Developed the AWS SAP Management MCP Server for SAP Applications in the awslabs/mcp repository, delivering a modular server architecture to manage SAP workloads on AWS. The project introduced three core modules for SAP application management, configuration checks, and EventBridge-based scheduling, all implemented in Python with a focus on maintainability and cloud-native best practices. Comprehensive health monitoring and reporting workflows were added, featuring adaptive rendering by application type. The work emphasized robust software testing, achieving full test coverage with 70 passing tests, and improved CI/CD processes, documentation, and security posture through updates to IAM permissions, Docker images, and code quality standards.