VIENNA AGENTIC INCIDENTS DATABASE
// public database of incidents involving autonomous AI agents, scored on the VAID scale 0–8

database / VAID-2026-0031

1
ANOMALY
Incident

Unit 42 identifies malicious and agentic-fraud skills on ClawHub

REF VAID-2026-0031 STATUS REPORTED
occurred
2026-02 (day unknown)
reported
2026-06-23
location
—
domain
software engineering
agent system
OpenClaw agents using third-party ClawHub skills
reporter
VAIDDB editorial
origin
editorial
source
https://unit42.paloaltonetworks.com/openclaw-ai-supply-chain-risk/

== SUMMARY ==

Unit 42 identified five malicious skills that remained unblocked during its analysis: two infostealer skills, a scanner-evasion case and two agentic financial schemes. It reported them to ClawHub, which removed the skills and banned the associated accounts.

== DESCRIPTION ==

Established distinctions

These findings should not be assigned the exact date of an earlier February mass-upload campaign. The report describes multiple campaigns and observation periods.

The money-radar skill routed recommendations through dynamically supplied affiliate links. The letssendit skill coordinated agent participation in token launches, allowing the operator to buy before distributing tokens to participating agents. Unit 42 explicitly describes this as agentic front-running and a pump-and-dump scheme. That terminology is supported by the full report, not merely inferred from cryptocurrency involvement.

Attribution and limits

The account is Unit 42's analysis. It does not provide a verified total victim loss. Discovery, takedown and publication dates should not be treated as opening and closure dates for a separate formal ClawHub investigation. Malware execution, financial advice manipulation and coordinated token activity are different mechanisms and should remain distinct.

VAID assessment

Assessment date: 2026-09-09. Consequences-first rubric.

L1 (provisional): The reported affiliate-routing and coordinated token activity support real agent-task manipulation, but no consequential victim loss or sensitive disclosure is established here. The malicious skills' capabilities and scheme descriptions do not establish that every advertised harm occurred. This is the lowest level supported by the reported manipulation, not an upper bound; verified financial loss or credential theft could justify a higher rating.

== REFERENCES ==

  1. official report OpenClaw's Skill Marketplace and the Emerging AI Supply Chain Threat — Palo Alto Networks Unit 42, 2026-06-23

== INVESTIGATION ==

no investigation recorded.

== VAID LEVEL 1: ANOMALY ==

Real task deviation with negligible demonstrated impact.

  • Inappropriate output or unauthorised action without established consequential loss or disruption.
  • No demonstrated disclosure of sensitive information; public-equivalent instruction disclosure may fall here.
  • Attempted harmful actions are assessed by their actual effects, not their hypothetical success.

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