GH · GITHUB// 37d agoOPENSOURCE RELEASE

Keygraph open-sources Shannon for AI pentesting

Keygraph open-sourced Shannon, an autonomous AI pentester for web apps and APIs that reports a 96.15% score (100/104 exploits) on a hint-free, source-aware XBOW benchmark variant. The project emphasizes white-box testing with reproducible exploit proof-of-concepts instead of alert-only scanning.

// ANALYSIS

This is a strong signal that autonomous offensive security tooling is moving from demo hype into practical developer workflows.

–The repo’s traction and rapid star growth suggest real demand for AI-native AppSec tools.
–Shannon’s emphasis on exploit validation, not just vulnerability detection, addresses the false-positive problem developers hate.
–White-box constraints make it most useful for teams with source access and modern CI/CD pipelines.
–Benchmark claims are impressive, but teams should still validate performance on their own stacks and threat models.

// TAGS

shannonagentdevtoolopen-sourceautomationapi

DISCOVERED

37d ago

2026-03-05

PUBLISHED

37d ago

2026-03-05

RELEVANCE

9/ 10