This document discusses detecting spiteful accounts in social networks. It proposes a framework to identify malicious accounts based on features identified in previous research. The framework would analyze posts and URLs to classify accounts as malicious or not without visiting landing pages. The architecture describes the detection mechanism analyzing content during posting to flag malicious posts which are sent directly to administrators. Previous research on classifying applications and events on social networks is discussed. The proposed system aims to easily identify malicious posts and users while maintaining database of malicious accounts and upholding social network values.