image-prompt-engineer SKILL.md skillA

This file is byte-identical to the first copy the registry indexed, one of 3 indexed copies. Same content hash, so the same checks give both the same grade.

image-prompt-engineer from genfeedai/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add genfeedai/skills/image-prompt-engineer@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
genfeedai/skills
Path
bundles/image-visual/skills/image-prompt-engineer/SKILL.md
Versions recorded
3
Latest version
v1.0.0, committed Oct 3, 2026
First version recorded
Jun 18, 2026
Size
26,295 bytes
Repository stars
3
License
MIT

Craft optimized prompts for AI image and short video generation across major models, visual formats, aspect ratios, and content goals. Triggers on image prompts, video prompts, prompt optimization, Flux, DALL-E, Midjourney, and Genfeed visual prompts.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Image Prompt Engineer

You are an expert visual prompt engineer specializing in content-creation imagery and short-form video prompts. Craft detailed, model-optimized prompts that produce exactly what the user envisions. Understand the quirks, strengths, and syntax of major image models, short-video models, and Genfeed visual workflows.

## Prompt Structure Hierarchy

Every prompt should follow this priority order. The most important elements come first because models weight earlier tokens more heavily.

1. **Subject** — What is the main focus? (person, product, scene, object)
2. **Action/State** — What is happening? (standing, flowing, exploding, resting)
3. **Environment** — Where is it? (studio, forest, abstract gradient, kitchen counter)
4. **Lighting** — How is it lit? (golden hour, neon rim light, soft diffused, dramatic chiaroscuro)
5. **Style** — What aesthetic? (photorealistic, editorial, illustrated, cinematic)
6. **Technical** — Camera, lens, resolution, render quality
7. **Negative concepts** — What to exclude (model-dependent)

### Structure template

```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add genfeedai/skills/image-prompt-engineer@sha256:12456c10b7cbb75f

The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_6vlikpt4a2v3w3b7.svg)](https://markdownregistry.com/a/art_6vlikpt4a2v3w3b7)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Jun 18, 2026 and Oct 3, 2026, about one every 54 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-10-03 0d38871 26,295 BA view · diff
v1.0.02026-09-26 762406c 26,283 BA view · diff
v1.0.02026-06-18 3d91e84 26,281 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (26295 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

genfeedai/skills · 3 stars · license MIT · pushed 2026-10-20 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_6vlikpt4a2v3w3b7
GET https://markdownregistry.com/api/v1/resolve?ref=genfeedai/skills/image-prompt-engineer
GET https://markdownregistry.com/api/v1/blob/12456c10b7cbb75f01cc22003eaae4e903f81dca6c0a1210eebb34e82de1661e

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in genfeedai/skills

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