AI Director Performance Guide Agent Skill

Translates abstract character emotions into precise, physical bodily actions and micro-expressions for AI video generation prompts.

Context cost
2.5k tokensestimated from the bundle, loaded when it triggers
Bundle
1 of 2 fileshanded out here; the rest is at its source
Licence
AGPL-3.0-onlythe author’s own terms
Last change
—v1.0.0
Servers it uses
Noneruns standalone

What it does

非武打文戏的表演指导——微表情/肢体语言/视线设计/沉默表演/角色行为模式。AI 不会自己「演」,情绪必须在 prompt 里精确物理化成可拍的身体信号(眉/眼/嘴/手/肩/呼吸/停顿)。Nomi 写文戏 shot 的 prompt 时参考,让画面演得出「情绪」而不是只写情绪词。

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.

contentperformance

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.md9.9 kB · preview
--- name: director-performance metadata: nomi: selectable-in-workbench: true library: kind: skill title: zh-CN: 表演指导 en: Performance direction summary: zh-CN: 非武打文戏的表演指导——微表情/肢体语言/视线设计/沉默表演/角色行为模式。AI 不会自己「演」,情绪必须在 prompt 里精确物理化成可拍的身体信号(眉/眼/嘴/手/肩/呼吸/停顿)。Nomi 写文戏 shot 的 prompt 时参考,让画面演得出「情绪」而不是只写情绪词。 en: Translate emotion into visible gestures, gaze and physical behavior. appliesTo: - text group: zh-CN: 导演 en: Directing slots: [] source: url: https://github.com/aqm857886159/Nomi/blob/7a072f12d4e35d1bf341403d942e5c0c702e6c7b/skills/director-performance/SKILL.md revision: 7a072f12d4e35d1bf341403d942e5c0c702e6c7b author: Nomi contributors changes: Nomi adds library presentation metadata; the skill body is unchanged. evidence: - https://github.com/aqm857886159/Nomi/blob/7a072f12d4e35d1bf341403d942e5c0c702e6c7b/skills/director-performance/SKILL.md preview: path: assets/cover.png type: image provenance: illustration version: 1.0.0 tools: [] required-providers: [] license: AGPL-3.0-only ---
39# 文戏表演指导(把情绪拆成可拍的身体信号)
40
41写文戏 shot 的 prompt 时用这套方法论。核心一句话:**AI 不会「演戏」**——你不能写「她很难过」然后指望 Seedance / 可灵生成一个悲伤的表演。你必须写**可观察的物理动作**:「她的嘴角向下压了一点,眼睛看着杯子但没聚焦,右手手指在桌面上无意识敲了两下」。
42
43**表演 = 可观察的物理动作。情绪是观众从动作里读出来的,不是写进 prompt 的。** 这条和 director.shot.translation 的「污染词铁律」(抽象情绪词 = AI 演不出的污染)呼应;那边讲「哪些词不能写进 prompt」,这里讲**表演本身怎么拆成可拍的身体信号**。
44
45## 铁律:不写情绪词,只写动作
46
47| 情绪词(AI 演不出) | 外化成 prompt 里的动作 |
48|--------------------|----------------------|
49| 她很紧张 | 她的拇指反复摩挲食指侧面 |
50| 他很愤怒 | 他的下颌肌肉绷紧,太阳穴青筋微微跳动 |
51| 她很悲伤 | 她低头,眼睛盯着桌面一个点,眨眼变慢 |
52| 他很开心 | 他嘴角上扬,但只扬了一侧,眼睛微微眯起 |
53| 她犹豫 | 她的手伸向门把手,停在半空,手指张了又合 |
54| 他恐惧 | 他瞳孔扩大,肩膀微微收拢,后退半步但脚还没完全离地 |
55
56写 prompt 时直接用右列这种外化描述。左列这类抽象词一个都别进 prompt 字段。
57
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md702 words
Files1
LicenceAGPL-3.0-only
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.

≈340
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
2,135
on trigger
The instruction body, read only when the skill fires.
1.2%
of a 200k window
Ten skills this size would take about 12% of the window before you open a file.
050k100k150k200k context window

2.5k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

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

The download carries 1 of the 2 files in its source folder; the list here names 1 file, 9.9 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in. The other one is not in the download — listed after these, with why.

  • SKILL.md9.9 kB

Not in the download

Not carried is a type a skill download does not hold. Marked read: its SKILL.md or scripts name the file, so without it the skill works only in part. Take it from its source.

  • assets/cover.pngread · not carried
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the download is 1 file — not the whole of its source: 1 file is left out, and the skill reads it. It is listed under the files, with why. The AGPL-3.0-only 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.

# AI Director Performance Guide · 2.5k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/ai-director-performance-guide/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-director-performance-guide" ] && { [ ! -e .claude/skills/ai-director-performance-guide ] || { mv .claude/skills/ai-director-performance-guide "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-director-performance-guide" .claude/skills/ && echo "Installed .claude/skills/ai-director-performance-guide"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add aqm857886159/ai-director-performance-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/ai-director-performance-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/ai-director-performance-guide/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-director-performance-guide" ] && { [ ! -e ~/.claude/skills/ai-director-performance-guide ] || { mv ~/.claude/skills/ai-director-performance-guide "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-director-performance-guide" ~/.claude/skills/ && echo "Installed ~/.claude/skills/ai-director-performance-guide" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/ai-director-performance-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 director-performance in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, ai-director-performance-guide. Not in this download: 1 file of its source, which its SKILL.md or scripts read (which one, and why). Take it 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
Version1.0.0
Publishedno release date on file
PriceFree
Referenceaqm857886159/ai-director-performance-guide

Versions

v1.0.0 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v1.0.0
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v1.0.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

Reviews

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Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Who wrote it

AQ
aqm857886159

Publishes on mcprush.

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