Securing in personal e-health records sharing is a very important aspect to address privacy issues. We present secret handshakes for sharing personal e-health records among parties. Our proposed scheme is designed for passwordless with unique identity based on Fuzzy clustering scheme and eliminated the third-party provides in executing the transaction. To evaluate our a secret handshakes protocol model, we do a statistical analysis and simulate the model on IoT boards. The simulation and experimental results show that secret handshakes-based Fuzzy to address privacy issues on sharing personal e-health records guarantees scalability and performance. © 2018 IEEE.