Document UX Reviewer Agent Skill

Conducts comprehensive walkthroughs of repository documentation from a first-time user perspective to identify installation blockers and…

Context cost
7.1k tokensestimated from the bundle, loaded when it triggers
Bundle
4 files · 87.3 kB1 script among them — read before you run
Licence
UNKNOWNthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

当用户希望你像第一次接触项目的人一样,真实按仓库的 README、安装文档或 quick start 跑一遍,并判断“新人能不能走通”“文档是否可用”“哪里会卡住”“安装/启动说明是否对新手友好”时,使用这个

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.md17.0 kB · preview
--- name: external-mindstudio-document-ux-review original-name: document-ux-review synced-from: https://github.com/kali20gakki/mindstudio-skills synced-date: '2026-05-26' synced-commit: f6695da3cfa864a100db5a94f594b638aeff6389 license: UNKNOWN ---
14# Document UX Review
15
16这个 skill 的目标不是“读一遍 README 然后提几点意见”,而是把自己当成第一次接触该项目的用户,在尽量真实的环境里按文档一步一步操作,尽可能覆盖文档里面的每一个环节,找出真正会阻塞上手的问题,并给出可落地的改进建议。
17
18## 适用范围
19
20- 输入通常是一个 Git 仓库链接,也可以是本地仓库路径。
21- 默认审查范围是:README + README 直接指向的安装、快速开始、运行相关文档。
22- 如果 README 把关键步骤跳转到 docs/、脚本、示例目录或其他 Markdown 文件,要继续跟进这些直接依赖的文档。
23- 不要无边界地通读所有文档;保持“为了完成 README 指导流程而必须阅读什么,就读什么”的范围感。
24
25## 开始前先确认执行边界
26
27在真正执行前,先尽量确认下面这些信息,避免把环境问题误判成文档问题,也避免重复安装用户已经具备的基础组件:
28
29- 操作系统、Shell、CPU 架构。
30- 是否有 GPU / NPU 等加速环境,以及哪些基础环境已经安装好,例如 CUDA、CANN、编译器、Docker。
31- 用户是否希望跳过已经具备的基础组件安装,只体验剩余文档流程。
32- 是否允许使用 Docker、uv、Python venv、conda、本地 Node 版本管理等隔离手段。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md698 words
Files4
LicenceUNKNOWN
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.

≈150
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
6,925
on trigger
The instruction body and 3 supporting files, read only when the skill fires.
3.5%
of a 200k window
Ten skills this size would take about 35% of the window before you open a file.
050k100k150k200k context window

7.1k 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

4 files, 87.3 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.

  • SKILL.md17.0 kB
  • README.md6.0 kB
  • evals/evals.json5.3 kB
  • scripts/render_report_html.py59.0 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 1 script beside the text, so the bundle is 4 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.

# Document UX Reviewer · 7.1k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/document-ux-reviewer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/document-ux-reviewer" ] && { [ ! -e .claude/skills/document-ux-reviewer ] || { mv .claude/skills/document-ux-reviewer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/document-ux-reviewer" .claude/skills/ && echo "Installed .claude/skills/document-ux-reviewer"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add ascend-ai-coding/document-ux-reviewer

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/document-ux-reviewer/ 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/document-ux-reviewer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/document-ux-reviewer" ] && { [ ! -e ~/.claude/skills/document-ux-reviewer ] || { mv ~/.claude/skills/document-ux-reviewer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/document-ux-reviewer" ~/.claude/skills/ && echo "Installed ~/.claude/skills/document-ux-reviewer" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/document-ux-reviewer/ 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 external-mindstudio-document-ux-review in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, document-ux-reviewer.

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
Referenceascend-ai-coding/document-ux-reviewer

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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