Skill audit report

academic-plotting Audit report.

Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, auto-selects chart type and generates data-driven figures via matplotlib/seaborn. Use when creating any figure for a conference paper.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Oct 18, 2026Heuristic metadata audit
72
Audit
68
Trust
54
Quality
72
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

68
Manual review

OpenAgentSkill Trust Score

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

GitHub adoption

FAIL

30

20 GitHub stars

Stars/forks activity

FAIL

32

20 stars, 1 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

3d since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

WARN

56

credential or environment access, network or browser surface

Install availability

PASS

92

npx skills add KalarisLabs/research-agent-skills --skill academic-plotting

Install command safety

PASS

92

standard package or runtime install path

Permission surface

FAIL

34

secrets or environment access, filesystem or document access

Repository evidence

PASS

86

https://github.com/KalarisLabs/research-agent-skills/tree/main/skills/academic-plotting

Review status

WARN

46

AI review approval is missing

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

6 Passed · 18 Needs review

Install path

92

PASS

npx skills add KalarisLabs/research-agent-skills --skill academic-plotting

Repository

88

PASS

https://github.com/KalarisLabs/research-agent-skills/tree/main/skills/academic-plotting

License

86

PASS

MIT

Maintenance

100

PASS

3d since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

56

FIX

credential or environment access, network or browser surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

34

FIX

secrets or environment access, filesystem or document access

Stars/forks activity

32

FIX

20 stars, 1 forks; issue activity unavailable in current metadata

Adoption

42

CHECK

20 GitHub stars

Financial decision safety

58

CHECK

Research-only use: do not treat output as financial advice or execute a position without human approval.

Warnings

  • 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
  • Low GitHub adoption signal
  • AI review approval is missing
  • 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, filesystem or document access
  • GitHub adoption: 20 GitHub stars
  • Stars/forks activity: 20 stars, 1 forks; issue activity unavailable in current metadata
  • Dependency/runtime risk: credential or environment access, network or browser 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.

Compare nearby options

Related skills to audit next