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Process file annotations — triage, cross-impact assessment, and execution. Triggered automatically when annotations (Insert/Delete/Replace/Comment) are submitted from the file viewer UI via JSONL prompt.
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.
29 critical findings reported by cisco-skill-scanner, 25 of them in the installed artifact. The composite score alone does not reflect this — read the per-scanner reports below.
Claude Skills install to a single target, no runtime picker.
nerlo install -- 'huacheng/moonview (annotate)'
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- 'huacheng/moonview (annotate)' ~/.claude/skills/
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
4 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
379 findings · 15.9s
v0.3.74
4 findings · 5.4s
v0.1.0
0 findings · 4.2s
v0.1.0
19 findings · 4.2s
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
v0.1.0
This scanner found nothing in this artifact that it assesses. What each scanner covers
0 findings · 0.9s
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 ·n/a: not applicable | 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 402 findings across every scanner that examined this package. 4 of 29 findings rated critical by their scanner were among the dismissals.
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.
30 Test or fixture file — The match is in a test or fixture. Our own check confirmed the file is not part of what gets installed.
Rules: COMPOUND_FETCH_EXECUTE, TOOL_ABUSE_SYSTEM_MODIFICATION, PIPELINE_TAINT_FLOW and 3 more · Files: /repo/plugins/task-ai/tests/unit/skill-sandbox.test.sh, /repo/plugins/task-ai/tests/unit/security-cve-coverage.test.sh, /repo/plugins/task-ai/.dev/fixtures/terminology-blocklist.txt and 9 more · reported by cisco-skill-scanner
6 Documentation or example — The match is in documentation or sample code, confirmed by our own check to be outside the installed artifact.
Rules: SOCIAL_ENG_VAGUE_DESCRIPTION, opt.nerlo-rules.nerlo-install-run-bundled-artifact, MANIFEST_MISSING_LICENSE · Files: /repo/plugins/task-ai/skills/research/templates/samples/SKILL.md, /repo/plugins/task-ai/docs/plans/SKILL.md, /repo/plugins/task-ai/docs/plans/2026-02-25-six-dimension-audit-fixes.md · reported by cisco-skill-scanner, nerlo-install-instruction
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.
210 HIDDEN_EXECUTABLE_SCRIPT
Files: /repo/plugins/task-ai/.dev/contracts/report-adoption-read-evolve.py, /repo/plugins/task-ai/.dev/contracts/json_get.py, /repo/plugins/task-ai/.dev/contracts/lib.py and 102 more · reported by cisco-skill-scanner
30 MANIFEST_MISSING_LICENSE
Files: /repo/plugins/task-ai/skills/auto/SKILL.md, /repo/plugins/task-ai/skills/cancel/SKILL.md, /repo/plugins/task-ai/skills/init/SKILL.md and 27 more · reported by cisco-skill-scanner
28 PIPELINE_TAINT_FLOW
Files: /repo/plugins/task-ai/skills/security/SKILL.md, /repo/plugins/task-ai/core/rule-loader.sh, /repo/plugins/task-ai/skills/library/references/SKILL.md and 1 more · reported by cisco-skill-scanner
24 FILE_MAGIC_MISMATCH
Files: /repo/plugins/task-ai/skills/auto/SKILL.md, /repo/plugins/task-ai/skills/cancel/SKILL.md, /repo/plugins/task-ai/skills/init/SKILL.md and 5 more · reported by cisco-skill-scanner
18 TOOL_ABUSE_SYSTEM_MODIFICATION
Files: /repo/plugins/task-ai/skills/security/scripts/security.sh
Artifact contains critical system modification and credential harvesting capabilities.
The artifact includes code that can perform system modifications and has capabilities for credential harvesting, particularly within `/repo/plugins/task-ai/skills/security/scripts/security.sh`. It also contains generic prompt injection patterns in `/repo/plugins/task-ai/skills/library/references/injection-rules.md`. Additionally, there are numerous hidden executable scripts and directives for shell execution, including reverse shell directives and pipe-to-shell operations. These capabilities warrant careful review due to their potential impact on system integrity and data security.
Concern level assessed by the review: Critical. 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.
11 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/plugins/task-ai/SKILL.md, /repo/plugins/task-ai/skills/auto/references/SKILL.md and 8 more · reported by cisco-skill-scanner
7 opt.nerlo-rules.nerlo-install-pipe-to-shell
Files: /repo/plugins/task-ai/skills/library/references/injection-rules.md, /repo/plugins/task-ai/skills/research/SKILL.md, /repo/plugins/task-ai/skills/research/scripts/sample-generator.sh and 1 more · reported by nerlo-install-instruction
6 HIDDEN_FILE_WITH_CODE
Files: /repo/plugins/task-ai/skills/library/scripts/core-rule-auto.sh · reported by cisco-skill-scanner
5 HIDDEN_DATA_FILE
Files: /repo/plugins/task-ai/skills/init/references/seed-types/.summary.md, /repo/.pnpmrc.json · reported by cisco-skill-scanner
4 YARA_prompt_injection_generic
Files: /repo/plugins/task-ai/skills/library/references/injection-rules.md · reported by cisco-skill-scanner
3 AAK-MARKETPLACE-001
Files: marketplace.json, .claude-plugin/marketplace.json, plugins/task-ai/marketplace.json · reported by agent-audit-kit
3 opt.nerlo-rules.nerlo-install-reverse-shell-directive
Files: /repo/plugins/task-ai/skills/security/scripts/security.sh · reported by nerlo-install-instruction
3 opt.nerlo-rules.nerlo-install-shell-inline-command
Files: /repo/plugins/task-ai/skills/exec/scripts/exec.sh, /repo/plugins/task-ai/skills/library/scripts/maintain.sh · reported by nerlo-install-instruction
3 SECRET_PASSWORD_VAR
Files: /repo/plugins/task-ai/skills/research/scripts/sample-generator.sh · reported by cisco-skill-scanner
3 YARA_credential_harvesting_generic
Files: /repo/plugins/task-ai/skills/security/scripts/security.sh · reported by cisco-skill-scanner
2 EXCESSIVE_FILE_COUNT
Files: /repo/., /repo/plugins/task-ai/. · reported by cisco-skill-scanner
2 opt.nerlo-rules.nerlo-install-decode-then-run
Files: /repo/plugins/task-ai/skills/library/references/injection-rules.md, /repo/plugins/task-ai/skills/security/SKILL.md · reported by nerlo-install-instruction
2 opt.nerlo-rules.nerlo-install-run-bundled-artifact
Files: /repo/plugins/task-ai/skills/auto/SKILL.md, /repo/plugins/task-ai/skills/library/SKILL.md · reported by nerlo-install-instruction
1 AAK-IPI-WILD-CORPUS-001
Files: plugins/task-ai/skills/exec/SKILL.md · reported by agent-audit-kit
1 PROMPT_INJECTION_IGNORE_INSTRUCTIONS
Files: /repo/plugins/task-ai/skills/library/references/SKILL.md · reported by cisco-skill-scanner
Showing 25 of 273; the rest are in the per-scanner reports above.