Rapport d’audit du skill
verbalized-sampling Rapport d’audit.
Generate diverse outputs by prompting for a probability distribution instead of a single response. Implements Verbalized Sampling (VS) from Zhang et al. 2025 — a training-free technique that counteracts LLM mode collapse caused by typicality bias in alignment data. Use when the task needs genuine diversity: creative writing, brainstorming/ideation, synthetic data generation, persona/dialogue simulation, adversarial examples, open-ended QA with multiple valid answers, or any situation where "generate 5 ideas" keeps returning the same cluster. Do NOT use for: single correct answer tasks, factual lookup, strict format compliance.
Trust Score OpenAgentSkill
Trust Score OpenAgentSkill
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
Adoption GitHub
Info62
104 stars GitHub
Activité stars/forks
Avertissement51
104 stars et 8 forks; l’activité des issues n’est pas disponible dans les métadonnées actuelles
Maintenance récente
Validé88
2 mois depuis le dernier push
Clarté de licence
Validé86
MIT
Complétude README/SKILL.md
Validé86
Les métadonnées incluent suffisamment de contexte d’usage et de workflow
Risque dépendances/runtime
Avertissement54
command execution surface, credential or environment access
Disponibilité de l’installation
Validé92
npx skills add gnurio/nurijanian-skills --skill verbalized-sampling
Sécurité de la commande d’installation
Validé92
Chemin d’installation standard de package ou runtime
Surface de permissions
Avertissement50
secrets or environment access, shell or command execution
Preuve du dépôt
Validé86
https://github.com/gnurio/nurijanian-skills/tree/main/skills/verbalized-sampling
État de revue
Validé88
Données de revue IA disponibles
Résultats prouvés par Agent
Info54
Pas encore de données de résultats Agent
Vérifications
Revue d’installation et d’adoption
Chemin d’installation
92
npx skills add gnurio/nurijanian-skills --skill verbalized-sampling
Dépôt
88
https://github.com/gnurio/nurijanian-skills/tree/main/skills/verbalized-sampling
Licence
86
MIT
Maintenance
88
2 mois depuis le dernier push
Revue IA
88
Approved with no listed issues
Complétude README/SKILL.md
86
Usable description available
Risque de dépendances
54
command execution surface, credential or environment access
Sécurité de la commande d’installation
92
Chemin d’installation standard de package ou runtime
Surface de permissions
50
secrets or environment access, shell or command execution
Activité stars/forks
51
104 stars et 8 forks; l’activité des issues n’est pas disponible dans les métadonnées actuelles
Adoption
68
104 stars GitHub
Financial decision safety
58
Research-only use: do not treat output as financial advice or execute a position without human approval.
Avertissements
- 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
- Stars/forks activity: 104 stars, 8 forks; issue activity unavailable in current metadata
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
Méthode
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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