OPEN LINK ↗
// 83d 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
83d ago
2026-03-05
PUBLISHED
83d ago
2026-03-05
RELEVANCE
9/ 10