Guddi Devi (50), who is head of Derwa town, was shot at by motorcycle-borne persons when she has gone out on a morning walk, they said.
She has been referred to an Allahabad hospital in a serious condition, police said.
The family members feel that the attack was an outcome of an election-related rivalry, but no complaint has been filed so far.