Skill-Audit-Bericht
andrej-karpathy Audit-Bericht.
Applies the mental models and frameworks of Andrej Karpathy (deep learning, former Director of AI at Tesla, founding member of OpenAI, Eureka Labs). Use this skill whenever you are helping the user build neural networks from scratch, debug deep learning pipelines, evaluate AI agent workflows, design LLM apps, or navigate the transition to Software 3.0 (vibe coding). It is highly relevant for pedagogy (untangling complex knowledge), assessing AI capabilities vs. limitations (jagged intelligence, tokenization limits), and architectural decisions (end-to-end optimization vs. complex pipelines). Reach for this whenever discussing LLM training, autonomous systems, or AI-assisted coding.
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
Info62
122 GitHub-Stars
Star-/Fork-Aktivität
Warnung57
122 Stars und 18 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
Info76
Öffentliche Metadaten benötigen mehr README/SKILL.md-Kontext
Abhängigkeits-/Laufzeitrisiko
Info72
Zugriff auf Zugangsdaten oder Umgebungsvariablen
Installationsverfügbarkeit
Bestanden92
npx skills add K-Dense-AI/mimeographs --skill andrej-karpathy
Sicherheit des Installationsbefehls
Bestanden92
Standard-Paket- oder Laufzeit-Installationspfad
Berechtigungsumfang
Warnung46
secrets or environment access, filesystem or document access
Repository-Nachweis
Bestanden86
https://github.com/K-Dense-AI/mimeographs/tree/main/mimeographs/andrej-karpathy
Prüfstatus
Info66
KI-Prüfdaten verfügbar
Agent-validierte Ergebnisse
Info54
Noch keine Agent-Ergebnisdaten
Prüfungen
Installations- und Adoptionsprüfung
Installationspfad
92
npx skills add K-Dense-AI/mimeographs --skill andrej-karpathy
Repository
88
https://github.com/K-Dense-AI/mimeographs/tree/main/mimeographs/andrej-karpathy
Lizenz
86
MIT
Wartung
88
2 Monate seit dem letzten Push
KI-Prüfung
55
SKILL.md references `references/principles.md` and `references/mental-models.md`, but these files are not present in the submitted skill directory.
README/SKILL.md-Vollständigkeit
84
Usable description available
Abhängigkeitsrisiko
72
Zugriff auf Zugangsdaten oder Umgebungsvariablen
Sicherheit des Installationsbefehls
92
Standard-Paket- oder Laufzeit-Installationspfad
Berechtigungsumfang
46
secrets or environment access, filesystem or document access
Star-/Fork-Aktivität
57
122 Stars und 18 Forks; Issue-Aktivität ist in den aktuellen Metadaten nicht verfügbar
Akzeptanz
68
122 GitHub-Stars
Warnungen
- Permission surface may require sandboxing
- SKILL.md references `references/principles.md` and `references/mental-models.md`, but these files are not present in the submitted skill directory.
- The skill does not document explicit limitations or safe operating boundaries, though it is a mental-model/persona skill rather than a tool-executing workflow.
- The submission includes internal `_workspace` artifacts (critique files, generated JSON) that are not part of the skill itself and add clutter.
- Quality score needs review
- Permission surface needs review: secrets or environment access, filesystem or document access
- Stars/forks activity: 122 stars, 18 forks; issue activity unavailable in current metadata
- Permission surface: secrets or environment access, 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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