Skill-Audit-Bericht
daphne-koller Audit-Bericht.
Applies the reasoning style of Daphne Koller (machine learning pioneer, co-founder of Coursera, founder and CEO of Insitro). Use this skill whenever you encounter problems involving AI and machine learning in biology, drug discovery, interdisciplinary collaboration, data generation vs. data mining, or transitioning from academia to industry. Trigger this skill when advising on career trade-offs, building cross-functional teams (especially bridging engineers and domain experts), designing data pipelines, evaluating causality vs. correlation, or applying AI to physical systems ('where bits meet atoms'). Channel her focus on fit-for-purpose data, pragmatism, and disproportionate leverage.
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
Bestanden90
Keine wesentlichen Abhängigkeitsrisikohinweise in öffentlichen Metadaten
Installationsverfügbarkeit
Bestanden92
npx skills add K-Dense-AI/mimeographs --skill daphne-koller
Sicherheit des Installationsbefehls
Bestanden92
Standard-Paket- oder Laufzeit-Installationspfad
Berechtigungsumfang
Bestanden100
Keine Hochrisiko-Berechtigungsfläche in öffentlichen Metadaten
Repository-Nachweis
Bestanden86
https://github.com/K-Dense-AI/mimeographs/tree/main/mimeographs/daphne-koller
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 daphne-koller
Repository
88
https://github.com/K-Dense-AI/mimeographs/tree/main/mimeographs/daphne-koller
Lizenz
86
MIT
Wartung
88
2 Monate seit dem letzten Push
KI-Prüfung
55
SKILL.md does not explicitly state limitations or safe operating boundaries for when the skill should not be applied.
README/SKILL.md-Vollständigkeit
84
Usable description available
Abhängigkeitsrisiko
90
Keine wesentlichen Abhängigkeitsrisikohinweise in öffentlichen Metadaten
Sicherheit des Installationsbefehls
92
Standard-Paket- oder Laufzeit-Installationspfad
Berechtigungsumfang
100
Keine Hochrisiko-Berechtigungsfläche in öffentlichen Metadaten
Star-/Fork-Aktivität
57
122 Stars und 18 Forks; Issue-Aktivität ist in den aktuellen Metadaten nicht verfügbar
Akzeptanz
68
122 GitHub-Stars
Warnungen
- SKILL.md does not explicitly state limitations or safe operating boundaries for when the skill should not be applied.
- The skill omits a key aspect of Koller's thesis: that drug failures often stem from wrong biological targets, not molecule design (as noted in internal critique).
- Some duplication of 'fit-for-purpose data' concept across sections may dilute impact.
- Quality score needs review
- Stars/forks activity: 122 stars, 18 forks; issue activity unavailable in current metadata
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.
Nahe Optionen vergleichen
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