Agent skill

Jmsc Model Building

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when building the formal model for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — making decision variables, parameters, constraints, objective function…

No licenceAuto-check passed

Install Jmsc Model Building

skills CLI
$ npx skills add franklee16/academic-research-skills --skill jmsc-model-building -a claude-code

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills jmsc-model-building --agent claude-code

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

Manual copy
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-model-building .claude/skills/jmsc-model-building && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

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

Facts

Skill name
jmsc-model-building
GitHub stars
223
Used in
1 other repo
Token cost
~381 tokens
SKILL.md length
53 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when building the formal model for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — making decision variables, parameters, constraints, objective function…

  • Works in 4 steps: 决策变量与参数:列清符号、定义域、量纲;变量与参数分开声明。 → 约束:容量/预算/非负/可行性/激励相容(IC)/参与(IR)等,写成显式不等式或… → 目标函数:期望利润 / 风险调整收益 / 成本 / 社会福利…;明确是 max… → …
  • Building the formal model for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — making decision variables
  • SKILL.md covers 触发时机, 核心:模型设定必须完整且可辩护, 模型四要素(缺一不可) and 假设的三类与辩护, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jmsc Model Building is an agent skill from franklee16/academic-research-skills. Use when building the formal model for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — making decision variables, parameters, constraints, objective function, and assumptions all explicit, and justifying each assumption against the modeling goal. Use after jmsc-problem-formulation and before jmsc-proofs.

Its SKILL.md is about 380 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.

When your agent uses it

  • Building the formal model for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — making decision variables
  • Objective function
  • Assumptions all explicit
  • Justifying each assumption against the modeling goal

Example prompts

  • “/jmsc-model-building”

Workflow steps

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

  1. 决策变量与参数:列清符号、定义域、量纲;变量与参数分开声明。
  2. 约束:容量/预算/非负/可行性/激励相容(IC)/参与(IR)等,写成显式不等式或等式。
  3. 目标函数:期望利润 / 风险调整收益 / 成本 / 社会福利…;明确是 max 还是 min、对谁而言。
  4. 假设:分布假设、凸性/单调性、信息结构、参数取值范围——每条单独编号。

What it can do on your machine

Read from SKILL.md and the folder at commit 9a4b2db. 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

    No scripts in the folder and no shell commands in SKILL.md.

    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

Jmsc Model Building loads about 381 tokens when it runs. Until then it costs about 86 tokens; SKILL.md has 53 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~86
When it runs · the whole SKILL.md, loaded when a task matches
~381

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); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 53 words (~381 tokens).

name
jmsc-model-building

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-model-building of franklee16/academic-research-skills.

Open the folder on GitHubat commit 9a4b2db

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Jmsc Model Building 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.

Jmsc Model Building compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jmsc Model Building this skillfranklee16/academic-research-skills2231 repos~381Automated safety check: PassNone
Math Formalizationtradecatlabs/vibe-coding-cn17k—~717Automated safety check: PassMIT
Smart Contract Formal Verificationsickn33/agentic-awesome-skills47k1 repos~1.4kAutomated safety check: PassMIT
Lean Formalizewanshuiyin/Auto-claude-code-research-in-sleep17k—~5.4kAutomated safety check: NotesMIT
Jmsc Problem Formulationbrycewang-stanford/Awesome-Journal-Skills1.2k—~703Automated safety check: PassMIT
Jmsc Submissionbrycewang-stanford/Awesome-Journal-Skills1.2k—~776Automated safety check: PassMIT

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Questions about Jmsc Model Building

What does Jmsc Model Building do?

A skill your agent uses when building the formal model for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — making decision variables, parameters, constraints, objective function…. Jmsc Model Building is an agent skill from franklee16/academic-research-skills. Use when building the formal model for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — making decision variables, parameters, constraints, objective function, and assumptions all explicit, and justifying each assumption against the modeling goal.

When should I use Jmsc Model Building?

Jmsc Model Building fits situations like: building the formal model for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — making decision variables; objective function; assumptions all explicit; justifying each assumption against the modeling goal.

How do I install Jmsc Model Building in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill jmsc-model-building -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-model-building in franklee16/academic-research-skills) into .claude/skills/jmsc-model-building in your project. Claude Code loads it when a task matches its description.

How do I install Jmsc Model Building in Codex?

Run `npx skills add franklee16/academic-research-skills --skill jmsc-model-building -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-model-building in franklee16/academic-research-skills) into .agents/skills/jmsc-model-building in your project. Codex loads it when a task matches its description.

Can I use Jmsc Model Building 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 franklee16/academic-research-skills --skill jmsc-model-building -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jmsc-model-building, .gemini/skills/jmsc-model-building, .github/skills/jmsc-model-building and .opencode/skills/jmsc-model-building in your project.

What does Jmsc Model Building need to run?

SKILL.md names no scripts, command-line tools or credentials: Jmsc Model Building is instructions for the agent only.

Does Jmsc Model Building 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 Jmsc Model Building 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. Review the folder before installing.

What licence does Jmsc Model Building use?

No licence was found for Jmsc Model Building or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Jmsc Model Building use?

About 381 tokens (SKILL.md is roughly 1.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Jmsc Model Building?

Skills that share tags, products or a category with Jmsc Model Building: Math Formalization (tradecatlabs/vibe-coding-cn, 17k stars), Smart Contract Formal Verification (sickn33/agentic-awesome-skills, 47k stars), Lean Formalize (wanshuiyin/Auto-claude-code-research-in-sleep, 17k stars) and Jmsc Problem Formulation (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jmsc Model Building?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 skills in this directory. The repository was last updated on September 18, 2026.

Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.