Market Regulation Penalty Analyzer Agent Skill

Analyzes mainland China market regulation penalty decisions to extract structured legal data, generate Excel datasets, and produce offline…

Context cost
2.7k tokensestimated from the bundle, loaded when it triggers
Bundle
12 files · 39.2 kB3 scripts among them — read before you run
Licence
MITthe author’s own terms
Last change
—v1.0.0
Servers it uses
Noneruns standalone

What it does

Batch-analyze user-provided mainland-China market-regulation administrative penalty decisions from folders, ZIP archives, DOCX, PDF, TXT, Markdown, images, and scans. Convert each document locally to indexed Markdown; extract traceable decision, party, violation, evidence, legal-basis, penalty-measure, discretion, and procedure-right records; then generate a Chinese XLSX dataset and offline HTML trend report. Use for market-supervision enforcement research and penalty/discretion comparisons. Do not scrape public databases or judge whether a penalty is lawful or proportionate.

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.

data science

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.md2.8 kB · preview
--- name: analyze-market-regulation-penalties-skill license: MIT metadata: author: liusite66-dev version: 1.0.0 created: 2026-08-26 ---
11# 市场监管行政处罚决定书数据分析
12
13只分析用户主动提交且合法取得的决定书集合。云端 Agent 必须在读取材料前取得明确知情确认;建议优先使用脱敏材料。不得主动抓取信用中国或监管机关网站。
14
15## 工作流
16
171. 接收研究问题和文件夹、ZIP 或多份文书,运行 prepare。所有文书逐份本地转为 Markdown,生成索引与章节切片;先读索引,再按需读取切片。
182. 排除重复、空白、非处罚决定书和无法读取文件。OCR样本和低置信字段标为待复核。
193. Read references/analysis-schema.md,按决定书底表及违法行为、依据、处罚措施、裁量情节长表生成分析 JSON。每项必须有文书ID与来源定位。
204. 一份决定书多个行为、法条或措施必须拆行并通过ID建立对应。金额分别记录违法所得、罚款和没收,不得从文中所有数字机械求和。
215. 裁量情节只按文书记载编码;未提及写未提及,不能写成不存在。只做样本横向比较,不评价个案处罚是否合法或适当。
226. 法律依据默认仅抽取。需要版本核验时,可使用用户合法授权的数据库 MCP/API 或官方公网来源;无法核验不得用模型记忆补充。
237. 运行 report 输出 XLSX 和离线 HTML,并清理临时 Markdown 和切片。报告趋势只代表用户样本。
24
25```bash
26python3 scripts/run_pipeline.py prepare \
27 --input FILE_OR_DIRECTORY... --research-json research.json \
28 --workspace TEMP_DIR --processing-environment cloud --privacy-confirmed
29
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md155 words
Files12
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.

≈180
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
2,520
on trigger
The instruction body and 11 supporting files, read only when the skill fires.
1.4%
of a 200k window
Ten skills this size would take about 14% of the window before you open a file.
050k100k150k200k context window

2.7k 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

12 files, 39.2 kB on disk. Mostly text — the instructions the model reads — with 3 scripts in it that your client would run only if the instructions tell it to. 1 file of its source is not in the download — listed after these, with why.

  • SKILL.md2.8 kB
  • AGENTS.md0.3 kB
  • README.md1.2 kB
  • requirements.txt0.1 kB
  • agents/openai.yaml0.3 kB
  • references/analysis-schema.md1.0 kB
  • scripts/check_pipeline.py0.7 kB
  • scripts/run_pipeline.py23.7 kB
  • tests/test_pipeline.py4.0 kB
  • tests/fixtures/analysis.json4.2 kB
  • tests/fixtures/research.json0.3 kB
  • tests/fixtures/处罚决定书.txt0.6 kB

Not in the download

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

  • .gitignorenot carried
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 3 scripts beside the text, so the download is 12 files — not the whole of its source: 1 file is left out. It is listed under the files, with why. 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.

# Market Regulation Penalty Analyzer · 2.7k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/market-regulation-penalty-analyzer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/market-regulation-penalty-analyzer" ] && { [ ! -e .claude/skills/market-regulation-penalty-analyzer ] || { mv .claude/skills/market-regulation-penalty-analyzer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/market-regulation-penalty-analyzer" .claude/skills/ && echo "Installed .claude/skills/market-regulation-penalty-analyzer"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add liusite66-dev/market-regulation-penalty-analyzer

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/market-regulation-penalty-analyzer/ 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/market-regulation-penalty-analyzer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/market-regulation-penalty-analyzer" ] && { [ ! -e ~/.claude/skills/market-regulation-penalty-analyzer ] || { mv ~/.claude/skills/market-regulation-penalty-analyzer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/market-regulation-penalty-analyzer" ~/.claude/skills/ && echo "Installed ~/.claude/skills/market-regulation-penalty-analyzer" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/market-regulation-penalty-analyzer/ 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 analyze-market-regulation-penalties-skill in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, market-regulation-penalty-analyzer. Not in this download: 1 file of its source (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
Referenceliusite66-dev/market-regulation-penalty-analyzer

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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