WSHawk documentation
Research
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.