Skills ai-image-generation

📦

ai-image-generation

Name: ai-image-generation
Author: inferen-sh

Content revision r1 Medium Risk ⚙️ External commands🌐 Network access

Generate AI Images with inference.sh

Creating visuals across many AI image models can require separate tools and prompts. This skill gives Claude, Codex, and Claude Code concise inference.sh guidance for generation, editing, upscaling, and discovery.

Supports: Claude Codex Code(CC)

📊 69 Adequate

Install with my Agent

Copy this request to your Agent. It includes the canonical Skill page and manifest.

Agent request

Review the Skillstore skill "ai-image-generation" from https://skillstore.io/skills/inferen-sh-ai-image-generation.md and its manifest at https://skillstore.io/api/skills/inferen-sh-ai-image-generation/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.

Your Agent should still show its plan and request any confirmation required by the security policy.

Agent-readable resources

Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.

Markdown detail GET /skills/inferen-sh-ai-image-generation.md Signed manifest GET /api/skills/inferen-sh-ai-image-generation/manifest Signed lockfile GET /api/skills/inferen-sh-ai-image-generation/lockfile

Test it

Using "ai-image-generation". Create a studio product photo of a matte black travel mug.

Expected outcome:

A focused image-generation plan with a product photography prompt, suggested model, aspect ratio guidance, and review notes.

Using "ai-image-generation". Improve this image URL and make it suitable for a hero banner.

Expected outcome:

A recommended editing or upscaling workflow that preserves the subject, improves clarity, and prepares a wide banner output.

Using "ai-image-generation". Find an economical model for quick social media concepts.

Expected outcome:

A short model recommendation with speed, cost, and quality considerations for rapid concept generation.

Security Audit

Medium Risk

v4 • 7/5/2026 Open versioned report

Most static Ruby/backtick detections are Markdown fences or inline code examples, not executable Ruby or shell substitution. The meaningful risks are the intended use of the inference.sh CLI with remote model providers, an embedded external image asset, and optional related-skill installer commands. No evidence of prompt injection, credential theft, or hidden exfiltration instructions was found.

Files scanned

148

Lines analyzed

Review items

False positives ignored

Confirmed security concerns (2)

Medium

SKILL.md:4 SKILL.md:17-22 SKILL.md:102-112

External CLI Execution and Remote Model Calls

The skill grants Bash(infsh *) and instructs the agent to run inference.sh image apps with prompts and image URLs. This can send user prompts and referenced images to inference.sh and downstream model providers.

The allowed-tools line explicitly permits infsh commands, and multiple examples invoke remote image apps. The data egress risk follows directly from the documented workflow.

Low

SKILL.md:15 SKILL.md:117-138

Related Skill Installer Commands

The documentation recommends npx skills add commands for related skills. If run without review, these commands install additional skill content from the network and expand the trusted code surface.

The installer commands are explicit in the documentation, but they are presented as user-facing related-skill guidance rather than automatically executed steps.

Capability review items (1)

These are real local capabilities that may be expected for this skill, so they require review but are not counted as confirmed malicious behavior.

Low

SKILL.md:11

Hardcoded URL

![AI Image Generation](https://cloud.inference.sh/app/files/u/4mg21r6ta37mpaz6ktzwtt8krr/01kg0v0nz7w

The README embeds an external image from cloud.inference.sh. If rendered directly, it can cause a remote asset fetch and disclose viewer metadata, although it is not code execution.

Audited by: codex View Audit History →

Share & cite this report

Share the versioned assessment report, neutral badge, embed card, and citations. Skillstore reports evidence without deciding whether this Skill is safe.

Open versioned report

Copy report link

https://skillstore.io/skills/inferen-sh-ai-image-generation/audits/4?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_report

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Academic citations (APA · BibTeX · CFF)

APA citation

inferen-sh. (2026). ai-image-generation security audit report (audit version 4) [Author version unspecified]. Skillstore. https://skillstore.io/skills/inferen-sh-ai-image-generation/audits/4

BibTeX citation

@techreport{inferen-sh-inferen-sh-ai-image-generation-2026,
  author = {inferen-sh},
  title = {ai-image-generation security audit report (audit version 4)},
  institution = {Skillstore},
  year = {2026},
  number = {4},
  url = {https://skillstore.io/skills/inferen-sh-ai-image-generation/audits/4},
  note = {Author version unspecified}
}

CITATION.cff

cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "ai-image-generation security audit report (audit version 4)"
version: "unspecified"
type: report
authors:
  - name: "inferen-sh"
date-released: "2026-07-05"
url: "https://skillstore.io/skills/inferen-sh-ai-image-generation/audits/4"
identifiers:
  - type: other
    value: "skillstore:inferen-sh-ai-image-generation:audit:4"
    description: "Skillstore immutable audit report identifier"

Compare variants

23 installable variants

Each author remains a separate installable skill. The recommended variant is ranked by Skillstore evidence.

Why this variant is first

Higher Skillstore usage

Author / source Skillstore Score Evidence Confidence Skillstore usage Updated

tool-belt Recommended

tool-belt-ai-image-generation

Skillstore Score 78

Evidence Confidence High

Skillstore usage 25

Updated

2026-08-21

runcomfy-com

runcomfy-com-ai-image-generation

Skillstore Score 78

Evidence Confidence High

Skillstore usage 22

Updated

2026-08-21

inference-shell

inference-shell-ai-image-generation

Skillstore Score 78

Evidence Confidence High

Skillstore usage 11

Updated

2026-08-21

tul-sh

tul-sh-ai-image-generation

Skillstore Score 75

Evidence Confidence High

Skillstore usage 19

Updated

2026-08-21

inferen-sh Current

inferen-sh-ai-image-generation

Skillstore Score 69

Evidence Confidence High

Skillstore usage 15

Updated

2026-08-21

infsh-skills

infsh-skills-ai-image-generation

Skillstore Score 69

Evidence Confidence High

Skillstore usage 11

Updated

2026-08-21

inference-skills

inference-skills-ai-image-generation

Skillstore Score 69

Evidence Confidence High

Skillstore usage 10

Updated

2026-08-21

inference-sh

inference-sh-skills-ai-image-generation

Skillstore Score 69

Evidence Confidence High

Skillstore usage 8

Updated

2026-08-21

skillssh

skillssh-ai-image-generation

Skillstore Score 69

Evidence Confidence High

Skillstore usage 7

Updated

2026-08-21

doany-ai

doany-ai-ai-image-generation

Skillstore Score 69

Evidence Confidence High

Skillstore usage 6

Updated

2026-08-21

qu-skills

qu-skills-ai-image-generation

Skillstore Score 69

Evidence Confidence Medium

Skillstore usage 12

Updated

2026-08-21

genmedia-labs

genmedia-labs-ai-image-generation

Skillstore Score 69

Evidence Confidence Medium

Skillstore usage 2

Updated

2026-08-21

toolshell

toolshell-ai-image-generation

Skillstore Score 50

Evidence Confidence High

Skillstore usage 15

Updated

2026-08-21

skills-shell

skills-shell-ai-image-generation

Skillstore Score 50

Evidence Confidence High

Skillstore usage 7

Updated

2026-08-21

101-skills

101-skills-ai-image-generation

Skillstore Score 50

Evidence Confidence Medium

Skillstore usage 6

Updated

2026-08-21

prime-skills

prime-skills-ai-image-generation

Skillstore Score 50

Evidence Confidence Medium

Skillstore usage 2

Updated

2026-08-21

agentspace-so

agentspace-so-ai-image-generation

Skillstore Score 38

Evidence Confidence High

Skillstore usage 13

Updated

2026-08-21

halt-catch-fire

halt-catch-fire-ai-image-generation

Skillstore Score 38

Evidence Confidence Medium

Skillstore usage 50

Updated

2026-08-21

inference-sh

inference-sh-ai-image-generation

Skillstore Score 38

Evidence Confidence Medium

Skillstore usage 32

Updated

2026-08-21

inference-sh-9

inference-sh-9-ai-image-generation

Skillstore Score 38

Evidence Confidence Medium

Skillstore usage 19

Updated

2026-08-21

inference-sh-8

inference-sh-8-ai-image-generation

Skillstore Score 38

Evidence Confidence Medium

Skillstore usage 10

Updated

2026-08-21

skills-collective

skills-collective-ai-image-generation

Skillstore Score 38

Evidence Confidence Medium

Skillstore usage 5

Updated

2026-08-21

danielgwilson

danielgwilson-ai-image-generation

Skillstore Score 38

Evidence Confidence Medium

Skillstore usage 4

Updated

2026-08-21

Skillstore Score

Why this score Evidence Confidence: High

Architecture

Maintainability

Content

Community

Spec Compliance

What You Can Build

Design Concept Exploration

Create quick visual directions, mood studies, and composition ideas using several image model families.

Marketing Visual Drafts

Draft product photos, campaign concepts, social graphics, and promotional illustrations before final design work.

Developer Image Automation

Use repeatable CLI-based workflows for generated images, edits, upscales, and stitched assets.

Try These Prompts

Create a Basic Image

Generate a polished square image of [subject] with clear lighting, a simple background, and a realistic style.

Choose a Model

Recommend an inference.sh image model for [goal]. Explain the tradeoffs for quality, speed, aspect ratio, and text rendering.

Edit or Upscale an Image

Use the best image app to improve [image URL]. Preserve the main subject while changing [requested change] and increasing output quality.

Build a Multi-Step Visual Workflow

Plan a workflow for [campaign or product]. Generate initial concepts, refine one image, upscale it, and prepare final usage notes.

Best Practices

State the subject, style, lighting, aspect ratio, and intended use before generation.
Review prompts and image URLs for sensitive information before sending them to remote services.
Use fast models for drafts, then use higher quality models or upscaling for final assets.

Avoid

Do not send private images, secrets, or regulated data to remote model services without approval.
Do not run installer commands for related skills without reviewing the source and trust level.
Do not expect identical output across models, runs, or future platform changes.

Frequently Asked Questions

What does this skill help create?

It helps create AI images, edits, upscales, stitched images, product visuals, illustrations, and concept art through inference.sh.

Which tools can use this skill?

The report lists support for Claude, Codex, and Claude Code.

Does it require an external service?

Yes. It depends on the inference.sh CLI and remote model apps.

Can it edit existing images?

Yes. The skill includes image editing, image upscaling, and image stitching examples using image URLs.

Is it safe for private images?

Use caution. Prompts and image URLs may be sent to external services and model providers.

Does it replace design review?

No. Generated visuals still need human review for accuracy, branding, rights, and quality.

Developer Details

Author

inferen-sh

License

MIT

Skillstore revision

Version notice

The author did not declare a version.

Repository

https://github.com/inferen-sh/skills/tree/main/tools/image/ai-image-generation/

Ref

30c73eac2afe762f6aa9c4553158769369d47351

Maintenance freshness

7/18/2026

Usage

12 downloads · 177 views

File structure

📄 SKILL.md

ai-image-generation

Install with my Agent

Agent-readable resources

Test it

Security Audit

Confirmed security concerns (2)

Risk Factors

Copy report link

Markdown badge

HTML badge

Embed card

APA citation

BibTeX citation

CITATION.cff

Compare variants

Skillstore Score

What You Can Build

Design Concept Exploration

Marketing Visual Drafts

Developer Image Automation

Try These Prompts

Best Practices

Avoid

Frequently Asked Questions

Developer Details