OpenAgentSkillRegistry

Browse All Skills AI Skill Finder Use Cases Packs Compare

Gallery Rankings Creators

Blog Guides Reports

Docs Agent Entry API CLI

Star200+Submit Skill

Loading the next page

Ttach Audit Report | OpenAgentSkill | OpenAgentSkill

OpenAgentSkillRegistry

Browse All Skills AI Skill Finder Use Cases Packs Compare

Gallery Rankings Creators

Blog Guides Reports

Docs Agent Entry API CLI

Star200+Submit Skill

Skills/Ttach/Audit

Skill audit report

Ttach Audit report.

Image Test Time Augmentation with PyTorch!

EXPERIMENTAL · REVIEWNeeds reviewGenerated Sep 18, 2026Heuristic metadata audit

71

Audit

79

Trust

70

Quality

88

Security

20

Maintain

92

Install

OpenAgentSkill Trust Score

79

Strong shortlist

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

More links

What Is an Agent Skill?AI Agent Skills Tasks Packs Best Skills New & Trending Workflow Recipes Use Cases Agents Agent Entry

Trust

Compare Safety Gate Skills Registry Rankings

More links

Outcome Loop Audits Official Weekly Reports Monthly Index State of Agent Skills vs skills.sh AgentSkills.io Alternative

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

OpenAgentSkill Trust Score

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

GitHub adoption

PASS

86

1.0K GitHub stars

Stars/forks activity

INFO

77

1.0K stars, 69 forks; issue activity unavailable in current metadata

Recent maintenance

FAIL

22

3y since push

License clarity

PASS

86

MIT

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 qubvel/ttach

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/qubvel/ttach

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 · 9 Needs review

Install path

92

PASS

npx skills add qubvel/ttach

Repository

88

PASS

https://github.com/qubvel/ttach

License

86

PASS

MIT

Maintenance

20

FIX

3y 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

77

CHECK

1.0K stars, 69 forks; issue activity unavailable in current metadata

Adoption

88

PASS

1.0K GitHub stars

Financial decision safety

58

CHECK

Research-only use: do not treat output as financial advice or execute a position without human approval.

Warnings

Repository appears stale
Financial research output is not financial advice; require human review before any live investment decision
Repository looks stale
Financial research output is not financial advice; require human review before any live investment decision.
Quality score needs review
Recent maintenance: 3y since push

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 + Computer Vision
Alternatives: 3

Open agent JSON

Signals

Audit score: 71/100
Quality: 70/100
Trust: 79/100
Install safety: 92/100
Permission surface: 86/100
Maintenance: 3y since push
Events: 9 events
GitHub stars: 1.0K
Last push: Jul 28, 2023

Agent safety v2

55/100 · 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.
Repository appears stale
55/100 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.

Repository appears stale
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.

Back to skill Alternatives Audit badge SVG

Compare nearby options

Related skills to audit next

Remove AI Watermarks

AI watermark remover. CLI and Python library to strip visible and invisible AI watermarks (Gemini / Nano Banana sparkle, SynthID) and provenance metadata (C2PA, EXIF, IPTC) from images.

4.3K Stars · Audit report

VLMEvalKit

Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks

4.2K Stars · Audit report

Aily Blockly

AI IDE for hardware development, support Arduino, MicroPython, ESP32, STM32, RP2040, Nrf5x...

3.8K Stars · Audit report