Deep Research
jordan-gibbs/hyperresearch
Deep research with hyperresearch, for Claude Code and OpenAI Codex.
A skill your agent uses when taking the behavioral operations (行为运作) path of a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — designing controlled experiments, manipulation checks…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-behavioral-om -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmsc-behavioral-om --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-behavioral-om .claude/skills/jmsc-behavioral-om && 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-behavioral-om" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-behavioral-om into .claude/skills/jmsc-behavioral-om/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-behavioral-om", 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-behavioral-omType 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-behavioral-om -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmsc-behavioral-om --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-behavioral-om .agents/skills/jmsc-behavioral-om && 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-behavioral-om" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-behavioral-om into .agents/skills/jmsc-behavioral-om/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-behavioral-om", 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-behavioral-om -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmsc-behavioral-om --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-behavioral-om .cursor/skills/jmsc-behavioral-om && 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-behavioral-om" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-behavioral-om into .cursor/skills/jmsc-behavioral-om/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-behavioral-om", 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-behavioral-om--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-behavioral-om -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmsc-behavioral-om --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-behavioral-om .gemini/skills/jmsc-behavioral-om && 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-behavioral-om" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-behavioral-om into .gemini/skills/jmsc-behavioral-om/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-behavioral-om", 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-behavioral-omInstalls 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-behavioral-om -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-behavioral-om .github/skills/jmsc-behavioral-om && 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-behavioral-om" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-behavioral-om into .github/skills/jmsc-behavioral-om/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-behavioral-om", 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-behavioral-om -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-behavioral-om --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-behavioral-om .opencode/skills/jmsc-behavioral-om && 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-behavioral-om" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-behavioral-om into .opencode/skills/jmsc-behavioral-om/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmsc-behavioral-om", 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-behavioral-omA skill your agent uses when taking the behavioral operations (行为运作) path of a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — designing controlled experiments, manipulation checks…
Jmsc Behavioral Om is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when taking the behavioral operations (行为运作) path of a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — designing controlled experiments, manipulation checks, and a behavioral model that identifies the bias parameter, so the contribution is a model that explains behavior, not just an effect. Use when human decisions are the object of study instead of pure analytical modeling; use when reviewers ask where the identifiable behavioral parameter is.
Its SKILL.md is about 910 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.
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 Behavioral Om loads about 908 tokens when it runs. Until then it costs about 122 tokens; SKILL.md has 156 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). 156 words, ~908 tokens.
.claude/skills/jmsc-behavioral-om/SKILL.md (or your agent's skills folder).行为运作在本刊的对口姿势是实验设计规范 + 行为模型识别并重:不仅报告"被试偏离最优",更要用一个含行为参数的模型刻画偏差,并从数据中识别该参数。只有实验、没有模型 → 偏心理学,不对口。
| 环节 | 要求 |
|---|---|
| 基准模型 | 给出理性最优作为对照(偏差相对它度量) |
| 行为模型 | 引入行为参数(如损失厌恶 λ、公平 α、锚定权重) |
| 识别 | 说明参数如何从实验数据估计;是否可识别(变异来源) |
| 检验 | 行为模型 vs 理性模型的拟合比较(似然/信息准则) |
| 稳健 | 替代行为设定、个体异质性、稳健标准误 |
把设计跑出来并审计,而不是只做描述。完整映射见
execution-with-mcp。《管理科学学报》以解析/运筹/建模为主——优化、算法、数值实验与证明不在该因果推断工具链内;下面的链路服务其行为运营(behavioral-om)等实证支线。
detect_design → recommend → 用 as_handle=true 拟合 → audit_result 列出尚欠的检查。callaway_santanna / sun_abraham + bacon_decomposition +
honest_did_from_result);IV(effective_f_test + anderson_rubin_ci);RDD(rdrobust +
mccrary_test)。romano_wolf 做多结果族错误率控制。oster_delta / sensemakr。正文报告经济量级,完整 battery 进附录;每个数字都能复现。端到端真跑示例见
JF 执行 walkthrough。若 StatsPAI/Stata 未连接,改用 resources/code/ 并标注未验证数字。
《管理科学学报》收行为运作稿的前提是"实验规范 + 行为模型识别并重",贡献须落在模型解释偏差。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 |
|---|---|---|
| "只是做了个实验" | 无含行为参数的模型 | 建含 λ/α 等参数的行为模型并从数据识别 |
| "偏心理学、无运作决策" | 缺运作管理决策变量 | 把任务锚到订货/定价等运作决策 |
| "用假设性问卷" | 报酬不挂绩效 | 改为激励相容设计,报酬随决策绩效变动 |
| "行为参数不可识别" | 无变异来源却报点估计 | 设计制造参数变异的处理,论证识别 |
| "无操纵检验" | 不确认操纵生效 | 加操纵检验,零结果须先证操纵有效 |
锚点:本刊已刊行为运作论文通常给"理性基准 → 含行为参数的行为模型 → 实验设计 → 参数估计与识别论证 → 行为 vs 理性拟合比较"链条;参数估计须报标准误。具体体例以编辑部最新稿约为准。
虚构稿件《拉中心效应下的报童订货行为》。按"实验+可识别行为模型"走一遍(示意数字仅作演示):
审稿人若追问"拉中心是否只是风险厌恶",回应应给区分设计:风险厌恶预测订货随方差单调下移、锚定预测向 μ 收缩,实验中两品方向相反更支持锚定,由此把 ω 与风险参数分离识别。
【对象】人的决策偏差:<哪种>
【实验设计】操纵<…> 随机<是/否> 控制<…> 操纵检验<有/无>
【激励】相容 / 假设性(弱)
【样本/功效】N=…,来源<…>,功效依据<…>
【行为模型】基准<理性> + 行为参数<λ/α/…>
【识别】可识别?变异来源<…>
【模型比较】行为 vs 理性 拟合<…>
【贡献】<模型解释了什么偏差>
【下一步】jmsc-managerial-insights / jmsc-notation-style© 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-behavioral-om of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jmsc Behavioral Om 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 Behavioral Om this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~908 | 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 |
jordan-gibbs/hyperresearch
Deep research with hyperresearch, for Claude Code and OpenAI Codex.
54yyyu/zotero-mcp
Read the open paper and write study annotations into its PDF with zotero-cli - a context box on the title, a four-part summary on the abstract, role-coded abstract highlights, one box per figure…
openags/paper-search-mcp
Search, download, and read academic papers from 20+ sources (arXiv, PubMed, Semantic Scholar, CrossRef, etc).
HuiyuLi-2000/Chinese-Grant-Writer-Skills
Writes the research-status literature review and critique section of an NSFC grant proposal, backed by a bundled multi-source literature search.
blazickjp/arxiv-mcp-server
A skill your agent uses when finding, comparing, reading, or monitoring arXiv papers, including requests for abstracts, citation graphs, original LaTeX, section-level technical details, or…
wp-a/nature-academic-search
A skill your agent uses when users ask to 找文献、做文献检索、查论文、查临床试验、核验引用、去重文献、设计 PubMed/MeSH 检索式、追踪上下游引文、解析 DOI/PMID/PMCID/arXiv/OpenAlex/Semantic Scholar/NCT ID, 或导出 RIS、BibTeX、NBIB、ENW;also use for…
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…
Works with
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A skill your agent uses when taking the behavioral operations (行为运作) path of a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — designing controlled experiments, manipulation checks…. Jmsc Behavioral Om is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when taking the behavioral operations (行为运作) path of a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — designing controlled experiments, manipulation checks, and a behavioral model that identifies the bias parameter, so the contribution is a model that explains behavior, not just an effect.
Jmsc Behavioral Om fits situations like: manipulation checks; A behavioral model that identifies the bias parameter; so the contribution is a model that explains behavior; not just an effect.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-behavioral-om -a claude-code`. Or copy the skill folder (Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-behavioral-om in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jmsc-behavioral-om in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-behavioral-om -a codex`. Or copy the skill folder (Journal-of-Management-Sciences-in-China-Skills/skills/jmsc-behavioral-om in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jmsc-behavioral-om 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-behavioral-om -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-behavioral-om, .gemini/skills/jmsc-behavioral-om, .github/skills/jmsc-behavioral-om and .opencode/skills/jmsc-behavioral-om in your project.
SKILL.md names no scripts, command-line tools or credentials: Jmsc Behavioral Om 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 Behavioral Om is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 908 tokens (SKILL.md is roughly 3.6k 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 Behavioral Om: 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.
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.