Skill audit report

qdrant-monitoring-debugging Audit report.

Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's slow'. Also use when performance degrades without obvious config changes.

REVIEWED · REVIEWNeeds reviewGenerated Nov 14, 2026Heuristic metadata audit
80
Audit
79
Trust
67
Quality
88
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

79
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

230 GitHub stars

Stars/forks activity

WARN

57

230 stars, 28 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

2mo since push

License clarity

PASS

86

Apache-2.0

README/SKILL.md completeness

INFO

76

Public metadata needs stronger README/SKILL.md context

Dependency/runtime risk

PASS

90

no major dependency risk hints in public metadata

Install availability

PASS

92

npx skills add qdrant/skills --skill qdrant-monitoring-debugging

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/qdrant/skills/tree/main/skills/qdrant-monitoring/debugging

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

9 Passed · 3 Needs review

Install path

92

PASS

npx skills add qdrant/skills --skill qdrant-monitoring-debugging

Repository

88

PASS

https://github.com/qdrant/skills/tree/main/skills/qdrant-monitoring/debugging

License

86

PASS

Apache-2.0

Maintenance

88

PASS

2mo since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

84

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

230 stars, 28 forks; issue activity unavailable in current metadata

Adoption

68

INFO

230 GitHub stars

Warnings

  • Quality score needs review
  • Stars/forks activity: 230 stars, 28 forks; issue activity unavailable in current metadata

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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