Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when deciding which cjms- sub-skill to invoke next, or when sequencing a 《中国管理科学》 (Chinese Journal of Management Science) manuscript from topic selection through rebuttal.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-workflow --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/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow .claude/skills/cjms-workflow && 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 "cjms-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow into .claude/skills/cjms-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-workflow", 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/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflowType 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 cjms-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-workflow --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/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow .agents/skills/cjms-workflow && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cjms-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow into .agents/skills/cjms-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-workflow", 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 cjms-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-workflow --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/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow .cursor/skills/cjms-workflow && 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 "cjms-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow into .cursor/skills/cjms-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-workflow", 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 Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow--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 cjms-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-workflow --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/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow .gemini/skills/cjms-workflow && 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 "cjms-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow into .gemini/skills/cjms-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-workflow", 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 cjms-workflowInstalls 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 cjms-workflow -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/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow .github/skills/cjms-workflow && 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 "cjms-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow into .github/skills/cjms-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-workflow", 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 cjms-workflow -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 cjms-workflow --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/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow .opencode/skills/cjms-workflow && 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 "cjms-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow into .opencode/skills/cjms-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-workflow", 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.
cjms-workflowA skill your agent uses when deciding which cjms- sub-skill to invoke next, or when sequencing a 《中国管理科学》 (Chinese Journal of Management Science) manuscript from topic selection through rebuttal.
Cjms Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which cjms- sub-skill to invoke next, or when sequencing a 《中国管理科学》 (Chinese Journal of Management Science) manuscript from topic selection through rebuttal. The key fork is 优化建模 vs 数据驱动预测 vs 金融工程实证 — three strands the journal publishes side by side. Routes — does not replace — the specialized skills.
Its SKILL.md is about 1k 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 Research & Science. 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.
11 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.
Cjms Workflow loads about 1k tokens when it runs. Until then it costs about 84 tokens; SKILL.md has 183 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). 183 words, ~1,006 tokens.
.claude/skills/cjms-workflow/SKILL.md (or your agent's skills folder).这是路由器,不替代任何专用 skill。它告诉你当前阶段该用哪个 cjms- skill*。
默认假设:目标是《中国管理科学》——华罗庚教授 1984 年 12 月创办(原名《优选与管理科学》,1993 年更名、2014 年起为月刊),中国科学院主管,中国优选法统筹法与经济数学研究会与中科院科技战略咨询研究院主办。本刊要的是应用建模 + 算例/实证:把真实管理情境刻画成模型,解出来、算出来、检验出来,最后落到可执行的管理启示。基础事实与来源见 ../../resources/official-source-map.md。
动笔前先判断稿件属于哪条主线,后续路由随之不同:
三条线共享同一底线:方法要有增量,检验要见真章——纯文字论述、纯回归找相关、无对比的"新方法"都过不了外审。
| 当前症状 | 下一个 Skill |
|---|---|
| 不确定选题对不对口、投哪个栏目 | cjms-topic-selection |
| 综述只堆文献、说不清贡献增量 | cjms-literature-review |
| 情境讲了很多,模型要素不全 | cjms-model-formulation |
| 模型建好了,不知道怎么解 / 算法没对比 | cjms-solution-algorithm |
| 预测/金融类缺真实数据检验或基准比较 | cjms-empirical-validation |
| 数值实验单薄、参数拍脑袋 | cjms-numerical-experiments |
| 管理启示写成政策口号 | cjms-managerial-insights |
| 表不合三线表、公式没用编译器 | cjms-tables-figures |
| 摘要/关键词/中图分类号/结语体例不合 | cjms-writing-style |
| 准备投稿,需要 12 页红线与系统 checklist | cjms-submission |
| 收到外审意见,需要写回复 | cjms-rebuttal |
cjms-topic-selection — 判主线与栏目,先排除姊妹刊错配cjms-literature-review — 中外双线综述,锚定方法增量cjms-model-formulation — 把管理情境刻画成完整模型cjms-solution-algorithm — 求解路线与算法交付(优化线重点)cjms-empirical-validation — 真实数据检验(预测/金融线重点)cjms-numerical-experiments — 算例与敏感性分析cjms-managerial-insights — 从结果导出决策规律cjms-tables-figures — 三线表、公式、图件统稿cjms-writing-style — 摘要、结语、体例合规cjms-submission — zgglkx.com 投稿前 preflightcjms-rebuttal — 外审后优化建模型稿件可弱化第 5 步;预测/金融实证型稿件第 4 步换成"方法构造",但第 5 步不可省。两条线在第 6 步汇合。
cjms-topic-selection(多半改投)cjms-empirical-validation 或 cjms-solution-algorithmcjms-numerical-experimentscjms-managerial-insights本刊稿件按"情境→模型/方法→求解/检验→算例→启示"骨架推进,每节都有外审卡点。路由器的价值是让稿件不带着未过关的环节走到下一步:
| 全流程卡点 | 症状 | 应调用 |
|---|---|---|
| 赛道错配 | 定理厚 / 回归+政策硬投应用建模刊 | cjms-topic-selection |
| 情境-模型脱节 | 背景很中国、模型很教科书 | cjms-model-formulation |
| 方法不可辩 | 算法无性质分析、无消融基线 | cjms-solution-algorithm |
| 检验不硬 | 无样本外、基准全是弱者 | cjms-empirical-validation |
| 算例不立 | 单参数点、参数无来源 | cjms-numerical-experiments |
| 启示空转 | 口号化、与结果脱钩 | cjms-managerial-insights |
| 形式不合 | 超 12 页、公式非编译器排印 | cjms-tables-figures / cjms-writing-style |
虚构稿件《考虑极端行情的碳价组合预测》从初稿到投稿,按路由表逐阶段判断:
输入:VMD 分解 + 三个学习器组合,全样本内 RMSE 领先,结论含"助力双碳战略"
1 [topic] 主线=数据驱动预测,栏目=预测与决策;增量待命名 → 有条件通过
2 [literature] 中文线缺本刊近年碳价预测对话 → 补 2 篇并逐篇写差异
3 [model] 组合权重环节 = 新增结构,单独成式 → 增量可命名
4 [algorithm] 无自设计算法,跳过(方法构造已在第 3 步落实)
5 [empirical] 卡点:只有全样本内拟合 → 补滚动样本外 + DM 检验 + 危机子样本
6 [numerical] 分解层数 K 拍脑袋 → 补 K 的敏感性扫描与边界报告
7 [insights] "助力双碳战略"命中口号黑名单 → 改写为配额调节的参数校准建议
8 [style] 摘要 260 字超限 → 压到 180 字、五要素齐
9 [submission] 13 页超红线 → 附加实验表移附录,12 页达标 → 可投轨迹显示:第 5、6、7 步是真实卡点;预测线稿件最常死在"样本外"与"口号启示"两处。
cjms-topic-selection 就动笔——本刊与《管理科学学报》《系统工程理论与实践》分工明确,投错赛道是最常见退稿cjms-rebuttal 在正文未修订前生成回复© 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 Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Cjms Workflow 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 |
|---|---|---|---|---|---|---|
| Cjms Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.8k | 15 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 83k | 5 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 46k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Read arXiv Paperkarpathy/nanochat | 58k | 2 repos | ~494 | Automated safety check: Pass | MIT | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
karpathy/nanochat
Fetches the TeX source of an arXiv paper from its URL, reads it and writes a markdown summary tied to the nanochat project.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
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
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
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 deciding which cjms- sub-skill to invoke next, or when sequencing a 《中国管理科学》 (Chinese Journal of Management Science) manuscript from topic selection through rebuttal. Cjms Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which cjms- sub-skill to invoke next, or when sequencing a 《中国管理科学》 (Chinese Journal of Management Science) manuscript from topic selection through rebuttal.
Cjms Workflow fits situations like: deciding which cjms- sub-skill to invoke next; sequencing a 《中国管理科学》 (Chinese Journal of Management Science) manuscript from topic selection through rebuttal.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-workflow -a claude-code`. Or copy the skill folder (Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/cjms-workflow in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-workflow -a codex`. Or copy the skill folder (Chinese-Journal-of-Management-Science-Skills/skills/cjms-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/cjms-workflow 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 cjms-workflow -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cjms-workflow, .gemini/skills/cjms-workflow, .github/skills/cjms-workflow and .opencode/skills/cjms-workflow in your project.
SKILL.md names no scripts, command-line tools or credentials: Cjms Workflow 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.
Cjms Workflow is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1k tokens (SKILL.md is roughly 4k 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 Cjms Workflow: Hypothesis Generation (spacering-net/codeg, 3.8k stars), GitHub Deep Research (bytedance/deer-flow, 83k stars), Nature Paper Card (Yuan1z0825/nature-skills, 46k stars) and Read arXiv Paper (karpathy/nanochat, 58k 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 1,219 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.