Star200+

Skill audit report

anndata Audit report.

Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.

REVIEWED · REVIEWNeeds reviewGenerated Aug 23, 2026Heuristic metadata audit
88
Audit
82
Trust
92
Quality
80
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

82
Strong shortlist

OpenAgentSkill Trust Score

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

GitHub adoption

PASS

100

34K GitHub stars

Stars/forks activity

PASS

97

34K stars, 3.3K forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

2d since push

License clarity

PASS

86

BSD-3-Clause license

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

WARN

54

command execution surface, external package install surface

Install availability

PASS

92

npx skills add K-Dense-AI/scientific-agent-skills --skill anndata

Install command safety

PASS

92

standard package or runtime install path

Permission surface

WARN

48

shell or command execution, filesystem or document access

Repository evidence

PASS

86

https://github.com/K-Dense-AI/scientific-agent-skills/tree/main/skills/anndata

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 · 7 Needs review

Install path

92

PASS

npx skills add K-Dense-AI/scientific-agent-skills --skill anndata

Repository

88

PASS

https://github.com/K-Dense-AI/scientific-agent-skills/tree/main/skills/anndata

License

86

PASS

BSD-3-Clause license

Maintenance

100

PASS

2d since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

54

FIX

command execution surface, external package install surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

48

FIX

shell or command execution, filesystem or document access

Stars/forks activity

97

PASS

34K stars, 3.3K forks; issue activity unavailable in current metadata

Adoption

88

PASS

34K GitHub stars

Warnings

  • Dependency or permission surface needs review
  • Permission surface may require sandboxing
  • Permission surface needs review: shell or command execution, filesystem or document access
  • Dependency/runtime risk: command execution surface, external package install surface
  • Permission surface: shell or command execution, 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.

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