Star200+

Skill audit report

Multi Task Learning PyTorch Audit report.

PyTorch implementation of multi-task learning architectures, incl. MTI-Net (ECCV2020).

EXPERIMENTAL · REVIEWNeeds reviewGenerated Aug 3, 2026Heuristic metadata audit
63
Audit
72
Trust
51
Quality
82
Security
20
Maintain
92
Install

OpenAgentSkill Trust Score

72
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

842 GitHub stars

Stars/forks activity

INFO

71

842 stars, 110 forks; issue activity unavailable in current metadata

Recent maintenance

FAIL

22

5y since push

License clarity

WARN

42

Unknown

README/SKILL.md completeness

PASS

90

Metadata includes enough usage and workflow context

Dependency/runtime risk

PASS

90

no major dependency risk hints in public metadata

Install availability

PASS

92

npx skills add SimonVandenhende/Multi-Task-Learning-PyTorch

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/SimonVandenhende/Multi-Task-Learning-PyTorch

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 · 9 Needs review

Install path

92

PASS

npx skills add SimonVandenhende/Multi-Task-Learning-PyTorch

Repository

88

PASS

https://github.com/SimonVandenhende/Multi-Task-Learning-PyTorch

License

45

CHECK

Unknown

Maintenance

20

FIX

5y since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

90

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

842 stars, 110 forks; issue activity unavailable in current metadata

Adoption

88

PASS

842 GitHub stars

Warnings

  • License is unclear
  • Repository appears stale
  • Repository looks stale
  • Quality score needs review
  • Recent maintenance: 5y since push
  • 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.

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