$ open healthmate

HealthMate

Production Healthcare Platform / 2025

HealthMate is my graduation project and one of the strongest examples of how I like to build software: real-world systems, deep technical ownership, and ambitious product ideas executed across the full stack. The platform combines a doctor-facing web application, a patient mobile app, production-grade machine learning for early disease detection, and an MCP-based server that powers Sena, an assistant that helps doctors retrieve and analyze patient history safely.

overview.md

A healthcare platform that brought together web, mobile, ML, and MCP in one product.

I worked on HealthMate as both team leader and hands-on engineer over the course of a full year. On the product side, the system served both doctors and patients through separate but connected experiences. On the technical side, it combined a modular .NET backend, an Angular web app, machine learning models built with Python and scikit-learn, and an MCP server that let Sena access and analyze patient history in a safer and more structured way.

outcomes.log

Led the project from building the team to the final presentation and discussion
Built a production-grade healthcare system across web, mobile, backend, and data workflows
Integrated machine learning models for early disease detection into the product experience
Implemented an MCP-based server so Sena can retrieve and analyze historical patient data for doctors
Enabled patient-doctor chat with support for referencing medical documents such as prescriptions inside conversations