Skills ai-image-generation
๐Ÿ“ฆ

ai-image-generation

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

Generate and Edit Images Across Leading AI Models

Choosing and invoking image models individually slows creative work. This skill provides one belt CLI workflow for generation, editing, upscaling, and image stitching.

Supports: Claude Codex Code(CC)
โš ๏ธ 50 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/101-skills-ai-image-generation.md and its manifest at https://skillstore.io/api/skills/101-skills-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.

Test it

Using "ai-image-generation". Create a wide cyberpunk city image for a social campaign.

Expected outcome:

Selected Grok Imagine for its aspect-ratio control. Generated a 16:9 night city scene with neon signage and a clear headline area.

Using "ai-image-generation". Change a product photo background to a sunset beach.

Expected outcome:

Selected GPT-Image for image editing. Preserved the product shape and replaced the background with a warm beach scene.

Using "ai-image-generation". Improve a small approved poster and prepare a comparison strip.

Expected outcome:

  • Upscaled the approved poster with the Topaz image app.
  • Stitched the original and enhanced versions horizontally for review.

Security Audit

Medium Risk
v5 โ€ข 7/12/2026 Open versioned report

The scanner mostly mistook Markdown formatting and model identifiers for Ruby or shell backtick execution. A remote image, mutable installation guidance, broad belt permission, and hosted processing create low-to-medium privacy and supply-chain risks. No prompt injection or malicious exfiltration intent was found.

1
Files scanned
172
Lines analyzed
2
Review items
0
False positives ignored

Confirmed security concerns (3)

Medium
Broad belt CLI Permission
The allowed-tools rule permits every belt subcommand, while the documented workflow needs only login, app discovery, and app execution.
The wildcard permission is explicit and broader than the commands demonstrated in the file. The impact depends on capabilities exposed by the installed belt CLI.
Medium
Unpinned Third-Party Skill Installation
The skill recommends unversioned npx installations and mutable remote instructions, so later upstream changes may alter installed behavior without review.
The commands and raw repository link contain no immutable version or commit pin. This is a clear supply-chain exposure, although no malicious upstream behavior is shown.
Medium
Prompts and Image References Sent to Hosted Models
The examples submit prompts and user-supplied image URLs to hosted model applications, which may expose sensitive creative or personal data.
The app-run examples explicitly include prompts and external image URLs as inputs. Service-side retention and access controls are not described in the skill.
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.

Low
Hardcoded URL
![AI Image Generation](https://cloud.inference.sh/app/files/u/4mg21r6ta37mpaz6ktzwtt8krr/01kg0v0nz7w
The remote Markdown image may be fetched automatically when rendered, exposing viewer network metadata and allowing the hosted content to change.
Low
Hardcoded URL
> Requires inference.sh CLI (`belt`). [Install instructions](https://raw.githubusercontent.com/infer
The installation link targets mutable raw content on a remote repository. Following changing installation instructions creates a limited supply-chain risk.
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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https://skillstore.io/skills/101-skills-ai-image-generation/audits/5?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_report

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Academic citations (APA ยท BibTeX ยท CFF)

APA citation

101-skills. (2026). ai-image-generation security audit report (audit version 5) [Author version unspecified]. Skillstore. https://skillstore.io/skills/101-skills-ai-image-generation/audits/5

BibTeX citation

@techreport{101-skills-101-skills-ai-image-generation-2026, author = {101-skills}, title = {ai-image-generation security audit report (audit version 5)}, institution = {Skillstore}, year = {2026}, number = {5}, url = {https://skillstore.io/skills/101-skills-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: "101-skills" date-released: "2026-07-12" url: "https://skillstore.io/skills/101-skills-ai-image-generation/audits/5" identifiers: - type: other value: "skillstore:101-skills-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 Current

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
65
Community
83
Spec Compliance

What You Can Build

Create Product Concepts

Generate studio product images, compare model outputs, and refine backgrounds for early design reviews.

Produce Campaign Visuals

Create social graphics, posters with text, and wide campaign scenes from structured creative prompts.

Automate Image Workflows

Run repeatable generation, editing, upscaling, and stitching tasks from a command-line workflow.

Try These Prompts

Generate a Simple Image
Use this skill to generate an image of [subject] in [style] with [lighting]. Choose a suitable model and explain the selection.
Create a Product Visual
Generate a professional product image for [product]. Use [background], [camera angle], and [aspect ratio]. Select a model suited to product photography.
Edit and Upscale an Image
Edit the image at [image URL] by changing [requested element] while preserving [protected details]. Then upscale the approved result.
Compare a Multi-Model Campaign
Create [number] campaign variants for [audience] using two suitable models. Keep [brand constraints], compare results, and stitch selected images horizontally.

Best Practices

  • State the subject, composition, style, lighting, aspect ratio, and required text before choosing a model.
  • Use non-sensitive image URLs and review each provider policy before submitting source material.
  • Generate small comparisons first, then edit and upscale only the selected result.

Avoid

  • Do not submit confidential prompts, private image links, or personal images without authorization.
  • Do not assume every model supports the same editing controls, dimensions, or text quality.
  • Do not upscale every draft before composition and content are approved.

Frequently Asked Questions

What do I need before using this skill?
Install the belt CLI, authenticate with inference.sh, and ensure network access is available.
Can this skill edit an existing image?
Yes. The GPT-Image example accepts an image URL and a natural-language editing prompt.
Which models can render text in images?
The skill identifies Reve and Seedream 3.0 for text rendering, with a poster example for Reve.
Can it improve image resolution?
Yes. It provides a Topaz image-upscaling command that accepts a source image URL.
Does it work offline?
No. The workflow uses the belt CLI to call hosted inference.sh applications.
How should sensitive images be handled?
Avoid confidential or personal images unless provider terms, authorization, retention, and access controls are acceptable.

Developer Details

Author

101-skills

License

MIT

Skillstore revision

r1

Version notice

The author did not declare a version.

Ref

d71c7417a35d5c2624161bd2fe8de8a41a362128

Maintenance freshness

7/18/2026

Usage

3 downloads ยท 0 views

File structure

๐Ÿ“„ SKILL.md

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