103 human SFM containing-proteins exhibiting diverse cellular functions. The SFM probably developed ex nihilo and remained conserved in eukaryotes, with a binding affinity to F-actin ranging from 13 to 89 micromolar. Furthermore, we uncovered the essential amino acids of this SFM for F-actin binding and affinity modulation. Together, the SFM seems to serve as a low affinity anchor to target proteins to F-actin, in order to connect the regulation of actin dynamics with broad cellular functions. These findings will shed new light on the role of a wide variety of proteins.