Use Case
Copilot Instructions Security
Your .github/copilot-instructions.md loads into every Copilot session automatically. No review. No gate.
HIGH
Prompt injection pattern in Copilot instructions — override directive found
67
repos with Copilot instruction files scanned
3
checkers: injection, credential, exfil
0
other scanners cover this file type
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.