Agent skill

Math Modeling Contest

by xuec699-sudo in xuec699-sudo/math-modeling-skills

Industrial-grade math modeling contest agent for CUMCM, 51MCM, and MCM/ICM.

No licenceAuto-check passedDocuments & Office

Install Math Modeling Contest

skills CLI
$ npx skills add xuec699-sudo/math-modeling-skills --skill math-modeling-contest -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install xuec699-sudo/math-modeling-skills math-modeling-contest --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
math-modeling-contest
GitHub stars
245
Token cost
~3.7k tokens
SKILL.md length
1,633 words
Files
129 (incl. scripts, references, assets)
Skills in repo
1
Repo updated
First seen
Licence
None found

At a glance

Industrial-grade math modeling contest agent for CUMCM, 51MCM, and MCM/ICM.

  • Works in 6 steps: G1 Problem Parsed → G2 Method Validated → G3 Code Reviewed → …
  • The user needs to solve
  • SKILL.md covers First Decision, Friendly Mode, One-Sentence Startup Prompt and Collaboration Roles, plus 15 more sections
  • Runs Python scripts from its folder; calls python

What it does

Math Modeling Contest is an agent skill from xuec699-sudo/math-modeling-skills. Industrial-grade math modeling contest agent for CUMCM, 51MCM, and MCM/ICM. Use when the user needs to solve, analyze, write, revise, or audit a math modeling contest problem end-to-end, including 数学建模, 国赛, 五一赛, 美赛, CUMCM, 51MCM, MCM, and ICM problems. Supports Manual checkpoints and Autopilot execution, model design, reproducible code, figure generation, paper writing, DOCX/PDF output, and revision workflows.

Its SKILL.md is about 3.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 132 other files, including scripts, reference files and assets (for example `README.md`, `agents/openai.yaml` and `check_fmt.py`).

It sits in Documents & Office, covering Word documents and Scientific writing. It works with Microsoft Word. The repository describes itself as: 工业级数学建模竞赛 Agent · 支持国赛/五一赛/美赛 · 双模式(全自动 + 人工把关)· 6 维问题分流 · 5 人评审团 · 模型依赖 DAG · 一站式论文产出.

When your agent uses it

  • The user needs to solve
  • Audit a math modeling contest problem end-to-end

Example prompts

  • “/math-modeling-contest”

Requirements

  • Python 3

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. G1 Problem Parsed
  2. G2 Method Validated
  3. G3 Code Reviewed
  4. G4 Results Frozen
  5. G5 Paper Section Ready
  6. G6 Audit Layer Passed

What it can do on your machine

Read from SKILL.md and the folder at commit 0ac52b3. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python, from the files we listed), which the agent can run.

    Shell commands in SKILL.md call:

    • python

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Math Modeling Contest loads about 3.7k tokens when it runs, and up to ~398k if it reads all its reference files. Until then it costs about 109 tokens; SKILL.md has 1,633 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~109
When it runs · the whole SKILL.md, loaded when a task matches
~3.7k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~398k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 1,633 words (~3,651 tokens).

“Use this skill as a contest-solving workflow, not as a generic writing prompt. The agent must keep claims, numbers, code, figures, and paper text traceable to upstream artifacts.”

— opening of SKILL.md by xuec699-sudo
name
math-modeling-contest
metadata.version
5.8.1
metadata.short-description
Math modeling contest pipeline with Friendly Mode, role handoffs, state logging, G1-G6 gates, reproducible modeling, Nature-style figures, and clean DOCX…

Read the full SKILL.md on GitHub

Files

SKILL.md and 128 other files (scripts, references, assets) in the repository root of xuec699-sudo/math-modeling-skills.

  • SKILL.md
  • .gitignore
  • README.md
  • agents/openai.yaml
  • assets/icon-large.svg
  • assets/icon-small.svg
  • check_fmt.py
  • fix_skill.py
  • references/algorithm-library/01-优化算法说明.md
  • references/algorithm-library/02-预测类算法说明.md
  • references/algorithm-library/03-评价类算法说明.md
  • references/algorithm-library/04-图论与网络分析算法说明.md
  • references/algorithm-library/05-统计分析与数据处理算法说明.md
  • references/algorithm-library/06-综合类算法说明.md
  • references/algorithm-library/07-机器学习算法说明.md
  • references/algorithm-library/README.md
  • references/documents-workflow.md
  • … and 112 more

Open the folder on GitHubat commit 0ac52b3

Compare with similar skills

Math Modeling Contest next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Math Modeling Contest compared with similar skills
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Math Modeling Contest this skillxuec699-sudo/math-modeling-skills245—~3.7kAutomated safety check: PassNone
Biomedical PaperLeoYeAI/openclaw-master-skills2.2k—~3.3kAutomated safety check: PassMIT
Academic Highlight Generatoraipoch/medical-research-skills2k—~1.5kAutomated safety check: PassMIT
Academic Paperbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~7.3kAutomated safety check: PassCustom licence
Academic Integrity Rewritelin1111-1/academic-integrity-rewrite102—~1.1kAutomated safety check: PassMIT
PRISMA Systematic Review Writerkeemanxp/slr-prisma1011 repos~7.1kAutomated safety check: PassMIT

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Works with

Questions about Math Modeling Contest

What does Math Modeling Contest do?

Industrial-grade math modeling contest agent for CUMCM, 51MCM, and MCM/ICM. Math Modeling Contest is an agent skill from xuec699-sudo/math-modeling-skills. Industrial-grade math modeling contest agent for CUMCM, 51MCM, and MCM/ICM.

When should I use Math Modeling Contest?

Math Modeling Contest fits situations like: the user needs to solve; audit a math modeling contest problem end-to-end.

How do I install Math Modeling Contest in Claude Code?

Run `npx skills add xuec699-sudo/math-modeling-skills --skill math-modeling-contest -a claude-code`. Or copy the skill folder (the xuec699-sudo/math-modeling-skills repository) into .claude/skills/math-modeling-contest in your project. Claude Code loads it when a task matches its description.

How do I install Math Modeling Contest in Codex?

Run `npx skills add xuec699-sudo/math-modeling-skills --skill math-modeling-contest -a codex`. Or copy the skill folder (the xuec699-sudo/math-modeling-skills repository) into .agents/skills/math-modeling-contest in your project. Codex loads it when a task matches its description.

Can I use Math Modeling Contest in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add xuec699-sudo/math-modeling-skills --skill math-modeling-contest -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/math-modeling-contest, .gemini/skills/math-modeling-contest, .github/skills/math-modeling-contest and .opencode/skills/math-modeling-contest in your project.

What does Math Modeling Contest need to run?

Going by SKILL.md and its folder, Math Modeling Contest needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.

Does Math Modeling Contest access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Math Modeling Contest safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Math Modeling Contest use?

No licence was found for Math Modeling Contest or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Math Modeling Contest use?

About 3.7k tokens (SKILL.md is roughly 15k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 394k tokens, read only when the agent opens those files.

What are the alternatives to Math Modeling Contest?

Skills that share tags, products or a category with Math Modeling Contest: Biomedical Paper (LeoYeAI/openclaw-master-skills, 2.2k stars), Academic Highlight Generator (aipoch/medical-research-skills, 2k stars), Academic Paper (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars) and Academic Integrity Rewrite (lin1111-1/academic-integrity-rewrite, 102 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Math Modeling Contest?

xuec699-sudo (a GitHub user) maintains it in xuec699-sudo/math-modeling-skills, which has 245 GitHub stars. The repository was last updated on June 7, 2026.

Source: xuec699-sudo/math-modeling-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.