Skill audit report

azure-anomaly-detector Audit report.

Expert knowledge for Azure AI Anomaly Detector development including troubleshooting, best practices, limits & quotas, configuration, and deployment. Use when tuning Docker-based Anomaly Detector, ACI or IoT Edge deployments, univariate/multivariate APIs, or service limits, and other Azure AI Anomaly Detector related development tasks. Not for Azure AI Metrics Advisor (use azure-metrics-advisor), Azure Monitor (use azure-monitor), Azure Machine Learning (use azure-machine-learning).

EXPERIMENTAL · REVIEWNeeds reviewGenerated Nov 5, 2026Heuristic metadata audit
79
Audit
76
Trust
72
Quality
80
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

76
Strong shortlist

OpenAgentSkill Trust Score

The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

INFO

76

730 GitHub stars

Stars/forks activity

INFO

71

730 stars, 117 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

2mo since push

License clarity

PASS

86

CC-BY-4.0

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

WARN

54

credential or environment access, external package install surface

Install availability

PASS

92

npx skills add MicrosoftDocs/Agent-Skills --skill azure-anomaly-detector

Install command safety

PASS

92

standard package or runtime install path

Permission surface

WARN

46

secrets or environment access, filesystem or document access

Repository evidence

PASS

86

https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-anomaly-detector

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

8 Passed · 9 Needs review

Install path

92

PASS

npx skills add MicrosoftDocs/Agent-Skills --skill azure-anomaly-detector

Repository

88

PASS

https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-anomaly-detector

License

86

PASS

CC-BY-4.0

Maintenance

88

PASS

2mo since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

54

FIX

credential or environment access, external package install surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

46

FIX

secrets or environment access, filesystem or document access

Stars/forks activity

71

CHECK

730 stars, 117 forks; issue activity unavailable in current metadata

Adoption

88

PASS

730 GitHub stars

Warnings

  • Dependency or permission surface needs review
  • Permission surface may require sandboxing
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, filesystem or document access
  • Dependency/runtime risk: credential or environment access, external package install surface
  • Permission surface: secrets or environment access, filesystem or document access

Method

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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