Image Prompt Manager Agent Skill

Manages, versions, and intelligently recommends personal image generation and photo retouching prompt presets.

Context cost
7.5k tokensestimated from the bundle, loaded when it triggers
Bundle
11 files · 175.5 kB4 scripts among them — read before you run
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

维护并复用个人图片处理方案。当用户附图并说‘处理一下这个照片/图片’‘处理一下这张照片/图片’,或说‘这张图怎么修’‘帮我挑个适合的效果’‘按我以前喜欢的风格处理’,以及要求收藏、找回、评价、比较、删除修图或生图方案时使用;通用短触发语必须先展示个人库候选或临时方案,用户选定后才执行并记录结果。

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.

productivityprompt

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.md10.1 kB · preview
--- name: image-prompt-manager ---
6# Image Prompt Manager
7
8使用 scripts/library.py 完成所有持久化操作;不要直接写 SQL。脚本首次运行会自动在用户 Home 下创建 ~/.image-prompt-manager/,动态数据不得写入 Skill 目录。命令默认输出人类可读文本;模型调用时优先加全局参数 --json。需要隔离测试时加 --data-dir <目录>。
9
10## 自然语言触发
11
12用户不需要说 Skill 名称、“Prompt”或“图片提示词库”。以下大白话都应识别为本 Skill 的意图:
13
14- “处理一下这个照片。”“处理一下这个图片。”“处理一下这张照片/图片。”
15- “这张照片怎么修会更好?”“帮我挑一个适合这张图的效果。”
16- “按我以前喜欢的风格处理一下。”“找一个之前效果不错的方案。”
17- “把刚才这个效果记下来。”“以后遇到这种照片就优先用这个。”
18- “我上次用的那个效果是什么?”“看看这个方案以前效果怎么样。”
19- “刚才这个挺好。”“这个不太行,以后少推荐。”
20- “把这个方案改得自然一点。”“看看它有哪些版本。”“这个方案删掉。”
21
22“处理一下这个照片/图片”是本用户指定的明确短触发语:有当前图片时进入个人方案分析与推荐流程;没有图片时请用户上传。这个短语本身不代表“自然精修”或任何具体风格。除非用户同一条消息已经明确点名 Pxxx、Txxx、编号或具体效果,否则当前轮只能检索并展示方案,严禁直接调用图片工具,严禁调用 run-start、use 或 temporary-use。其他一次性生图或编辑请求若没有使用这些明确短触发语,也没有表达复用个人方案、参考历史效果、收藏或反馈的意图,可直接使用图片工具,不必强行加载个人库。
23
24## 空库与首次使用引导
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md356 words
Files11
LicenceMIT
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.

≈50
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
7,500
on trigger
The instruction body and 10 supporting files, read only when the skill fires.
3.8%
of a 200k window
Ten skills this size would take about 38% of the window before you open a file.
050k100k150k200k context window

7.5k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. 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

11 files, 175.5 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.md10.1 kB
  • README.md5.0 kB
  • agents/openai.yaml0.3 kB
  • references/database-schema.md4.8 kB
  • references/recommendation-rules.md6.0 kB
  • references/run-history.md2.0 kB
  • references/versioning.md2.0 kB
  • scripts/init_database.py0.2 kB
  • scripts/library.py113.1 kB
  • tests/test_library.py18.0 kB
  • tests/test_v3.py14.0 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 11 files you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

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

# Image Prompt Manager · 7.5k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/image-prompt-manager/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/image-prompt-manager" ] && { [ ! -e .claude/skills/image-prompt-manager ] || { mv .claude/skills/image-prompt-manager "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/image-prompt-manager" .claude/skills/ && echo "Installed .claude/skills/image-prompt-manager"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add jietian111/image-prompt-manager

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/image-prompt-manager/ 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/image-prompt-manager/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/image-prompt-manager" ] && { [ ! -e ~/.claude/skills/image-prompt-manager ] || { mv ~/.claude/skills/image-prompt-manager "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/image-prompt-manager" ~/.claude/skills/ && echo "Installed ~/.claude/skills/image-prompt-manager" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/image-prompt-manager/ 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.

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
Referencejietian111/image-prompt-manager

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.

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