Numeric Data Threshold Checker Agent Skill

Validates numerical data fields against specified minimum and maximum thresholds across various file formats like CSV, Excel, and TSV.

Context cost
2.1k tokensestimated from the bundle, loaded when it triggers
Bundle
5 files · 21.5 kB2 scripts 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

数值数据阈值检验工具。读取结构化数据文件(CSV、TSV、Excel等),检查数值字段是否在指定的门限范围内,不允许超出门限值之外,最后输出为同格式的文件。当用户需要对数据进行阈值检验、数值范围检查、数据质量控制等操作时使用此skill。

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.md4.5 kB · preview
--- name: "QC3_NumericDataThresholdCheck" name_zh: QC3_数值数据阈值检验算子 input_params: - name: input_path type: string required: true - name: origin_output_path type: string required: true - name: field_name type: string required: true - name: max_value type: float required: true - name: min_value type: float required: true - name: qc_mark type: string required: true - name: error_output_path type: string required: false - name: additional_condition type: string required: false - name: mark_field_name type: string required: false default: QC0000 - name: id_field_name type: string required: false default: ID0000 output_params: - name: origin_output_path type: csv_file - name: error_output_path type: csv_file tag: 数据校验 publisher: COMMUNITY ---
71# QC3_NumericDataThresholdCheck
72
73## 功能说明
74
75该skill提供数值数据阈值检验的能力,具体包括:
76
771. **读取结构化文件**:支持 CSV、TSV、Excel 等多种格式的结构化数据文件
782. **数值阈值检验**:将被检验表中的属性项值与门限比对,检查是否在门限范围
793. **输出结果**:将检验后的数据输出为同格式的文件
80
81## 核心功能
82
83### 1. 数值数据阈值检验
84
85通过执行 QC3_NumericDataThresholdCheck.py 脚本,读取输入文件,检查数值字段是否在指定的阈值范围内,并输出处理后的文件。
86
87**调用方式**:
88```bash
89python scripts/QC3_NumericDataThresholdCheck.py --input_path <输入文件路径> --origin_output_path <输出文件路径> --field_name <字段名> --max_value <最大值> --min_value <最小值> --qc_mark <QC标记>
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md283 words
Files5
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.

≈330
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,795
on trigger
The instruction body and 4 supporting files, read only when the skill fires.
1.1%
of a 200k window
Ten skills this size would take about 11% of the window before you open a file.
050k100k150k200k context window

2.1k 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

5 files, 21.5 kB on disk. Mostly text — the instructions the model reads — with 2 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.md4.5 kB
  • skill.json3.3 kB
  • evals/evals.json0.7 kB
  • scripts/data_io.py6.0 kB
  • scripts/QC3_NumericDataThresholdCheck.py7.0 kB

Not in the download

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

  • assets/icon.pngnot carried
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 2 scripts beside the text, so the download is 5 files — not the whole of its source: 1 file is left out. It is 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.

# Numeric Data Threshold Checker · 2.1k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/numeric-data-threshold-checker/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/numeric-data-threshold-checker" ] && { [ ! -e .claude/skills/numeric-data-threshold-checker ] || { mv .claude/skills/numeric-data-threshold-checker "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/numeric-data-threshold-checker" .claude/skills/ && echo "Installed .claude/skills/numeric-data-threshold-checker"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add cas-bigdatalab/numeric-data-threshold-checker

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/numeric-data-threshold-checker/ 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/numeric-data-threshold-checker/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/numeric-data-threshold-checker" ] && { [ ! -e ~/.claude/skills/numeric-data-threshold-checker ] || { mv ~/.claude/skills/numeric-data-threshold-checker "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/numeric-data-threshold-checker" ~/.claude/skills/ && echo "Installed ~/.claude/skills/numeric-data-threshold-checker" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/numeric-data-threshold-checker/ 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 QC3_NumericDataThresholdCheck in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, numeric-data-threshold-checker. 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
Versionnot versioned
Publishedno release date on file
PriceFree
Referencecas-bigdatalab/numeric-data-threshold-checker

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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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

CB
cas-bigdatalab

Publishes on mcprush.

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