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Programmer Role (Math Modeling)

A role skill that handles the Python/MATLAB implementation, result tables, publication-grade figures and reproducibility checks of a math-modeling project, gated by independent QA subagents.

Data & AnalyticsAdvanced★ 935⑂ 55AI score 7/10Last updated: Aug 29, 2026

What it does

  • Takes the problem-analysis report and glossary as input, then writes and actually runs Python (.py) or MATLAB (.m) code for the model.
  • Checks dependencies feature-by-feature (data / visualization / optimization) instead of demanding a full package install up front.
  • Produces result tables in results/ and three figure families in figures/ — raw data, model process, final results — at least 3 each, 9 total, with every sub-question (q1…qN) covered in all three families.
  • Forces every publication figure through an export gate (SVG + ≥300 DPI PNG) plus figure_audit.py --strict, then a human-style visual review for hierarchy, clipping, color and scale.
  • Emits a reproduction manifest and requires two independent gates: P1 (minimum runnable result, vertical slice) and P2 (final programming audit) before the paper stage can start.

Who it's for

  • Math-modeling contest teams (MCM/ICM, CUMCM) — especially whoever owns coding and plotting.
  • Researchers and grad students who need journal-quality figures and reproducible numbers.
  • Anyone building a multi-agent pipeline splitting modeler / programmer / writer roles.

Examples

  1. "Implement the Q1 optimization model in Python and produce the result table" → dependency check → minimal run → P1 gate → full computation.
  2. "Redo all figures at SCI publication quality" → data profiling and chart contract → 9+ candidate figures → export gate + strict audit script.
  3. "Verify reproducibility before submission" → generate manifest → an independent subagent runs the single repro command and checks input hashes, seeds and key values.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/XiaoMaColtAI/math-modeling-skill/HEAD/dsh-plugin/math-modeling-agent/skills/math-modeling/references/roles/编程手/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the dsh-plugin/math-modeling-agent/skills/math-modeling/references/roles/编程手 folder from the GitHub repo XiaoMaColtAI/math-modeling-skill into my ~/.claude/skills/xiaomacoltai-skill/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/XiaoMaColtAI/math-modeling-skill.git && mkdir -p ~/.claude/skills && cp -r math-modeling-skill/dsh-plugin/math-modeling-agent/skills/math-modeling ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Open a terminal and go to a working directory.
  2. Clone the repo: git clone https://github.com/XiaoMaColtAI/math-modeling-skill.git
  3. This file is only a sub-role, so copy the whole parent skill bundle: mkdir -p ~/.claude/skills && cp -r math-modeling-skill/dsh-plugin/math-modeling-agent/skills/math-modeling ~/.claude/skills/
  4. Make sure Python (3.10+ recommended) is available, plus MATLAB if you plan to use the .m path; the plotting scripts rely on matplotlib.
  5. Restart Claude Code and confirm the math-modeling skill is detected.
  6. Put your problem-analysis report (题目分析报告.md) in the project folder and ask Claude to "run the programming stage" to trigger this role.

Note: the docs are written in Chinese and assume the sibling tools/figure, scripts/ and references/ directories exist — do not extract this single file on its own.

View source on GitHub ↗