* [Shannon v3.4.0](https://github.com/KeygraphHQ/shannon) – Autonomous white-box AI pentester for web applications and APIs that analyzes source code and runs proof-of-concept exploits. * [Nerva v1.70.2](https://github.com/praetorian-inc/nerva) – High-performance service fingerprinting CLI identifying 150+ network protocols across TCP, UDP, and SCTP while extracting version and configuration metadata. * [aiscan v1.0.0-rc8](https://github.com/chainreactors/cyber-harness) – AI-driven pentest agent combining LLM agents with traditional security scanning engines, available as a single-binary tool with scan and collaborative multi-agent modes.