Skill audit report

ai-operations Audit report.

Configure Harness AI-powered operations (AIDA) via MCP. Set up predictive failure analysis with ML models for memory leaks, disk exhaustion, connection pool saturation, and latency degradation. Configure intelligent alert correlation and noise reduction to reduce alert volume. Use when asked to set up predictive failure analysis, configure AI-powered alerting, reduce alert noise, or enable ML-based anomaly detection. Do NOT use for pipeline debugging (use debug-pipeline instead) or SLO management (use manage-slos instead). Trigger phrases: AIDA, predictive failure, alert correlation, noise reduction, anomaly detection, AI ops, predictive analysis, alert fatigue, ML alerting, intelligent alerting.

REVIEWED · REVIEWNeeds reviewGenerated Oct 13, 2026Heuristic metadata audit
80
Audit
80
Trust
62
Quality
83
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

80
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

62

115 GitHub stars

Stars/forks activity

WARN

57

115 stars, 23 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

7d since push

License clarity

PASS

86

Apache-2.0

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

PASS

90

no major dependency risk hints in public metadata

Install availability

PASS

92

npx skills add harness/harness-skills --skill ai-operations

Install command safety

PASS

92

standard package or runtime install path

Permission surface

PASS

100

no high-risk permission surface in public metadata

Repository evidence

PASS

86

https://github.com/harness/harness-skills/tree/main/skills/ai-operations

Review status

WARN

46

AI review approval is missing

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

8 Passed · 6 Needs review

Install path

92

PASS

npx skills add harness/harness-skills --skill ai-operations

Repository

88

PASS

https://github.com/harness/harness-skills/tree/main/skills/ai-operations

License

86

PASS

Apache-2.0

Maintenance

100

PASS

7d since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

90

PASS

no major dependency risk hints in public metadata

Install command safety

92

PASS

standard package or runtime install path

Permission surface

100

PASS

no high-risk permission surface in public metadata

Stars/forks activity

57

FIX

115 stars, 23 forks; issue activity unavailable in current metadata

Adoption

68

INFO

115 GitHub stars

Warnings

  • AI review approval is missing
  • Quality score needs review
  • Stars/forks activity: 115 stars, 23 forks; issue activity unavailable in current metadata
  • Review status: AI review approval is missing

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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