Color Science & Colorimetry Guide Agent Skill

Provides comprehensive color science and colorimetry knowledge based on Prof. Ming Ronnier Luo's curriculum, covering CIE models…

Context cost
198k tokensestimated from the bundle, loaded when it triggers
Bundle
33 files · 796.2 kB1 script 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

回答色彩科學/色度學問題時使用。涵蓋 CIE 色度學、XYZ 三刺激值、光源與色溫、色彩量測儀器與不確定度、色視覺與對立色理論、心理物理學實驗設計、色序系統(Munsell/NCS/Ostwald/DIN)、色差公式(CIELAB/CMC/CIE94/CIEDE2000)、影像色差與 S-CIELAB、同色異譜、色貌模型(CIECAM02/CAM16)、色適應變換(CAT02)、演色性(CRI/Rf/Rg)。觸發語如「色差公式」「CIEDE2000」「CIECAM02」「Munsell」「NCS」「色貌」「色適應」「演色性」「同色異譜」「亮度跟明度差在哪」「幫我複習色彩學」,或提到羅明(Ming Ronnier Luo)教授的色彩學課程。

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.

documentation

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.md25.3 kB · preview
--- name: luo-ming-color-science ---
6# Applied Color Science · 課程學習筆記
7
8本 skill 是一份**色彩科學/色度學的完整學習筆記**,內容依循 **Ming Ronnier Luo(羅明)教授**
9於 **2021 年 10/30 – 11/07** 在**台灣科技大學 色彩與照明科技研究所**開設的
10**Applied Color Science** 密集課程(11 個 Lecture)的架構與觀點整理而成。
11
12> **⚠️ 這是學生整理的非官方筆記,未經羅明教授審閱或背書。**
13> 內容經過查證與交叉比對,但錯誤由整理者負責,與教授本人無關。
14
15**本 skill 包含的是「上課筆記」本身**,不含任何課程素材。
16
17---
18
19## 回答問題的原則(重要)
20
21### 1. 永遠分清「老師的講法」與「標準說法」
22使用者的目的是**學會這門課**,同時**不被口誤誤導**。因此:
23
24- **考試 / 複習類問題** → **以老師的教材與講法為準**(他自己說過:「我回答問題會以我的課程教材為準」)
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md1,343 words
Files33
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.

≈90
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
197,910
on trigger
The instruction body and 32 supporting files, read only when the skill fires.
99.0%
of a 200k window
Ten skills this size would not fit in the window together.
050k100k150k200k context window

198k 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

33 files, 796.2 kB on disk. Mostly text — the instructions the model reads — with 1 script in it that your client would run only if the instructions tell it to. 4 files of its source are not in the download — listed after these, with why.

  • SKILL.md25.3 kB
  • AGENTS.md5.7 kB
  • CONTRIBUTING.md5.8 kB
  • INSTALL.md13.4 kB
  • install.sh4.2 kB
  • README.md16.6 kB
  • references/00-differences.md38.3 kB
  • references/00-formulas.md10.2 kB
  • references/00-glossary.md14.8 kB
  • references/00-literature.md25.3 kB
  • references/00-primary-sources.md11.7 kB
  • references/00-terminology-traps.md19.6 kB
  • references/L01_CIE色度學基礎與量測幾何.md16.7 kB
  • references/L02_色匹配實驗與XYZ三刺激值.md15.3 kB
  • references/L03_物體色的光學特性.md11.0 kB
  • references/L04_色彩量測儀器.md20.8 kB
  • references/L05_相機量色_物理標準_不確定度_同色異譜.md27.6 kB
  • references/L06_光源與色溫.md31.6 kB
  • references/L07_色視覺_眼睛結構與對立色理論.md32.5 kB
  • references/L08_色匹配_色覺異常_觀察者差異.md20.6 kB
  • references/L09_心理物理學_尺度與定律.md18.8 kB
  • references/L10_心理物理實驗方法與實驗設計.md30.9 kB
  • references/L11_色序系統_Munsell與NCS.md30.2 kB
  • references/L12_色序系統_Ostwald_DIN_OSA_Coloroid.md37.1 kB
  • references/L13_色差公式_從CIELAB到CIEDE2000.md50.5 kB
  • references/L14_色差進階_參數效應_CAM02UCS_影像色差.md57.9 kB
  • references/L15_同色異譜與同色異譜指數.md16.0 kB
  • references/L16_色貌_量測方法與色貌屬性.md27.7 kB
  • references/L17_色貌模型_CIECAM97s_CIECAM02_CAM16.md60.6 kB
  • references/L18_色適應機制_色恆常與色不恆常指數.md40.7 kB
  • references/L19_色適應變換CAT與演色性CRI.md36.4 kB
  • references/L20_演色性新指標_Rf_Rg_ColorVectorGraphic.md13.8 kB
  • references/README_索引.md8.6 kB

Not in the download

Not carried is a type a skill download does not hold. Take them from its source.

  • .gitattributesnot carried
  • .gitignorenot carried
  • install.ps1not carried
  • sync.ps1not carried
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 1 script beside the text, so the download is 33 files — not the whole of its source: 4 files are left out. They are listed under the files, with why.

Install

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

# Color Science & Colorimetry Guide · 198k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/color-science-colorimetry-guide/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/color-science-colorimetry-guide" ] && { [ ! -e .claude/skills/color-science-colorimetry-guide ] || { mv .claude/skills/color-science-colorimetry-guide "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/color-science-colorimetry-guide" .claude/skills/ && echo "Installed .claude/skills/color-science-colorimetry-guide"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add ayueh0102/color-science-colorimetry-guide

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/color-science-colorimetry-guide/ 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/color-science-colorimetry-guide/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/color-science-colorimetry-guide" ] && { [ ! -e ~/.claude/skills/color-science-colorimetry-guide ] || { mv ~/.claude/skills/color-science-colorimetry-guide "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/color-science-colorimetry-guide" ~/.claude/skills/ && echo "Installed ~/.claude/skills/color-science-colorimetry-guide" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/color-science-colorimetry-guide/ 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 luo-ming-color-science in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, color-science-colorimetry-guide. Not in this download: 4 files of its source (the full list, and why). Take them from its source.

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
Referenceayueh0102/color-science-colorimetry-guide

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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Who wrote it

AY
Ayueh0102

Publishes on mcprush.

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