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AI vision-driven GUI automation across browsers, mobile, desktop, and games
Claude Skills are markdown + scripts loaded into Claude Code; scanned with the same pipeline.
We found this by crawling public sources and nobody has attested to it. That is how most of the registry gets here, and it is not a mark against the artifact — it only means no authenticated act of publication is on record. An artifact can be the vendor's own and still appear here.
This artifact ships from 2 sources and their verdicts differ. The worst is github (Flagged). Installing from a cleaner source does not mean the others are safe — check the source you actually install from.
github: https://github.com/qirabot/qirabot, 158 findings
Claude Skills install to a single target, no runtime picker.
nerlo install -- qirabot
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- qirabot ~/.claude/skills/
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
5 of 11 scanners examined this package. The rest do not apply to it — language, ecosystem and packaging decide which analyzers can say anything, and a scanner that cannot examine an artifact reports nothing rather than passing it.
v2.0.11
92 findings · 14.1s
v0.3.74
13 findings · 15.6s
v0.1.0
2 findings · 5.4s
v0.1.0
18 findings · 5.4s
v0.1.0
0 findings · 9.8s
v1.4.0
None of the entry points this scanner reads were found in this artifact. What each scanner covers
0 findings · 0.2s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.1s
No report in this scan: govulncheck, osv-scanner, trivy, trivy_image.
1 scan on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Aug 21, 2026 | Scan Halted | — | agentshield ·n/a: not applicablecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicablenerlo-multi-source: complete | rejected |
Findings in files this artifact installs stand as reported; a model re-read the rest and said which ones it believes are false positives. This is a second opinion published beside the evidence, not a correction to it: the per-scanner reports above are unchanged, every dismissed finding is still listed there at its original severity, and the score and the Flagged badge are computed from those raw severities alone. Nothing below moved them.
Out of 125 findings across every scanner that examined this package.
Two keys had to turn. The model had to name a reason from a fixed list of six, and a deterministic check of ours — over which files this artifact actually installs — had to independently agree. Anything it could not corroborate is in “not reviewed” above, at full severity.
69 Documentation or example — The match is in documentation or sample code, confirmed by our own check to be outside the installed artifact.
Rules: opt.nerlo-rules.nerlo-install-pipe-to-shell, PIPELINE_TAINT_FLOW, opt.nerlo-rules.nerlo-install-fetch-raw-then-run and 9 more · Files: /repo/docs/guide/installation.md, /repo/docs/zh/guide/installation.md, /repo/examples/game/custom_tool_gm.py and 26 more · reported by nerlo-install-instruction, cisco-skill-scanner, nerlo-behavioral and 1 more
2 CI or editor configuration — The match is in build, CI or editor configuration, confirmed by our own check to be outside the installed artifact.
Rules: AAK-GHA-IMMUTABLE-001 · Files: .github/workflows/docs-deploy.yml, .github/workflows/publish.yml · reported by agent-audit-kit
These findings are in files this artifact installs and are not placeholder values. No false-positive basis can be corroborated for such a finding, so this review never dismisses one; they were not sent to the model and stand at their scanner's severity.
7 UNANALYZABLE_BINARY
Files: /repo/src/qirabot/assets/ADBKeyboard.apk!/res/xml/methods.xml, /repo/src/qirabot/assets/ADBKeyboard.apk!/AndroidManifest.xml, /repo/src/qirabot/assets/ADBKeyboard.apk!/META-INF/CERT.RSA and 4 more · reported by cisco-skill-scanner
6 BINARY_FILE_DETECTED
Files: /repo/src/qirabot/assets/ADBKeyboard.apk!/META-INF/CERT.RSA, /repo/src/qirabot/assets/ADBKeyboard.apk!/res/layout/view.xml, /repo/src/qirabot/assets/ADBKeyboard.apk!/resources.arsc and 3 more · reported by cisco-skill-scanner
5 FILE_MAGIC_MISMATCH
Files: /repo/src/qirabot/engine/prompt_data/ios.txt, /repo/src/qirabot/engine/prompt_data/chrome.txt, /repo/src/qirabot/engine/prompt_data/android.txt and 2 more · reported by cisco-skill-scanner
4 AAK-IPI-WILD-CORPUS-001
Files: src/qirabot/engine/prompt_data/android.txt, src/qirabot/engine/prompt_data/ios.txt, src/qirabot/engine/prompt_data/chrome.txt and 1 more · reported by agent-audit-kit
4 MANIFEST_MISSING_LICENSE
Files:
Artifact allows shell execution and contains untrusted execution paths.
The artifact includes installation instructions that pipe directly to a shell, enabling arbitrary command execution during setup. It also contains code that uses untrusted execution paths, which could lead to shell execution in `plugins/qirabot/skills/qirabot/scripts/preflight.py`, `src/qirabot/cli/main.py`, and `src/qirabot/skill-data/scripts/preflight.py`. Additionally, the artifact has a potential infinite loop in `src/qirabot/engine/session.py` and performs network requests without explicit declaration.
Concern level assessed by the review: High. This is the review's scale, not the registry badge.
Reviewed by gemini-2.5-flash. The model sees the findings, not your code, and cannot change a score.
4 opt.nerlo-rules.nerlo-install-pipe-to-shell
Files: /repo/README.md, /repo/README.zh.md, /repo/scripts/install.sh · reported by nerlo-install-instruction
4 PIPELINE_TAINT_FLOW
Files: /repo/README.md, /repo/README.zh.md, /repo/scripts/install.sh and 1 more · reported by cisco-skill-scanner
4 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/plugins/qirabot/SKILL.md, /repo/plugins/qirabot/skills/qirabot/references/SKILL.md and 1 more · reported by cisco-skill-scanner
3 AAK-SKILL-UNTRUSTED-EXEC-PATH
Files: plugins/qirabot/skills/qirabot/scripts/preflight.py, src/qirabot/cli/main.py, src/qirabot/skill-data/scripts/preflight.py · reported by agent-audit-kit
3 DATA_EXFIL_NETWORK_REQUESTS
Files: /repo/src/qirabot/_knowledge.py, /repo/src/qirabot/client.py, /repo/src/qirabot/recording.py · reported by cisco-skill-scanner
3 opt.nerlo-rules.nerlo-install-shell-inline-command
Files: /repo/README.md, /repo/README.zh.md, /repo/scripts/install.ps1 · reported by nerlo-install-instruction
1 AAK-SUPPLY-004
Files: pyproject.toml · reported by agent-audit-kit
1 AAK-TASKS-003
Files: src/qirabot/cli/main.py · reported by agent-audit-kit
1 ARCHIVE_FILE_DETECTED
Files: /repo/src/qirabot/assets/ADBKeyboard.apk · reported by cisco-skill-scanner
1 EXCESSIVE_FILE_COUNT
Files: /repo/. · reported by cisco-skill-scanner
1 opt.nerlo-rules.nerlo-install-run-bundled-artifact
Files: /repo/scripts/install.ps1 · reported by nerlo-install-instruction
1 RESOURCE_ABUSE_INFINITE_LOOP
Files: /repo/src/qirabot/engine/session.py · reported by cisco-skill-scanner
1 TOOL_ABUSE_UNDECLARED_NETWORK
Files: /repo/repo/CHANGELOG.md · reported by cisco-skill-scanner