By task

Start with what you want to do.

Development
Design & UI
Images & graphics
Video & audio
Documents
PPT skills & slides
Data & analytics
Search & research
Browser & automation
DevOps & cloud
AI & knowledge
Marketing & sales
Productivity
Security
Finance

By output

Find the format you need.

Websites & UI
Images
Video & audio
Slides
Documents
Code
Data & tables

By agent

Explore skills for your tools.

Codex
Claude Code
Cursor · code review
More agents

Browse all skills With examples AI Skill Finder

Categories Use Cases Packs Compare Search skills

Skill Creators
Creator Center
Submit Skill
Creator Kit

Resources

Blog
Guides
Reports

Developers

Docs
Agent Entry
API
CLI

Community

Contact
Sponsor

Log in Sign up free

Loading the next page

Simple Diffusion Audit Report | OpenAgentSkill | OpenAgentSkill

By task

Start with what you want to do.

Development
Design & UI
Images & graphics
Video & audio
Documents
PPT skills & slides
Data & analytics
Search & research
Browser & automation
DevOps & cloud
AI & knowledge
Marketing & sales
Productivity
Security
Finance

By output

Find the format you need.

Websites & UI
Images
Video & audio
Slides
Documents
Code
Data & tables

By agent

Explore skills for your tools.

Codex
Claude Code
Cursor · code review
More agents

Browse all skills With examples AI Skill Finder

Categories Use Cases Packs Compare Search skills

Skill Creators
Creator Center
Submit Skill
Creator Kit

Resources

Blog
Guides
Reports

Developers

Docs
Agent Entry
API
CLI

Community

Contact
Sponsor

Log in Sign up free

Skills/Simple Diffusion/Audit

Skill audit report

Simple Diffusion Audit report.

A minimal implementation of a denoising diffusion model in PyTorch.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Oct 8, 2026Heuristic metadata audit

73

Audit

75

Trust

60

Quality

87

Security

62

Maintain

92

Install

OpenAgentSkill Trust Score

75

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 Sponsor API

More links

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

OpenAgentSkill Registry

Privacy Contact SponsorBuilt 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

62

134 GitHub stars

Stars/forks activity

WARN

57

134 stars, 13 forks; issue activity unavailable in current metadata

Recent maintenance

INFO

62

10mo 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 filipbasara0/simple-diffusion

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/filipbasara0/simple-diffusion

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 · 7 Needs review

Install path

92

PASS

npx skills add filipbasara0/simple-diffusion

Repository

88

PASS

https://github.com/filipbasara0/simple-diffusion

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

57

FIX

134 stars, 13 forks; issue activity unavailable in current metadata

Adoption

68

INFO

134 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

Financial research output is not financial advice; require human review before any live investment decision
Financial research output is not financial advice; require human review before any live investment decision.
Quality score needs review
Stars/forks activity: 134 stars, 13 forks; issue activity unavailable in current metadata

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 + Image Generation
Alternatives: 3

Open agent JSON

Signals

Audit score: 73/100
Quality: 60/100
Trust: 75/100
Install safety: 92/100
Permission surface: 86/100
Maintenance: 10mo since push
Events: 14 events
GitHub stars: 134
Last push: Dec 5, 2025

Agent safety v2

57/100 · 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.
Financial research output is not financial advice; require human review before any live investment decision
57/100 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.

Financial research output is not financial advice; require human review before any live investment decision

Back to skill Alternatives Audit badge SVG

Compare nearby options

Related skills to audit next

GPT SoVITS

1 min voice data can also be used to train a good TTS model! (few shot voice cloning)

59K Stars · Audit report

Unsloth

Unsloth Studio is a web UI for training and running open models like Gemma 4, Qwen3.6, DeepSeek, gpt-oss locally.

67K Stars · Audit report

Whisper.Cpp

Port of OpenAI's Whisper model in C/C++

51K Stars · Audit report

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.