Astrit Maliku developed a behavioral prediction integration for the modelcontextprotocol/servers repository, focusing on enhancing wallet behavior analysis and fraud detection. Leveraging AI integration and behavioral analysis techniques, Astrit connected ChainAware.ai’s predictive capabilities to the platform, enabling proactive detection of fraudulent activity and rug-pull scenarios. The technical approach involved merging and implementing a maintainable integration pattern, which improved the risk scoring pipeline by incorporating behavioral signals. Although the work spanned one month and addressed a single feature, it established a scalable foundation for future enhancements in fraud detection, demonstrating depth in AI-driven security and maintainable system design using Markdown documentation.