Published Data as of 25 cited sources

ClawHub Malicious Skills Report — October 2026

What the public record says about malicious skills on ClawHub, the OpenClaw skill registry, drawn from the Ironheights tracker and benchmark #1. Every number below is counted from those datasets or quoted from the researcher who published it.

Key findings

  1. As of 10 October 2026, the Ironheights tracker lists 22 publicly documented cases: 14 individual malicious skills, 5 campaigns and 3 registry-wide studies, backed by 25 cited sources from 9 publishers.

    Source: Ironheights tracker (tracker.json)

  2. The most common techniques across the 19 skills and campaigns were encoded command (12 cases), fake prerequisite (11 cases), download piped to shell (9 cases).

    Source: Ironheights tracker, technique tags

  3. Sources say 12 of the 19 skills and campaigns were removed; for the other 7, no source we found states their status.

    Source: Ironheights tracker, status as stated by the source

  4. Ironheights rules flag the reported pattern in full for 6 of the 19 cases and in part for 10; for 3, no rule fires on the pattern or the skill file holds nothing a rule could match.

    Source: Ironheights tracker, coverage tested on harmless rebuilt fixtures

  5. In Ironheights benchmark #1 (9 October 2026), Ironheights 0.1.0 flagged 10/10 malicious test skills for review with 0/10 false positives; Cisco skill-scanner 2.2.2 flagged 4/10, and VirusTotal flagged 0 of 20.

    Source: Ironheights benchmark #1 (benchmark.json)

Documented cases
22
Skills and campaigns
19
Stated as removed
12
Pattern flagged in full or part
16

Scale, in the researchers' own numbers

The tracker counts cases, not skills. Registry-wide figures come from the studies and campaign reports below; each links to its tracker entry and from there to the primary source.

  • Koi Security audited all 2,857 skills then on ClawHub and reported 341 as malicious, 335 of them from one campaign it named ClawHavoc. (tracker entry)
  • Koi's 16 February 2026 update raised the count to 824 as the registry grew past 10,700 skills. (tracker entry)
  • Snyk's ToxicSkills study scanned 3,984 skills from ClawHub and skills.sh and confirmed 76 malicious payloads by hand; 534 skills (13.4%) had at least one critical issue. (tracker entry)
  • Trend Micro identified 39 skills that told the agent to install a fake OpenClawCLI, which led to an Atomic macOS Stealer variant. (tracker entry)
  • Bitdefender Labs found about 17% of the OpenClaw skills it analyzed in the first week of February 2026 behaving maliciously, 54% of those crypto-themed. (tracker entry)
  • VirusTotal reported analysing more than 3,016 OpenClaw skills, including 314 tied to a single user. (tracker entry)

Techniques

Technique tags on the 19 skills and campaigns. One case can use several techniques, so the shares add up to more than 100%.

Techniques by number of cases
TechniqueCasesShare of 19
Encoded command1263%
Fake prerequisite1158%
Download piped to shell947%
Password-protected archive632%
Infostealer526%
Paste-site lure421%
Financial fraud316%
Lookalike website316%
Remote instructions211%
Scanner evasion211%
Typosquat211%
Affiliate injection15%
Bundled executable15%
Credential theft15%
Hidden in working code15%
Prompt injection15%
Reverse shell15%

Status and coverage

Status and coverage
MeasureCases
Status: Removed (as stated by a source)12
Status: Unknown7
Coverage: Covered6
Coverage: Partly covered10
Coverage: Not covered3

Reports by month first reported: February 2026: 14; March 2026: 1; April 2026: 1; June 2026: 3.

Benchmark #1 at a glance

Benchmark #1 review-threshold results
ScannerMalicious flaggedBenign flagged
Ironheights 0.1.010/100/10
Cisco skill-scanner 2.2.24/100/10
VirusTotal0 of 20 samples flagged—

The corpus is 20 short synthetic skills we wrote (10 malicious, 10 benign). It is a regression check, not a real-world detection rate. Full details on the benchmark page.

All 22 cases

All tracker entries in this report
CaseReportedStatusCoverage
letssendit (agentic front-running)RemovedNot covered
money-radar (runtime affiliate injection)RemovedPartly covered
TradingView assistant skills delivering the cluw stealerRemovedPartly covered
soroban-trader-skill and burhanclaw-soroban-traderUnknownNot covered
omnicogg (22 MB padded README)RemovedNot covered
Skills distributing an Atomic macOS Stealer variantRemovedPartly covered
copywritings and airbnb by StveenLiRemovedPartly covered
google-qx4 (fake openclaw-core requirement)UnknownPartly covered
Fake “OpenClawCLI” website lure (thiagoruss0, stveenli)UnknownPartly covered
Bitdefender Labs analysis of OpenClaw skillsUnknownNot assessed
security-check (security-audit) and nanopdfRemovedCovered
ToxicSkills studyUnknownNot assessed
More skills by zaycv: linkedin-job-application, autoupdater, deepresearchRemovedCovered
Fake “ClawHub CLI” skills by zaycv (clawhub, clawdhub1)RemovedPartly covered
VirusTotal Code Insight findings on OpenClaw skillsUnknownNot assessed
WhatsApp and security-check lookalikes by moonshine-100rzeRemovedCovered
“AuthTool” trading skillsUnknownPartly covered
ClawHavocUnknownPartly covered
Malicious ClawHub skills targeting crypto and trading usersUnknownPartly covered
Polymarket skills with a hidden reverse shellRemovedCovered
rankaj (credential exfiltration)UnknownCovered
x-trends-nvdfx (bundled Windows executable)RemovedCovered

Methodology

  • Inclusion. A case enters the tracker only with at least one published source: a vendor write-up, registry issue or news article. All 22 cases here have a primary source.
  • Counting. “Cases” are tracker entries: single skills, campaigns (a group of skills reported together) and studies. Registry-wide totals are quoted from the source and not added together, because studies overlap.
  • Dates. The date a case was first publicly reported, not when the skill was published.
  • Status is the source's word. We did not check the registry ourselves.
  • Coverage is tested: we rebuild the reported pattern as a harmless fixture and run the released scanner on it. We did not scan the original malware.
  • Benchmark numbers come from benchmark #1, run on 9 October 2026, and are reproduced unchanged.
  • Gaps. Only public reports are included. Absence from this report does not mean a skill is safe. See Limitations.

Download the data

One row per case, with reporter, primary source, status, coverage, rules and techniques. Free to reuse under CC BY 4.0 with a link to this page.

Cite this

Quoting this report? Link to this page and include the date, so readers can check what has changed since.

Suggested citation

Ironheights. "ClawHub Malicious Skills Report — October 2026." 12 October 2026. https://www.ironheights.dev/reports/clawhub-malicious-skills-2026-10/

BibTeX

@misc{ironheights_clawhub_2026_10,
  author = {{Ironheights}},
  title = {ClawHub Malicious Skills Report -- October 2026},
  year = {2026},
  month = oct,
  url = {https://www.ironheights.dev/reports/clawhub-malicious-skills-2026-10/},
  note = {Data as of 2026-10-10}
}