GPT Image 2 Generator & Editor Agent Skill

Generates and edits high-quality visual assets using GPT Image 2 with 80+ structured prompt templates across three flexible execution modes.

Context cost
203.6k tokensestimated from the bundle; more than a 200k window holds
Bundle
103 files · 835.7 kB4 scripts among them — read before you run
Licence
not declarednone named by its author
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

面向 GPT Image 2 的图像生成 / 编辑技能。可在 3 种环境下使用:(A) Garden 本地模式,通过 OpenAI 兼容接口直接出图并落盘;(B) Host-Native 模式,把本 Skill 当作提示词工程指引,把渲染好的 prompt 交给宿主 Agent 自带的图像工具出图;(C) Advisor 模式,宿主无任何图像工具时退化为高质量 prompt 顾问。涵盖 18 大类、80+ 个结构化模板,覆盖海报 / UI / 产品 / 信息图 / 学术图 / 技术架构图 / 漫画 / 头像 / 流程板 / 电影分镜 / IP 周边 / 编辑工作流等场景。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

designprompt
Filed under

Design & Media

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md26.6 kB · preview
--- name: gpt-image-2 ---
6# GPT Image 2
7
8这是一个面向 GPT Image 2 的聚焦型技能,在 3 种运行环境下都能用,但行为差异显著。**第一步必须先确定当前运行模式**。
9
10它只做两类图像任务:
11
12- 生成图片:POST /images/generations
13- 编辑图片:POST /images/edits
14
15本文件保留:运行模式、技能结构、环境变量、保存 / 命名规则、模板索引、模式感知工作流。详细模板全部放在 references/,分层组织:
16
17- 一级:分类目录
18- 二级:单模板 Markdown 文件
19
20## 运行模式(必读,做任何事之前先确定)
21
22本 Skill 自带一个轻量探测脚本,先跑一次,再根据结果决定怎么干活:
23
24```bash
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md2,139 words
Files103
Licencenot declared
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈80
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
203,520
on trigger
The instruction body and 102 supporting files, read only when the skill fires.
1×
a 200k window
It does not fit in the window: loaded whole, it would need more room than the model has.
050k100k150k200k context window

203.6k tokens, estimated from the bundle at four bytes to the token — more than the whole window, so it cannot all be held at once: the model reads SKILL.md when the skill fires and the other files only as the instructions call for them. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

103 files, 835.7 kB on disk. Mostly text — the instructions the model reads — with 4 scripts in it that your client would run only if the instructions tell it to.

  • SKILL.md26.6 kB
  • README.md19.2 kB
  • README.zh-CN.md19.0 kB
  • manifest.json0.6 kB
  • references/prompt-writing.md24.0 kB
  • scripts/check-mode.js2.2 kB
  • scripts/edit.js7.1 kB
  • scripts/generate.js5.7 kB
  • scripts/package.json0.1 kB
  • scripts/shared.js6.3 kB
  • references/academic-figures/graphical-abstract.md10.4 kB
  • references/academic-figures/mechanism-diagram.md11.5 kB
  • references/academic-figures/method-pipeline-overview.md12.9 kB
  • references/academic-figures/multi-condition-comparison.md11.1 kB
  • references/academic-figures/neural-network-architecture.md9.9 kB
  • references/academic-figures/publication-chart.md11.6 kB
  • references/academic-figures/qualitative-comparison-grid.md9.7 kB
  • references/academic-figures/research-overview-poster.md11.7 kB
  • references/academic-figures/scientific-schematic.md11.1 kB
  • references/assets-and-props/game-screenshot-mockup.md5.9 kB
  • references/assets-and-props/retro-skeuomorphic-icons.md5.5 kB
  • references/avatars-and-profile/character-grid-portrait.md6.7 kB
  • references/avatars-and-profile/cultural-portrait-series.md5.4 kB
  • references/avatars-and-profile/sticker-set.md5.4 kB
  • references/avatars-and-profile/style-transfer-selfie.md5.2 kB
  • references/avatars-and-profile/themed-3d-icon.md5.1 kB
  • references/branding-and-packaging/beverage-label-design.md5.2 kB
  • references/branding-and-packaging/brand-identity-board.md5.8 kB
  • references/branding-and-packaging/character-merch-board.md15.1 kB
  • references/branding-and-packaging/cosmetic-packaging.md5.3 kB
  • references/branding-and-packaging/full-mascot-brand-doc.md13.3 kB
  • references/branding-and-packaging/mascot-brand-kit.md5.6 kB
  • references/editing-workflows/background-replacement.md3.7 kB
  • references/editing-workflows/local-object-replacement.md3.4 kB
  • references/editing-workflows/object-removal.md2.9 kB
  • references/editing-workflows/portrait-local-edit.md3.4 kB
  • references/editing-workflows/product-retouching.md3.3 kB
  • references/grids-and-collages/ad-banner-multi-grid.md10.8 kB
  • references/grids-and-collages/anime-pitch-board.md5.8 kB
  • references/grids-and-collages/banner-grid-2x2.md5.8 kB
  • references/grids-and-collages/lookbook-grid.md5.6 kB
  • references/grids-and-collages/mixed-style-multi-panel.md5.8 kB
  • references/infographics/bento-grid-infographic.md8.6 kB
  • references/infographics/comparison-infographic.md7.6 kB
  • references/infographics/hand-drawn-infographic.md8.3 kB
  • references/infographics/kpi-dashboard-infographic.md9.0 kB
  • references/infographics/legend-heavy-infographic.md6.7 kB
  • references/infographics/step-by-step-infographic.md8.2 kB
  • references/maps/food-map.md7.1 kB
  • references/maps/illustrated-city-map.md5.0 kB
  • references/maps/itinerary-day-trip-map.md13.9 kB
  • references/maps/store-distribution-map.md5.5 kB
  • references/maps/travel-route-map.md5.9 kB
  • references/portraits-and-characters/character-sheet.md5.5 kB
  • references/portraits-and-characters/founder-portrait.md5.1 kB
  • references/portraits-and-characters/pose-reference-sheet.md12.7 kB
  • references/portraits-and-characters/professional-portrait.md4.7 kB
  • references/portraits-and-characters/virtual-host.md5.0 kB
  • references/poster-and-campaigns/banner-hero.md4.8 kB
  • references/poster-and-campaigns/biomimetic-concept-poster.md11.3 kB
  • references/poster-and-campaigns/brand-poster.md4.5 kB
  • references/poster-and-campaigns/campaign-kv.md4.9 kB
  • references/poster-and-campaigns/character-catalog-poster.md13.3 kB
  • references/poster-and-campaigns/editorial-cover.md5.2 kB
  • references/poster-and-campaigns/lineup-comparison-poster.md12.3 kB
  • references/poster-and-campaigns/vintage-editorial-infographic.md13.0 kB
  • references/product-visuals/ecommerce-marketing-board.md14.1 kB
  • references/product-visuals/exploded-view-poster.md8.0 kB
  • references/product-visuals/lifestyle-product-scene.md7.3 kB
  • references/product-visuals/packaging-showcase.md7.2 kB
  • references/product-visuals/premium-studio-product.md6.9 kB
  • references/product-visuals/white-background-product.md5.9 kB
  • references/scenes-and-illustrations/concept-scene.md4.6 kB
  • references/scenes-and-illustrations/healing-scene.md4.5 kB
  • references/scenes-and-illustrations/minimalist-mood-scene.md4.4 kB
  • references/scenes-and-illustrations/picture-book-scene.md4.5 kB
  • references/slides-and-visual-docs/dense-explainer-slides.md5.6 kB
  • references/slides-and-visual-docs/educational-diagram-slide.md5.2 kB
  • references/slides-and-visual-docs/policy-style-slide.md5.8 kB
  • references/slides-and-visual-docs/visual-report-page.md6.0 kB
  • references/storyboards-and-sequences/anime-key-visual.md4.8 kB
  • references/storyboards-and-sequences/character-relationship-diagram.md5.8 kB
  • references/storyboards-and-sequences/cinematic-storyboard-grid.md11.9 kB
  • references/storyboards-and-sequences/four-panel-comic.md5.8 kB
  • references/storyboards-and-sequences/manga-spread-page.md5.8 kB
  • references/storyboards-and-sequences/process-photo-board.md14.4 kB
  • references/storyboards-and-sequences/product-tvc-storyboard.md11.3 kB
  • references/storyboards-and-sequences/recipe-process-flowchart.md5.8 kB
  • references/technical-diagrams/er-diagram.md11.0 kB
  • references/technical-diagrams/flowchart-decision.md10.2 kB
  • references/technical-diagrams/mind-map-tech.md9.9 kB
  • references/technical-diagrams/network-topology.md11.4 kB
  • references/technical-diagrams/sequence-diagram.md10.8 kB
  • references/technical-diagrams/state-machine.md10.1 kB
  • references/technical-diagrams/system-architecture.md11.8 kB
  • references/typography-and-text-layout/bilingual-layout-visual.md5.5 kB
  • references/typography-and-text-layout/title-safe-poster.md4.8 kB
  • references/ui-mockups/chat-interface-scene.md9.0 kB
  • references/ui-mockups/landing-page-case-study.md12.7 kB
  • references/ui-mockups/live-commerce-ui.md8.7 kB
  • references/ui-mockups/product-card-overlay.md8.5 kB
  • references/ui-mockups/short-video-cover-ui.md7.5 kB
  • references/ui-mockups/social-interface-mockup.md9.4 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 4 scripts beside the text, so the bundle is 103 files you can review in full before installing.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# GPT Image 2 Generator & Editor · 203.6k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/gpt-image-2-generator-editor/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/gpt-image-2-generator-editor" ] && { [ ! -e .claude/skills/gpt-image-2-generator-editor ] || { mv .claude/skills/gpt-image-2-generator-editor "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/gpt-image-2-generator-editor" .claude/skills/ && echo "Installed .claude/skills/gpt-image-2-generator-editor"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add manak-debug/gpt-image-2-generator-editor

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/gpt-image-2-generator-editor/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/gpt-image-2-generator-editor/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/gpt-image-2-generator-editor" ] && { [ ! -e ~/.claude/skills/gpt-image-2-generator-editor ] || { mv ~/.claude/skills/gpt-image-2-generator-editor "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/gpt-image-2-generator-editor" ~/.claude/skills/ && echo "Installed ~/.claude/skills/gpt-image-2-generator-editor" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/gpt-image-2-generator-editor/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as gpt-image-2 in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, gpt-image-2-generator-editor.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencemanak-debug/gpt-image-2-generator-editor

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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