AI Structured Thinking & Visualization Agent Skill

Deconstructs unstructured thoughts, meeting transcripts, and papers into six-dimensional analytical models and generates Qwen-Image…

Context cost
5.2k tokensestimated from the bundle, loaded when it triggers
Bundle
5 files · 20.9 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—v1.0.0
Servers it uses
Noneruns standalone

What it does

Use when user gives thoughts/会议转写/纪要 for 六维拆解→高维抽象→qwen-image图形化.

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.

productivity

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.md5.9 kB · preview
--- name: ai-structured-thinking version: 1.0.0 license: MIT metadata: hermes: tags: [thinking, decomposition, visualization, qwen-image, workflow] category: methodology ---
12# AI 结构化思考(四维拆解 → 高维抽象 → 图形化)
13
14用户把一组独立思考/隐喻映射交给你,要求:拆分为时间/空间/关系/元素/变量 → 抽象高维形态 → 整理架构映射 → qwen-image-3.0-pro 图形化 → 输出到 Work/Output/AI结构化思考/。这是**连续系列任务**(用户逐条给思考),每完成一条等下一题。
15
16**输入载体(五种,任选其一)**:
171. 用户直接给出思考文本(隐喻映射表/架构清单)
182. 会议录音转写:钉钉听记 URL → 先加载 dingtalk-minutes-extraction 技能取转写全文;飞书妙记 → 加载 lark-minutes
193. 纪要文档:本地 md/docx/pdf 直接读入
204. 论文:本地 PDF 用 read_file 读(自动转文本),arxiv 链接用 arxiv 技能或 web_extract
215. 公众号推文:URL 用 web_extract 抓取;抓不到(反爬)时加载 wechat-scraping-toolchain / wechat-article-to-obsidian 技能
22
23**若输入是非结构化长文(转写/纪要/论文/推文)**:先抽取其中核心观点/隐喻/架构陈述(长文通常信息密度低,只提炼与「思考」相关的映射关系,丢弃背景叙述与冗余论证),再走五步流程。分析与输出形态与文本输入完全一致。
24
25## 五步流程
26
27### 1. 六维拆解(每个维度用表/图呈现)
28- **时间(顺序)**:生命周期阶段表(播种→扎根→生长→…→循环),附关键时间特征(持续供给/周期循环)
29- **空间(结构)**:ASCII 分层图 + 分层命名(基础层/承载层/能力层 + 外部资源层 + 双向流)
30- **关系(连接与影响)**:关系类型表——支撑/供给/转化/挂载/反馈,每行含连接与影响方向
31
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md263 words
Files5
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.

≈70
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
5,155
on trigger
The instruction body and 4 supporting files, read only when the skill fires.
2.6%
of a 200k window
Ten skills this size would take about 26% of the window before you open a file.
050k100k150k200k context window

5.2k 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

5 files, 20.9 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md5.9 kB
  • LICENSE1.1 kB
  • README.md7.7 kB
  • references/example-01-ai-ecosystem-tree.md3.7 kB
  • templates/analysis-doc-template.md2.5 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 5 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.

# AI Structured Thinking & Visualization · 5.2k 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-structured-thinking-visualization/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-structured-thinking-visualization" ] && { [ ! -e .claude/skills/ai-structured-thinking-visualization ] || { mv .claude/skills/ai-structured-thinking-visualization "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-structured-thinking-visualization" .claude/skills/ && echo "Installed .claude/skills/ai-structured-thinking-visualization"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add jorinyang/ai-structured-thinking-visualization

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

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
Referencejorinyang/ai-structured-thinking-visualization

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

JO
jorinyang

Publishes on mcprush.

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