Discovery scans are open for pilot groups

Release notes

What shipped in Surface and AIRiskDB, newest first.

AIRiskDB

Faster Scanning Engine

AIRiskDB scan results showing a risk score, findings grouped by skill, and the show-clean-skills toggle

The scanning engine has been rebuilt around the Aho-Corasick algorithm, which checks a file against the entire rule catalog in a single pass instead of one rule at a time. Deeper code analysis now looks at how a skill’s code actually behaves — not just which words appear in it — so legitimate code that happens to mention a risky command no longer trips false alarms. A repository of 38 skills scans end to end in about 8 seconds.

Cleaner results

Results organized by skill. Scan results now answer the question you actually have: which skill in this repository is the problem? Findings are grouped by skill, each with its own file and finding counts, and the summary shows total files scanned, scan time, and OWASP coverage at a glance.

See what passed, too. A “Show clean skills” toggle lists every skill in the repository that came back with zero findings — so a repository review shows what’s safe, not just what isn’t.

A clearer verdict. We’ve simplified how results are judged: each scan now gives you a single risk score and an install recommendation, with findings you can filter by severity, filter by category, or search by file.

Give us two weeks.
We’ll show you what’s running.

Deploy on your MDM across 25–100 users. Keep the inventory, scored risk view, and a full session record—whether you buy or not.

Day 1Endpoint sensor and browser extension pushed through Jamf or Intune. First results within the hour.
Week 1Full inventory with risk scores, plus one session reconstructed end to end.
Week 2Findings review against criteria you set before we started.
CostNothing. The findings are yours either way.