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Ragbook Notebooks Audit Report | OpenAgentSkill | OpenAgentSkill

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Skills/Ragbook Notebooks/Audit

Skill audit report

Ragbook Notebooks Audit report.

Repository for the "Building LLMs for Production" book by Towards AI.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Sep 17, 2026Heuristic metadata audit

72

Audit

74

Trust

62

Quality

81

Security

62

Maintain

92

Install

OpenAgentSkill Trust Score

74

The skill layer for AI agents: discover, compare, audit, and install reusable capabilities across Codex, Claude Code, Cursor, and agent runtimes.

Explore

Skills Gallery New submissions Agent Skills

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Trust

Compare Safety Gate Skills Registry Rankings

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Build

Docs About Contact API

More links

llms.txt OpenAPI CLI Creator Kit Skill Creators X Growth Kit Submit Blog Guides Activity

OpenAgentSkill Registry

Privacy ContactBuilt for agent-native discovery

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

76

553 GitHub stars

Stars/forks activity

INFO

71

553 stars, 198 forks; issue activity unavailable in current metadata

Recent maintenance

INFO

62

8mo since push

License clarity

WARN

42

Unknown

README/SKILL.md completeness

INFO

74

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 towardsai/ragbook-notebooks

Install command safety

PASS

92

standard package or runtime install path

Permission surface

PASS

86

filesystem or document access

Repository evidence

PASS

86

https://github.com/towardsai/ragbook-notebooks

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

8 Passed · 6 Needs review

Install path

92

PASS

npx skills add towardsai/ragbook-notebooks

Repository

88

PASS

https://github.com/towardsai/ragbook-notebooks

License

45

CHECK

Unknown

Maintenance

62

CHECK

8mo 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

86

PASS

filesystem or document access

Stars/forks activity

71

CHECK

553 stars, 198 forks; issue activity unavailable in current metadata

Adoption

88

PASS

553 GitHub stars

Warnings

License is unclear
Quality score needs review
License clarity: Unknown

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.

Review the source

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: Jupyter Notebook + RAG
Alternatives: 3

Open agent JSON

Signals

Audit score: 72/100
Quality: 62/100
Trust: 74/100
Install safety: 92/100
Permission surface: 86/100
Maintenance: 8mo since push
Events: 11 events
GitHub stars: 553
Last push: Jan 25, 2026

Agent safety v2

56/100 · Avoid automatic install

Experimentalreview

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

Skill source structure is not confirmed in the registry. Inspect the source and identify valid skill instructions before proposing an installation. A repository URL or GitHub stars do not prove installability.

Skill source structure is not confirmed in the registry. Inspect the source and identify valid skill instructions before proposing an installation. A repository URL or GitHub stars do not prove installability.
License is unclear
56/100 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.

License is unclear
Skill source structure is not confirmed in the registry. Inspect the source and identify valid skill instructions before proposing an installation. A repository URL or GitHub stars do not prove installability.

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