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Agent skill · Audited from source

Skill Trust Auditor

skill · InternLM/WildClawBenchMIT licenceAudited 15 Oct 2026 · source a79d9cd3663a

★ 533pushed 27 days agoversion 1.1.3
!CAUTIONGrade B · 89/100 · 3 findings · a79d9cd
533repo stars · whole InternLM/WildClawBench

Is it safe? With care — CAUTION, grade B (89/100). We read this skill's source at commit a79d9cd3663a and observed network access and no hard-coded secrets. The audit raised 3 findings, 0 critical or high. What it does: Audit a ClawHub skill for security risks BEFORE installation.

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Cite this page

ModelsAtlas. “Skill Trust Auditor (InternLM/WildClawBench)”. Retrieved 15 Oct 2026. https://modelsatlas.com/skills/internlm/skill-trust-auditor

Trust audit

Audit 0.4.1 · source read 15 Oct 2026

Trust score89/100!CAUTION B
0 critical0 high2 medium0 low1 info

CAUTION means the audit found things worth knowing before you trust this skill. Grade B is shared by 16,667 of 17,602 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkDeclared7 observations
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityPASS0
L1 Static sourceSecrets, path traversal, supply chain, hidden codeWARN2
L2 InstructionsPrompt injection, authority framing, hidden directivesPASS1
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass.

Findings (3)

MEDIUMNetwork egressnet.beacon_words · scripts/analyze_skill.py:355
F-04 Network egressCWE-200 · CWE-319Layer L1
"H005": "no data exfiltration via POST",
Why
No further detail recorded for this rule.
Fix
—
MEDIUMNetwork egressnet.beacon_words · scripts/analyze_skill.py:511
F-04 Network egressCWE-200 · CWE-319Layer L1
"These may indicate data exfiltration or system compromise."
Why
No further detail recorded for this rule.
Fix
—
INFOSupply chainprompt.pipe_to_shell · README.md:34
F-08 Supply chainCWE-829 · CWE-1357Layer L2
- **HIGH** (-30 pts): `process.env` access, `curl | bash`, reverse shells, base64 payloads, reading `~/.openclaw` secrets, data exfiltration via POST
Why
No further detail recorded for this rule.
Fix
—

Audit 0.4.1 · source sha a79d9cd3663a · 15 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

  • PublisherInternLM GitHub organizationOwner of the repository this skill is read from
  • Source folderInternLM/WildClawBench/skills/6/skill-trust-auditorThe exact folder we audited
  • LicenceMITAs the repository states it
  • Commit pinned for this verdicta79d9cd3663aA new audit runs when the source changes
  • Repository statusNot archivedLast push 27 days ago
  • Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

What it tells the agent

Full source on GitHub ↗

Its description: Audit a ClawHub skill for security risks BEFORE installation.

---
name: skill-trust-auditor
description: "Audit a ClawHub skill for security risks BEFORE installation."
version: "1.1.3"
metadata:
  {
    "openclaw": {
      "emoji": "🛡️",
      "requires": {
        "bins": ["python3"],
        "anyBins": ["clawhub"]
      }
    }
  }
---

# Skill Trust Auditor

Audit any ClawHub skill for security risks before installation.

## 🛠️ Installation

### 1. Ask OpenClaw (Recommended)
Tell OpenClaw: *"Install the skill-trust-auditor skill."* The agent will handle the installation and configuration automatically.

### 2. Manual Installation (CLI)
If you prefer the terminal, run:
```bash
clawhub install skill-trust-auditor
```

## Setup (first run only)

```bash
bash scripts/setup.sh
```

## Audit a Skill

When user says "audit [skill-name]" or "is [skill-name] safe" or before any `clawhub install`:

```bash
bash scripts/audit.sh [skill-name-or-url]
# Example:
bash scripts/audit.sh steipete/clawhub
bash scripts/audit.sh https://clawhub.ai/someuser/someskill
```

Output:
```json
{
  "skill": "someuser/someskill",
  "trust_score": 72,
  "verdict": "INSTALL WITH CAUTION",
  "risks": [
    {"level": "HIGH", "pattern": "curl to external domain", "location": "scripts/sync.sh:14"},
    {"level": "MEDIUM", "pattern": "reads MEMORY.md", "location": "SKILL.md:23"}
  ],
  "safe_patterns": ["no env var access", "no self-modification"],
  "author_verified": false,
  "recommendation": "Review scripts/sync.sh:14 before installing. The external curl call could exfiltrate data."
}
```

Post to user with clear summary:
```
🛡️ Trust Audit: someuser/someskill
Score: 72/100 — ⚠️ INSTALL WITH CAUTION

🔴 HIGH: curl to unknown domain in scripts/sync.sh:14
🟡 MEDIUM: reads your MEMORY.md

Recommendation: Inspect line 14 of sync.sh before proceeding.
Run: clawhub show someuser/someskill --file scripts/sync.sh
```

## Trust Score Guide

| Score | Verdict | Action |
|-------|---------|--------|
| 90-100 | ✅ SAFE | Install freely |
| 70-89 | ⚠️ CAUTION | Review flagged items first |
| 50-69 | 🟠 RISKY | Only if you understand the risks |
| 0-49 | 🔴 DO NOT INSTALL | High probability of malicious intent |

## Risk Pattern Reference

**HIGH RISK** (-30 each):
- `process.env` access in scripts
- `curl`/`wget` to non-standard domains
- Reading `~/.config` or `~/.openclaw` directly
- `exec()` with user-controlled input
- Instructions to modify `SOUL.md`/`AGENTS.md`/`openclaw.json`

**MEDIUM RISK** (-10 each):
- Any outbound API calls (even to known services)
- File writes outside workspace
- Reading `MEMORY.md` or diary files

**LOW RISK** (-3 each):
- `web_fetch` to standard domains
- Read-only file access in workspace

## Auto-Audit Mode

Optionally prepend audit to every install:
```bash
# Add to your shell aliases:
alias clawhub-safe='bash ~/.openclaw/workspace/skills/skill-trust-auditor/scripts/audit.sh $1 && clawhub install $1'
```

## ClawHavoc Pattern Reference

See `references/clawhavoc-patterns.md` for known malicious patterns from the February 2026 incident. Update this file when new incidents are reported.

Excerpt, first 3,075 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit a79d9cd

Download folder ↗
git clone https://github.com/InternLM/WildClawBench
git -C WildClawBench checkout a79d9cd3663a

The author documents no install command, so this uses the repository directly. Our verdict covers commit a79d9cd3663a only.

Works in which agents?

What its own text says, not a test

AgentStatusMore
OpenClawMentioned in its text, not testedSkills for OpenClaw · About OpenClaw
“Mentioned” means the skill’s text names the agent. We have not run it there.

Audit history

Every audit, every source change

  1. !CAUTION B 89 / 100

    first audit · source a79d9cd3663a

README badge

For maintainers · shows the latest audit

ModelsAtlas: CAUTION BMODELSATLASCAUTION · B
[![ModelsAtlas: CAUTION B](https://modelsatlas.com/skills/internlm/skill-trust-auditor/badge.svg)](https://modelsatlas.com/skills/internlm/skill-trust-auditor/)

The badge shows our verdict and grade for this skill, and links back to this page. It changes when the audit does.

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Add this badge to your README

[![ModelsAtlas: CAUTION B](https://modelsatlas.com/skills/internlm/skill-trust-auditor/badge.svg)](https://modelsatlas.com/skills/internlm/skill-trust-auditor/)

Questions about Skill Trust Auditor

What does the Skill Trust Auditor skill do?
An in-the-wild benchmark for AI agents in the production harness.
Is Skill Trust Auditor safe to install?
With care. The audit graded it B (89/100) and found 3 things worth knowing before you trust this skill, listed below with the exact line each was found on.
What can Skill Trust Auditor access on my machine?
The audit observed that it reaches the network. Each of those is consistent with what it says it does. Secrets in the source: none found.
Which assistants does Skill Trust Auditor work with?
Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.
How current is this page?
The grade is for one exact copy of the source (a79d9cd3663a), read on 2026-10-15. The repository is watched, and a new audit runs when it changes — this is the first audit.

Sources

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