Use Case
Skill File Analysis
Every public scanner assumes the threat lives in server dependencies. The threat lives in SKILL.md.
CRITICAL
Credential access in 3 SKILL.md files — reads .env and API key config at agent load time — AI confirmed
1,184
malicious skills confirmed (ClawHavoc)
CHK-115
credential access in skill content
35,705
base64 obfuscation matches
Use Case
AutoGPT's skill files were reading .env on every agent load.
CHK-115 found credential access patterns in 3 SKILL.md files in Significant-Gravitas/AutoGPT (184k stars). The files instructed the agent to read .env and pass API keys to subsequent tool calls. AI-confirmed CRITICAL.
CHK-115: credential access in skill content
CHK-112: base64 obfuscation detection
CHK-113: brand impersonation and typosquatting
CHK-114: ASCII smuggling and hidden unicode
How it works
01
Connect your GitHub org
OAuth in 30 seconds. AISS discovers every MCP server, skill file, hook, and agent config across all repos.
02
22 modules scan in parallel
CVE lookup, secret scanning, auth checking, tool description analysis, skill file parsing — all concurrent, all hand-written.
03
LLM verifies high-severity
Critical and high findings go to an LLM verifier before reporting. No false positives reach your CISO.
04
Gate, alert, or export
Block in CI via SARIF. Send to SIEM via NDJSON. Export CycloneDX SBOM. Enforce allowlist/blocklist policy.
Press coverage
VentureBeat
Anthropic Skill scanners passed every check. The malicious code rode in on a test file.
VentureBeat
No publicly documented scanner operates outside the assumption that the threat lives in SKILL.md.
CrowdStrike · RSAC 2026
ClawHavoc — 1,184 malicious skills confirmed in the wild. The attack surface is the skill layer.