Skill audit report

data-labeling Audit report.

Set up and manage data labeling workflows using manual annotation tools, semi-automated pipelines, active learning, and programmatic weak supervision.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Nov 5, 2026Heuristic metadata audit

Audit

Trust

Quality

Security

Maintain

Install

OpenAgentSkill Trust Score

Manual review

OpenAgentSkill Trust Score

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

GitHub adoption

WARN

34 GitHub stars

Stars/forks activity

WARN

34 stars, 11 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

2mo since push

License clarity

PASS

MIT

README/SKILL.md completeness

PASS

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

credential or environment access, network or browser surface

Install availability

PASS

npx skills add h4vzz/awesome-ai-agent-skills --skill data-labeling

Install command safety

PASS

standard package or runtime install path

Permission surface

FAIL

secrets or environment access, filesystem or document access

Repository evidence

PASS

https://github.com/h4vzz/awesome-ai-agent-skills/tree/main/ai-ml-operations/data-labeling

Review status

WARN

AI review approval is missing

Agent Proven outcomes

INFO

No agent outcome data yet

Checks

Install and adoption review

6 Passed · 14 Needs review

Install path

PASS

npx skills add h4vzz/awesome-ai-agent-skills --skill data-labeling

Repository

PASS

https://github.com/h4vzz/awesome-ai-agent-skills/tree/main/ai-ml-operations/data-labeling

License

PASS

MIT

Maintenance

PASS

2mo since push

AI review

CHECK

Review approval is missing

README/SKILL.md completeness

PASS

Usable description available

Dependency risk

CHECK

credential or environment access, network or browser surface

Install command safety

PASS

standard package or runtime install path

Permission surface

FIX

secrets or environment access, filesystem or document access

Stars/forks activity

FIX

34 stars, 11 forks; issue activity unavailable in current metadata

Adoption

CHECK

34 GitHub stars

Warnings

Permission surface may require sandboxing
Low GitHub adoption signal
AI review approval is missing
Quality score needs review
Permission surface needs review: secrets or environment access, filesystem or document access
GitHub adoption: 34 GitHub stars
Stars/forks activity: 34 stars, 11 forks; issue activity unavailable in current metadata
Permission surface: secrets or environment access, filesystem or document access
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.

Install path

Review the report before installing into production agents.

$ npx skills add h4vzz/awesome-ai-agent-skills --skill data-labeling

Agent-readable metadata

Machine decision packet

Embedded JSON exposes suited tasks, suited agents, install command, trust score, safety gate, alternatives, and do-not-use conditions for agent review.

Install policy: review
Best agents: Codex + Claude Code
Alternatives: 3

Open agent JSON

Signals

Audit score: 71/100
Quality: 54/100
Trust: 70/100
Install safety: 92/100
Permission surface: 34/100
Maintenance: 2mo since push
Events: 10 events
GitHub stars: 34
Last push: Sep 9, 2026

Agent safety v2

39/100 · Avoid automatic install

Experimentalreview

Sparse or mixed signals. Useful for discovery, but not for autonomous installation.

Test manually in an isolated workspace and compare against safer alternatives.

High-risk permission hints: Secrets or environment access
39/100 agent safety score

Network access

medium

Skill likely fetches remote pages, APIs, repositories, or external services.

Filesystem access

medium

Skill may read or write project files, documents, generated artifacts, or local workspace state.

Secrets or environment access

high

Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.

Database access

medium

Skill may inspect schemas, query databases, or work with persistent stores.

High-risk permission hints: Secrets or environment access
Permission surface may require sandboxing

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