Geo Fundamentals
wasp-lang/wasp
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
Agent skill
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when formalizing the decision problem before model building for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — identifying the decision maker(s), decision…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-problem-formulation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmsc-problem-formulation --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation .claude/skills/jmsc-problem-formulation && rm -rf skills-srcUse ~/.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/
Install the "jmsc-problem-formulation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation into .claude/skills/jmsc-problem-formulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-problem-formulation", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-problem-formulation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmsc-problem-formulation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation .agents/skills/jmsc-problem-formulation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jmsc-problem-formulation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation into .agents/skills/jmsc-problem-formulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-problem-formulation", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-problem-formulation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmsc-problem-formulation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation .cursor/skills/jmsc-problem-formulation && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "jmsc-problem-formulation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation into .cursor/skills/jmsc-problem-formulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-problem-formulation", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-problem-formulation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmsc-problem-formulation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation .gemini/skills/jmsc-problem-formulation && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "jmsc-problem-formulation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation into .gemini/skills/jmsc-problem-formulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-problem-formulation", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmsc-problem-formulationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-problem-formulation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation .github/skills/jmsc-problem-formulation && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "jmsc-problem-formulation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation into .github/skills/jmsc-problem-formulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-problem-formulation", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-problem-formulation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmsc-problem-formulation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation .opencode/skills/jmsc-problem-formulation && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "jmsc-problem-formulation" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation into .opencode/skills/jmsc-problem-formulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-problem-formulation", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
jmsc-problem-formulationA skill your agent uses when formalizing the decision problem before model building for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — identifying the decision maker(s), decision…
Jmsc Problem Formulation is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when formalizing the decision problem before model building for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — identifying the decision maker(s), decision variables, timing / information structure, uncertainty, and the objective, so the problem is well-posed. Use right after fit positioning and before jmsc-model-building; use when you cannot yet say who chooses what under which constraints, or when it is unclear whether the problem is optimization, game, or control.
Its SKILL.md is about 700 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Marketing & SEO. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Jmsc Problem Formulation loads about 703 tokens when it runs. Until then it costs about 130 tokens; SKILL.md has 110 words of instructions outside code blocks.
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.
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.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 110 words, ~703 tokens.
.claude/skills/jmsc-problem-formulation/SKILL.md (or your agent's skills folder).本刊审稿人第一关看的是问题是否良定义(well-posed)。建模之前必须答清五个要素,否则后面的模型一定带病。
| 特征 | 问题类型 | 典型方法 |
|---|---|---|
| 单主体、确定性 | 数学规划 | 凸优化/整数规划 |
| 单主体、随机 | 随机优化/MDP | 动态规划/最优控制 |
| 单主体、分布未知 | 鲁棒/分布鲁棒优化 | min-max |
| 多主体、目标冲突 | 非合作博弈 | 均衡(Nash/SPE) |
| 委托方设计规则 | 机制设计/契约理论 | 激励相容/参与约束 |
| 用实验校准行为 | 行为运作 | 行为模型 + 估计 |
《管理科学学报》审稿第一关看"问题是否良定义"。审稿人核查五要素是否齐、变量与参数是否分清、时序信息是否明确、不确定性是否定性、问题类型是否归对。下表对齐本刊高频退稿语与修法:
| 退稿信号 | 根因 | 本刊期望的修法 |
|---|---|---|
| "不知谁在做什么决策" | 决策者/变量未点明 | 一句话写清决策者选什么变量、受什么约束、优化什么 |
| "变量与参数混用" | 把外生量当决策量 | 严格区分:变量是选的、参数是给定的 |
| "多主体当单主体" | 忽略对手最优反应 | 明确博弈时序与各方目标,引入最优反应 |
| "不确定性一笔带过" | 不说分布是否已知 | 标明随机/鲁棒/分布鲁棒,决定方法路线 |
| "问题描述是文献综述" | 没落到决策 | 删综述腔,落到目标函数与可行域 |
锚点:本刊已刊论文的引言末尾通常用一段"决策者—变量—时序—不确定性—目标"五要素小结收束,并据此声明属于规划/随机优化/博弈/机制设计中的哪一类。具体体例以编辑部最新稿约为准。
虚构稿件《区域急救车辆的动态调度与再部署》。按五要素走一遍(示意数字仅作演示):
审稿人若追问"为何不按鲁棒优化处理呼叫不确定",回应应锚到信息结构:历史呼叫数据足以估计到达分布,分布已知场景下随机优化比鲁棒优化更不保守,故选 MDP。
【决策者】单 / 多(<主体>,目标冲突点:…)
【决策变量】<变量>(连续/离散,静态/动态)
【时序-信息】<who moves/knows what, when>
【不确定性】无 / 分布已知 / 分布未知(→方法)
【目标-约束】max/min <目标> s.t. <约束>
【问题类型】规划 / 随机优化 / 博弈 / 机制设计 / 行为
【下一步】jmsc-model-building© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jmsc Problem Formulation 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Jmsc Problem Formulation this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~703 | Automated safety check: Pass | MIT | |
| Geo Fundamentalswasp-lang/wasp | 19k | 9 repos | ~861 | Automated safety check: Pass | MIT | |
| Ab Testingcoreyhaines31/marketingskills | 54k | 3 repos | ~3.1k | Automated safety check: Pass | MIT | |
| Hreflang and International SEOAgriciDaniel/claude-seo | 19k | 5 repos | ~3.4k | Automated safety check: Pass | MIT | |
| Referralscoreyhaines31/marketingskills | 54k | 2 repos | ~2.6k | Automated safety check: Pass | MIT | |
| SEO GeoReScienceLab/opc-skills | 1.8k | 4 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 |
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coreyhaines31/marketingskills
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coreyhaines31/marketingskills
When the user wants to create, optimize, or analyze a referral program, affiliate program, or word-of-mouth strategy.
ReScienceLab/opc-skills
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brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
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brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when formalizing the decision problem before model building for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — identifying the decision maker(s), decision…. Jmsc Problem Formulation is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when formalizing the decision problem before model building for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — identifying the decision maker(s), decision variables, timing / information structure, uncertainty, and the objective, so the problem is well-posed.
Jmsc Problem Formulation fits situations like: decision variables; timing / information structure; so the problem is well-posed; you cannot yet say who chooses what under which constraints.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-problem-formulation -a claude-code`. Or copy the skill folder (Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jmsc-problem-formulation in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-problem-formulation -a codex`. Or copy the skill folder (Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-problem-formulation in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jmsc-problem-formulation in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-problem-formulation -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-problem-formulation, .gemini/skills/jmsc-problem-formulation, .github/skills/jmsc-problem-formulation and .opencode/skills/jmsc-problem-formulation in your project.
SKILL.md names no scripts, command-line tools or credentials: Jmsc Problem Formulation is instructions for the agent only.
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.
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.
Jmsc Problem Formulation is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 703 tokens (SKILL.md is roughly 2.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Jmsc Problem Formulation: Geo Fundamentals (wasp-lang/wasp, 19k stars), Ab Testing (coreyhaines31/marketingskills, 54k stars), Hreflang and International SEO (AgriciDaniel/claude-seo, 19k stars) and Referrals (coreyhaines31/marketingskills, 54k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.