编程手 SKILL.md skillA

编程手 from xiaomacoltai/math-modeling-skill is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add xiaomacoltai/math-modeling-skill/编程手@git:20260914.4c1f692

Pins git:20260914.4c1f692 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
xiaomacoltai/math-modeling-skill
Path
references/roles/编程手/SKILL.md
Versions recorded
7
Latest version
git:20260914.4c1f692, committed Sep 14, 2026
First version recorded
Jul 22, 2026
Size
6,471 bytes
Repository stars
1,886
License
none declared

数学建模的 Python 或 MATLAB 实现、运行、表格输出、可视化和复现阶段。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 编程手

## 路径

- `ROLE_ROOT`:本文件所在目录。
- `SKILL_ROOT`:`ROLE_ROOT/../../..`,只读。
- `PROJECT_ROOT`:用户项目目录,所有代码、结果和图只写这里。

## 输入

优先读取 `PROJECT_ROOT/题目分析报告.md`、`PROJECT_ROOT/术语表格.md` 和题目附件。若用户只执行本阶段,可从用户提供的模型说明开始;若说明不足以实现,先反馈缺项。

## 固定产物

- Python `.py`、MATLAB `.m`,或用户要求的两套实现。
- `results/` 中的运行结果表格和必要文本结果。
- `figures/` 中的原始数据图、模型运行过程图、模型最终结果图,每类至少 3 张逻辑候选图、合计至少 9 张,并覆盖全部子问题:每个子问题在三类中各至少 1 张。文件名使用 `raw_q1_*`、`process_q1_*`、`result_q1_*` 等格式,不设上限;同一图的 SVG、PNG 和灰度预览只计 1 张。允许继续多生成,不机械删除有效备选视角。
- **必须至少 1 幅总体建模流程图** `flow_overall_model.*`,覆盖输入、子问题依赖、模型、求解、验证与输出;子问题存在独立分支、循环或三步以上求解链时,补充 `flow_qN_model.*`。与三类候选图分开,不计入其配额,也不替代结果图。
- `results/复现清单.json`。

## 执行顺序

1. 按用户要求或现有项目语言选择 Python/MATLAB;没有偏好时按模型依赖和现有环境选择并说明。
2. 按选中的模型功能动态检查依赖,禁止一次性要求全部包:
   - Python:`python scripts/check_env.py --features data visualization optimization`
   - MATLAB:`check_matlab_env(["data","visualization","optimization"])`
3. 实现数据读取、预处理和核心求解链,用真实输入或结构等价小实例跑通从 `PROJECT_ROOT` 执行的最小命令;任何结论必须来自真实输出。
4. 在全量计算、参数扫描和正式出图前,派发独立质检 Subagent 执行 `P1` 最小可运行结果门禁;实现问题由编程手修正,模型合同问题携证据返回建模手。未返回 `PASS` 不得继续扩展。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add xiaomacoltai/math-modeling-skill/编程手@sha256:31b17433cb8d4120

The line at the top of this page pins the label git:20260914.4c1f692, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_5tnoflw3v3kzbudj.svg)](https://markdownregistry.com/a/art_5tnoflw3v3kzbudj)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 7 versions of this file, between Jul 22, 2026 and Sep 14, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
git:20260914.4c1f692 latest2026-09-14 4c1f692 6,471 BA view · diff
git:20260914.733aeb52026-09-14 733aeb5 6,339 BA view · diff
git:20260811.5065e092026-08-11 5065e09 5,530 BA view · diff
git:20260810.45341c72026-08-10 45341c7 5,470 BA view · diff
git:20260724.b846ffb2026-07-24 b846ffb 5,368 BA view · diff
git:20260723.53b5ba32026-07-23 53b5ba3 4,794 BA view · diff
git:20260722.a673f5a2026-07-22 a673f5a 3,007 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6471 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

xiaomacoltai/math-modeling-skill · 1,886 stars · license none declared · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5tnoflw3v3kzbudj
GET https://markdownregistry.com/api/v1/resolve?ref=xiaomacoltai/math-modeling-skill/编程手
GET https://markdownregistry.com/api/v1/blob/31b17433cb8d4120a10d3f84f2bced32fe878e0091e8379df8842e4727eb5b3e

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in xiaomacoltai/math-modeling-skill

Other files named 编程手

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