Skill-Audit-Bericht
ml-paper-writing Audit-Bericht.
Write publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM, OSDI, NSDI, ASPLOS, SOSP. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. Includes LaTeX templates, reviewer guidelines, and citation verification workflows.
OpenAgentSkill Trust Score
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub-Akzeptanz
Bestanden86
1.4K GitHub-Stars
Star-/Fork-Aktivität
Info77
1.4K Stars und 97 Forks; Issue-Aktivität ist in den aktuellen Metadaten nicht verfügbar
Aktuelle Wartung
Bestanden88
2 Monate seit dem letzten Push
Lizenzklarheit
Bestanden86
MIT
README/SKILL.md-Vollständigkeit
Bestanden94
Metadaten enthalten ausreichend Nutzungs- und Workflow-Kontext
Abhängigkeits-/Laufzeitrisiko
Info64
command execution surface, network or browser surface
Installationsverfügbarkeit
Bestanden92
npx skills add OpenRaiser/NanoResearch --skill ml-paper-writing
Sicherheit des Installationsbefehls
Bestanden92
Standard-Paket- oder Laufzeit-Installationspfad
Berechtigungsumfang
Warnung48
shell or command execution, filesystem or document access
Repository-Nachweis
Bestanden86
https://github.com/OpenRaiser/NanoResearch/tree/main/skills/vendor-ai-research/ml-paper-writing
Prüfstatus
Info66
KI-Prüfdaten verfügbar
Agent-validierte Ergebnisse
Info54
Noch keine Agent-Ergebnisdaten
Prüfungen
Installations- und Adoptionsprüfung
Installationspfad
92
npx skills add OpenRaiser/NanoResearch --skill ml-paper-writing
Repository
88
https://github.com/OpenRaiser/NanoResearch/tree/main/skills/vendor-ai-research/ml-paper-writing
Lizenz
86
MIT
Wartung
88
2 Monate seit dem letzten Push
KI-Prüfung
55
The skill relies on external MCP servers and APIs (Exa, Semantic Scholar, arXiv, Crossref) without explicit installation instructions or version pinning for dependencies.
README/SKILL.md-Vollständigkeit
94
Usable description available
Abhängigkeitsrisiko
64
command execution surface, network or browser surface
Sicherheit des Installationsbefehls
92
Standard-Paket- oder Laufzeit-Installationspfad
Berechtigungsumfang
48
shell or command execution, filesystem or document access
Star-/Fork-Aktivität
77
1.4K Stars und 97 Forks; Issue-Aktivität ist in den aktuellen Metadaten nicht verfügbar
Akzeptanz
88
1.4K GitHub-Stars
Warnungen
- Permission surface may require sandboxing
- The skill relies on external MCP servers and APIs (Exa, Semantic Scholar, arXiv, Crossref) without explicit installation instructions or version pinning for dependencies.
- There is no explicit limitations section in SKILL.md clarifying boundaries such as venue policy changes, human oversight, or ethical review responsibilities.
- Dependencies are listed as Python package names but the skill does not provide setup commands, API key guidance, or failure handling for unavailable APIs.
- Quality score needs review
- Permission surface needs review: shell or command execution, filesystem or document access
- Permission surface: shell or command execution, filesystem or document access
Methode
This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.
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