Project Research Overview

Formal research activities, reproducibility data, and academic citations for the WSHawk security assessment toolkit.

Reproducibility Information

Independent researchers can reproduce the scans, bypass rates, and false-positive verification stats using the local containerized environments defined in the Validation Labs section of the Project Hub.

Future Research

• Reinforcement Learning algorithms for mutating client-to-server WebSocket state structures.
• Schema-aware protobuf mutation engines.
• Distributed proxy rotation integration to bypass advanced connection-limit WAF blocklists.

References

• RFC 6455: The WebSocket Protocol
• OWASP Web Application Penetration Testing Methodology
• PortSwigger Web Security Academy: WebSockets