Skills ai-image-generation
๐Ÿ“ฆ

ai-image-generation

Content revision r1 Critical โš™๏ธ External commands๐ŸŒ Network access

Generate AI Images with inference.sh

Creating model-specific image prompts and commands can slow visual work. This skill provides inference.sh examples for generation, editing, upscaling, and model selection.

Supports: Claude Codex Code(CC)
โš ๏ธ 38 Poor

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/inference-sh-8-ai-image-generation.md and its manifest at https://skillstore.io/api/skills/inference-sh-8-ai-image-generation/manifest. Verify the artifact. Do not auto-install. Inspect the skill and report your findings, then wait for an operator or manual installation decision.

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

Test it

Using "ai-image-generation". Generate a studio product image of a travel mug for an online store.

Expected outcome:

  • Recommended FLUX Dev LoRA for high-quality product rendering.
  • Prepared a concise prompt with lighting, background, and composition details.
  • Noted that final generation requires inference.sh login and network access.

Using "ai-image-generation". Create a poster image where the words HELLO WORLD must be readable.

Expected outcome:

The skill recommends Reve or Seedream 3.0 for text rendering, then drafts a prompt that prioritizes clear lettering and simple layout.

Using "ai-image-generation". Improve a low-resolution campaign image from a URL.

Expected outcome:

The skill suggests Topaz Upscaler and asks you to confirm that the URL can be shared with an external service.

Security Audit

Critical
v5 โ€ข 7/9/2026 Open versioned report

Most static findings are Markdown backtick or hardcoded-link false positives from documentation, model IDs, and normal inference.sh examples. The Quick Start command that pipes a remote installer into sh is confirmed as a critical security risk. No prompt injection, credential exfiltration intent, or additional semantic abuse was found in SKILL.md.

1
Files scanned
140
Lines analyzed
2
Review items
0
False positives ignored

Confirmed security concerns (1)

Critical
Pipe to shell pattern
curl -fsSL https://cli.inference.sh | sh && infsh login
The command pipes https://cli.inference.sh directly into sh and then runs login. Executing unaudited remote script content is a critical installer pattern.
Capability review items (2)

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

High
Hardcoded URL
curl -fsSL https://cli.inference.sh | sh && infsh login
The hardcoded URL is used by curl in a pipeline to sh, so downloaded network content is executed immediately. That is a real supply-chain risk.
Medium
Ruby/shell backtick execution
```bash
The Quick Start command block includes a remote installer pipeline and immediate CLI execution. The risk is the documented shell execution path, even though the Ruby backtick label is imprecise.

Detected Patterns

Pipe to shell pattern
Audited by: codex View Audit History โ†’
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
Security Assessment

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Academic citations (APA ยท BibTeX ยท CFF)

APA citation

inference-sh-8. (2026). ai-image-generation security audit report (audit version 5) [Author version unspecified]. Skillstore. https://skillstore.io/skills/inference-sh-8-ai-image-generation/audits/5

BibTeX citation

@techreport{inference-sh-8-inference-sh-8-ai-image-generation-2026, author = {inference-sh-8}, title = {ai-image-generation security audit report (audit version 5)}, institution = {Skillstore}, year = {2026}, number = {5}, url = {https://skillstore.io/skills/inference-sh-8-ai-image-generation/audits/5}, 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 5)" version: "unspecified" type: report authors: - name: "inference-sh-8" date-released: "2026-07-09" url: "https://skillstore.io/skills/inference-sh-8-ai-image-generation/audits/5" identifiers: - type: other value: "skillstore:inference-sh-8-ai-image-generation:audit:5" 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
tool-belt Recommended

tool-belt-ai-image-generation

Skillstore Score 78
Evidence Confidence High
Skillstore usage 25
Updated

2026-08-21

runcomfy-com-ai-image-generation

Skillstore Score 78
Evidence Confidence High
Skillstore usage 22
Updated

2026-08-21

inference-shell-ai-image-generation

Skillstore Score 78
Evidence Confidence High
Skillstore usage 11
Updated

2026-08-21

tul-sh-ai-image-generation

Skillstore Score 75
Evidence Confidence High
Skillstore usage 19
Updated

2026-08-21

inferen-sh-ai-image-generation

Skillstore Score 69
Evidence Confidence High
Skillstore usage 15
Updated

2026-08-21

infsh-skills-ai-image-generation

Skillstore Score 69
Evidence Confidence High
Skillstore usage 11
Updated

2026-08-21

inference-skills-ai-image-generation

Skillstore Score 69
Evidence Confidence High
Skillstore usage 10
Updated

2026-08-21

inference-sh-skills-ai-image-generation

Skillstore Score 69
Evidence Confidence High
Skillstore usage 8
Updated

2026-08-21

skillssh-ai-image-generation

Skillstore Score 69
Evidence Confidence High
Skillstore usage 7
Updated

2026-08-21

doany-ai-ai-image-generation

Skillstore Score 69
Evidence Confidence High
Skillstore usage 6
Updated

2026-08-21

qu-skills-ai-image-generation

Skillstore Score 69
Evidence Confidence Medium
Skillstore usage 12
Updated

2026-08-21

genmedia-labs-ai-image-generation

Skillstore Score 69
Evidence Confidence Medium
Skillstore usage 2
Updated

2026-08-21

toolshell-ai-image-generation

Skillstore Score 50
Evidence Confidence High
Skillstore usage 15
Updated

2026-08-21

skills-shell-ai-image-generation

Skillstore Score 50
Evidence Confidence High
Skillstore usage 7
Updated

2026-08-21

101-skills-ai-image-generation

Skillstore Score 50
Evidence Confidence Medium
Skillstore usage 6
Updated

2026-08-21

prime-skills-ai-image-generation

Skillstore Score 50
Evidence Confidence Medium
Skillstore usage 2
Updated

2026-08-21

agentspace-so-ai-image-generation

Skillstore Score 38
Evidence Confidence High
Skillstore usage 13
Updated

2026-08-21

halt-catch-fire-ai-image-generation

Skillstore Score 38
Evidence Confidence Medium
Skillstore usage 50
Updated

2026-08-21

inference-sh-ai-image-generation

Skillstore Score 38
Evidence Confidence Medium
Skillstore usage 32
Updated

2026-08-21

inference-sh-9-ai-image-generation

Skillstore Score 38
Evidence Confidence Medium
Skillstore usage 19
Updated

2026-08-21

inference-sh-8-ai-image-generation

Skillstore Score 38
Evidence Confidence Medium
Skillstore usage 10
Updated

2026-08-21

skills-collective-ai-image-generation

Skillstore Score 38
Evidence Confidence Medium
Skillstore usage 5
Updated

2026-08-21

danielgwilson-ai-image-generation

Skillstore Score 38
Evidence Confidence Medium
Skillstore usage 4
Updated

2026-08-21

Skillstore Score

Why this score Evidence Confidence: Medium
55
Architecture
85
Maintainability
87
Content
71
Community
83
Spec Compliance

What You Can Build

Create Product Mockups

Generate product photo concepts with controlled lighting, background, and composition notes.

Explore Visual Concepts

Compare models for concept art, posters, and campaign visuals before selecting a final direction.

Prepare Image Assets

Upscale low-resolution images or stitch multiple source images for production drafts.

Try These Prompts

Create a Simple Image
Use ai-image-generation to generate a square product photo of a ceramic mug on a white background with soft studio lighting.
Choose a Text Model
Recommend an inference.sh image model for a poster that must render the words SUMMER SALE clearly, then prepare the command.
Edit and Upscale an Image
Use the image URL I provide to enhance details, upscale it, and keep the original composition intact. Ask before changing style.
Build a Campaign Workflow
Plan a three-step inference.sh workflow that creates three ad concepts, selects the best model for each, and upscales the final image.

Best Practices

  • Verify CLI installation manually before running installer commands.
  • Include subject, composition, style, lighting, and aspect ratio in each prompt.
  • Review provider terms and privacy needs before sending image URLs.

Avoid

  • Do not pipe remote install scripts directly into a shell.
  • Do not send private, regulated, or customer images as public URLs.
  • Do not expect every model to support editing, text rendering, and upscaling.

Frequently Asked Questions

Does this skill create images locally?
No. It prepares and runs inference.sh CLI workflows that call external image models.
Which AI tools can use it?
The report lists compatibility with Claude, Codex, and Claude Code.
Do I need an inference.sh account?
Yes. The examples require the inference.sh CLI and login before model calls can run.
Can it edit existing images?
The skill description lists image editing support, and the file includes upscaling and stitching examples.
Is the install command safe?
The audit flags the remote install pipeline. Prefer manual installation with checksum verification before using the CLI.
Can it help choose a model?
Yes. It includes model notes for FLUX, Gemini, Grok, Seedream, Reve, ImagineArt, and Topaz.

Developer Details

License

MIT

Skillstore revision

r1

Version notice

The author did not declare a version.

Ref

3e4b6c31a74a3bd1a291c98cf585d720cb9fbc88

Maintenance freshness

7/18/2026

Usage

8 downloads ยท 244 views

File structure

๐Ÿ“„ SKILL.md

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