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DeepLearningFromScratch Audit Report | OpenAgentSkill | OpenAgentSkill

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Skills/DeepLearningFromScratch/Audit

Skill audit report

DeepLearningFromScratch Audit report.

《深度学习入门：基于Python的理论与实现》电子版及配套代码。

REVIEWED · REVIEWNeeds reviewGenerated Sep 21, 2026Heuristic metadata audit

80

Audit

82

Trust

78

Quality

88

Security

62

Maintain

92

Install

OpenAgentSkill Trust Score

82

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

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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

86

1.1K GitHub stars

Stars/forks activity

PASS

83

1.1K stars, 271 forks; issue activity unavailable in current metadata

Recent maintenance

INFO

62

10mo since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

WARN

50

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 qiaohaoforever/DeepLearningFromScratch

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/qiaohaoforever/DeepLearningFromScratch

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

10 Passed · 4 Needs review

Install path

92

PASS

npx skills add qiaohaoforever/DeepLearningFromScratch

Repository

88

PASS

https://github.com/qiaohaoforever/DeepLearningFromScratch

License

86

PASS

MIT

Maintenance

62

CHECK

10mo 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

83

PASS

1.1K stars, 271 forks; issue activity unavailable in current metadata

Adoption

88

PASS

1.1K GitHub stars

Warnings

Quality score needs review
Documentation summary is thin
README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context

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: Python + PDF
Alternatives: 3

Open agent JSON

Signals

Audit score: 80/100
Quality: 78/100
Trust: 82/100
Install safety: 92/100
Permission surface: 86/100
Maintenance: 10mo since push
Events: 23 events
GitHub stars: 1.1K
Last push: Nov 29, 2025

Agent safety v2

64/100 · Avoid automatic install

Reviewed with permission notesreview

Usable candidate, but the agent should surface permission and audit notes before 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.
Quality score needs review
64/100 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.

Quality score needs review
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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