Skill-Audit-Bericht
peft-fine-tuning Audit-Bericht.
Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when you need to train <1% of parameters with minimal accuracy loss, or for multi-adapter serving. HuggingFace's official library integrated with transformers ecosystem.
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 96 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
Warnung44
command execution surface, credential or environment access
Installationsverfügbarkeit
Bestanden92
npx skills add OpenRaiser/NanoResearch --skill peft-fine-tuning
Sicherheit des Installationsbefehls
Bestanden92
Standard-Paket- oder Laufzeit-Installationspfad
Berechtigungsumfang
Warnung50
secrets or environment access, shell or command execution
Repository-Nachweis
Bestanden86
https://github.com/OpenRaiser/NanoResearch/tree/main/skills/vendor-ai-research/peft
Prüfstatus
Bestanden88
KI-Prüfdaten verfügbar
Agent-validierte Ergebnisse
Info54
Noch keine Agent-Ergebnisdaten
Prüfungen
Installations- und Adoptionsprüfung
Installationspfad
92
npx skills add OpenRaiser/NanoResearch --skill peft-fine-tuning
Repository
88
https://github.com/OpenRaiser/NanoResearch/tree/main/skills/vendor-ai-research/peft
Lizenz
86
MIT
Wartung
88
2 Monate seit dem letzten Push
KI-Prüfung
88
Approved with no listed issues
README/SKILL.md-Vollständigkeit
94
Usable description available
Abhängigkeitsrisiko
44
command execution surface, credential or environment access
Sicherheit des Installationsbefehls
92
Standard-Paket- oder Laufzeit-Installationspfad
Berechtigungsumfang
50
secrets or environment access, shell or command execution
Star-/Fork-Aktivität
77
1.4K Stars und 96 Forks; Issue-Aktivität ist in den aktuellen Metadaten nicht verfügbar
Akzeptanz
88
1.4K GitHub-Stars
Financial decision safety
58
Research-only use: do not treat output as financial advice or execute a position without human approval.
Warnungen
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- Financial research output is not financial advice; require human review before any live investment decision
- Financial research output is not financial advice; require human review before any live investment decision.
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
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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