Skill audit report

matplotlib-data-visualization Audit report.

Chart design and data storytelling guidelines for matplotlib. Use when creating visualizations that need to communicate a clear message, tell a story with data, or follow best practices for readability and design. Focuses on visualization principles rather than matplotlib API syntax.

REVIEWED · REVIEWNeeds reviewGenerated Oct 12, 2026Heuristic metadata audit
75
Audit
75
Trust
55
Quality
79
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

75
Strong shortlist

OpenAgentSkill Trust Score

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

GitHub adoption

WARN

48

25 GitHub stars

Stars/forks activity

WARN

48

25 stars, 10 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

6d since push

License clarity

PASS

86

BSD-3-Clause

README/SKILL.md completeness

INFO

76

Public metadata needs stronger README/SKILL.md context

Dependency/runtime risk

PASS

82

network or browser surface

Install availability

PASS

92

npx skills add pavelzw/skill-forge --skill matplotlib-data-visualization

Install command safety

PASS

92

standard package or runtime install path

Permission surface

PASS

86

network or browser access

Repository evidence

PASS

86

https://github.com/pavelzw/skill-forge/tree/main/recipes/matplotlib-data-visualization

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 · 9 Needs review

Install path

92

PASS

npx skills add pavelzw/skill-forge --skill matplotlib-data-visualization

Repository

88

PASS

https://github.com/pavelzw/skill-forge/tree/main/recipes/matplotlib-data-visualization

License

86

PASS

BSD-3-Clause

Maintenance

100

PASS

6d since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

84

PASS

Usable description available

Dependency risk

82

PASS

network or browser surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

86

PASS

network or browser access

Stars/forks activity

48

FIX

25 stars, 10 forks; issue activity unavailable in current metadata

Adoption

42

CHECK

25 GitHub stars

Warnings

  • Low GitHub adoption signal
  • AI review approval is missing
  • Quality score needs review
  • GitHub adoption: 25 GitHub stars
  • Stars/forks activity: 25 stars, 10 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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