Deep Research
jordan-gibbs/hyperresearch
Deep research with hyperresearch, for Claude Code and OpenAI Codex.
Agent skill
Cjms Managerial Insights
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when writing the managerial insights and countermeasure suggestions of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — turning model and experiment results…
Install Cjms Managerial Insights
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-managerial-insights -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-managerial-insights --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-managerial-insights .claude/skills/cjms-managerial-insights && 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-managerial-insights" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-managerial-insights into .claude/skills/cjms-managerial-insights/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-managerial-insights", 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-managerial-insightsType 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-managerial-insights -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-managerial-insights --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-managerial-insights .agents/skills/cjms-managerial-insights && 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-managerial-insights" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-managerial-insights into .agents/skills/cjms-managerial-insights/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-managerial-insights", 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-managerial-insights -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-managerial-insights --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-managerial-insights .cursor/skills/cjms-managerial-insights && 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-managerial-insights" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-managerial-insights into .cursor/skills/cjms-managerial-insights/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-managerial-insights", 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-managerial-insights--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-managerial-insights -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-managerial-insights --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-managerial-insights .gemini/skills/cjms-managerial-insights && 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-managerial-insights" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-managerial-insights into .gemini/skills/cjms-managerial-insights/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-managerial-insights", 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-managerial-insightsInstalls 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-managerial-insights -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-managerial-insights .github/skills/cjms-managerial-insights && 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-managerial-insights" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-managerial-insights into .github/skills/cjms-managerial-insights/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-managerial-insights", 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-managerial-insights -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-managerial-insights --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-managerial-insights .opencode/skills/cjms-managerial-insights && 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-managerial-insights" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-managerial-insights into .opencode/skills/cjms-managerial-insights/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-managerial-insights", 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.
Facts
- Skill name
cjms-managerial-insights- GitHub stars
- 1.2k
- Token cost
- ~664 tokens
- SKILL.md length
- 80 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when writing the managerial insights and countermeasure suggestions of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — turning model and experiment results…
- Research & Science work in your project
- SKILL.md covers 触发时机, 核心：启示 = 从本文结果推出的决策规律, 三段式启示模板（条件—决策—效果） and 分对象拆分, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Cjms Managerial Insights is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when writing the managerial insights and countermeasure suggestions of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — turning model and experiment results into condition-decision-effect rules instead of policy slogans. Shapes the payoff section; it does not generate new results.
Its SKILL.md is about 660 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. It works with Model Context Protocol. 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.
When your agent uses it
- Research & Science work in your project
Example prompts
- “/cjms-managerial-insights”
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. 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
Cjms Managerial Insights loads about 664 tokens when it runs. Until then it costs about 81 tokens; SKILL.md has 80 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.
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
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 80 words, ~664 tokens.
Download SKILL.mdSave it as
.claude/skills/cjms-managerial-insights/SKILL.md (or your agent's skills folder).- name
- cjms-managerial-insights
- description
- Use when writing the managerial insights and countermeasure suggestions of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — turning model and experiment results into condition-decision-effect rules instead of policy slogans. Shapes the payoff section; it does not generate new results.
管理启示与对策建议（cjms-managerial-insights）
触发时机
- 启示段写成"应加强……应完善……应推进……"
- 审稿意见出现"管理含义不足 / 建议与研究结论脱节"
- 结论一堆命题与曲线，不知道对决策者说什么
核心：启示 = 从本文结果推出的决策规律
本刊自华罗庚创刊起的立身之本是"方法要用到管理实践中去"。管理启示是审稿硬指标，标准只有一条：每条启示都能指认支撑它的命题、实验或实证结果。指认不出来源的句子删掉。
三段式启示模板（条件—决策—效果）
当 <可观测条件，来自参数区域或市场状态>，
决策者应 <可执行动作，对应决策变量的取值方向>，
可望 <量级或方向性效果，来自实验/实证数字>。示例（供应链契约类，形态示范）："当零售商公平关切系数高于阈值（对应实验中的逆转区域）时，制造商应放弃单一批发价合同、改用收益共享，仿真显示渠道效率损失可收窄——效果量以本文算例为准。"
分对象拆分
同一结果对不同主体含义不同，分行写：
| 对象 | 启示落点 |
|---|---|
| 企业决策者 | 决策变量怎么调、何时调（阈值、优先序） |
| 平台/链主 | 机制与规则设计（契约菜单、定价规则） |
| 监管/政策方 | 参数校准型建议（限额、费率、补贴的区间依据） |
政策建议只允许"参数校准型"——给出方向与依据区间；"完善顶层设计"式空话在本刊是负分。
边界诚实
启示节必须带适用条件：模型假设不成立（如需求分布突变、主体非风险中性）时哪些结论失效。报告边界不削弱贡献，掩盖边界会在外审被反问。
执行桥（StatsPAI / Stata MCP）
"条件—决策—效果"三段式里的效果必须是一个带单位的量，而系数本身几乎从来不是那个量。
工具全表见 execution-with-mcp。
- 可解释量级：
margins/margins_at把估计换算成"某条件下调一个单位、结果变多少"， 这才是能写进启示段的句子。 - 分对象拆分：
contrast/pwcompare给出组间差异及其区间——分企业规模、分区域的 启示要有区间，否则就是把噪声写成政策建议。 - 边界诚实：
sensitivity/oster_bounds给出结论翻盘所需的混淆强度，正是"边界诚实" 一节要交代的东西。
自检清单
- 每条启示可回指某个命题/图/表编号
- 全部启示符合"条件—决策—效果"三段式
- 按决策对象拆分，无对象不明的泛称建议
- 政策建议为参数校准型，无口号
- 写明适用条件与失效边界
- 启示数量 3–5 条，宁少而实
本刊启示节的外审期待
| 退稿信号（审稿常用语） | 根因 | 本刊期望的修法 |
|---|---|---|
| "管理启示较为空泛" | 口号化、无条件限定 | 全部改写为三段式，逐条回指结果 |
| "建议与研究内容脱节" | 启示谈的不是本文变量 | 删除一切非本文决策变量的建议 |
| "政策建议缺乏可操作性" | 只给方向不给区间 | 参数校准型：给依据区间与适用条件 |
| "结论部分与摘要重复" | 启示、结语、摘要三处一套话 | 三处分工：摘要给结果、启示给决策规律、结语给发现与局限 |
微型走查：口号 → 三段式的改写
沿用应急预置虚构稿件（示意数字仅作演示）：
改写前：政府应加强应急物资储备体系建设，完善多方协同机制，
提升防灾减灾能力。
改写后：
① 当年度预算低于拐点值（本例约 640 万元，见图 5）时，应急部门应
优先提高单仓预置额而非增设仓点，算例显示同预算下缺货惩罚可低
约 12%（示意）。
② 当台风路径预报的跨县需求相关系数超过 0.6（表 4 边界）时，均匀
预置与鲁棒预置差异收窄，可改用规则更简单的均匀方案降低执行成本。
③ 监管侧：72 小时覆盖率红线每提高 1 个百分点，最坏情形成本上升
呈凸性（图 6），标准制定时宜与预算联动校准。改写后每条都有"条件（可观测）—决策（本文变量）—效果（回指图表）"，且第 ② 条诚实报告了"新方法不必然更好"的边界——这类"何时不用本文方法"的启示最能赢得外审信任。
反模式
- 口号黑名单："加强顶层设计""完善体制机制""多方协同推进""赋能高质量发展"——出现即改写
- 启示与结果脱节：正文研究调度，启示谈人才培养
- 把文献共识当自己的启示复述一遍
- 用"显著"替代量级：不说改进多少、条件为何
- 启示十条以上，稀释了真正由本文支撑的两三条
输出格式
【启示清单】<条件—决策—效果 + 回指编号> × 3–5
【对象拆分】企业<…> 平台/链主<…> 监管<…>（缺项注明）
【适用边界】<假设失效场景 → 受影响结论>
【口号检查】通过 / 改写 <n> 处
【下一步】cjms-tables-figures© 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
Files
Just SKILL.md in Chinese-Journal-of-Management-Science-Skills/skills/cjms-managerial-insights of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Cjms Managerial Insights 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 Managerial Insights this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~664 | Automated safety check: Pass | MIT | |
| Deep Researchjordan-gibbs/hyperresearch | 3.8k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Annotate Paper54yyyu/zotero-mcp | 5.3k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Paper Searchopenags/paper-search-mcp | 2.8k | — | ~1.2k | Automated safety check: Notes | MIT | |
| NSFC Literature Review WriterHuiyuLi-2000/Chinese-Grant-Writer-Skills | 439 | 1 repos | ~1.4k | Automated safety check: Notes | MIT | |
| Arxiv MCP Serverblazickjp/arxiv-mcp-server | 3.2k | — | ~353 | Automated safety check: Pass | Apache-2.0 |
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Questions about Cjms Managerial Insights
What does Cjms Managerial Insights do?
A skill your agent uses when writing the managerial insights and countermeasure suggestions of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — turning model and experiment results…. Cjms Managerial Insights is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when writing the managerial insights and countermeasure suggestions of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — turning model and experiment results into condition-decision-effect rules instead of policy slogans.
When should I use Cjms Managerial Insights?
Cjms Managerial Insights fits situations like: research & Science work in your project.
How do I install Cjms Managerial Insights in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-managerial-insights -a claude-code`. Or copy the skill folder (Chinese-Journal-of-Management-Science-Skills/skills/cjms-managerial-insights in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/cjms-managerial-insights in your project. Claude Code loads it when a task matches its description.
How do I install Cjms Managerial Insights in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-managerial-insights -a codex`. Or copy the skill folder (Chinese-Journal-of-Management-Science-Skills/skills/cjms-managerial-insights in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/cjms-managerial-insights in your project. Codex loads it when a task matches its description.
Can I use Cjms Managerial Insights 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 brycewang-stanford/Awesome-Journal-Skills --skill cjms-managerial-insights -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-managerial-insights, .gemini/skills/cjms-managerial-insights, .github/skills/cjms-managerial-insights and .opencode/skills/cjms-managerial-insights in your project.
What does Cjms Managerial Insights need to run?
SKILL.md names no scripts, command-line tools or credentials: Cjms Managerial Insights is instructions for the agent only.
Does Cjms Managerial Insights 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 Cjms Managerial Insights 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 Cjms Managerial Insights use?
Cjms Managerial Insights is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Cjms Managerial Insights use?
About 664 tokens (SKILL.md is roughly 2.7k 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 Cjms Managerial Insights?
Skills that share tags, products or a category with Cjms Managerial Insights: Deep Research (jordan-gibbs/hyperresearch, 3.8k stars), Annotate Paper (54yyyu/zotero-mcp, 5.3k stars), Paper Search (openags/paper-search-mcp, 2.8k stars) and NSFC Literature Review Writer (HuiyuLi-2000/Chinese-Grant-Writer-Skills, 439 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cjms Managerial Insights?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 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.