Social media platforms are meant to interact with people around them and build a good network but it is used for spreading misinformation and disinformation in recent years. This is a major issue in today's world. A novel approach is proposed to use a graph-based model for detection of the vulnerable nodes which can spread misinformation/ disinformation.