Humanize Chinese
sickn33/agentic-awesome-skills
Detect and rewrite AI-like Chinese text with a practical workflow for scoring, humanization, academic AIGC reduction, and style conversion.
A skill your agent uses when choosing or vetting a topic for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — testing fit with the journal's applied-modeling mission, mapping the…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-topic-selection -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-topic-selection --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-topic-selection .claude/skills/cjms-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-topic-selection into .claude/skills/cjms-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-topic-selection", 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-topic-selectionType 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-topic-selection -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-topic-selection --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-topic-selection .agents/skills/cjms-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-topic-selection into .agents/skills/cjms-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-topic-selection", 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-topic-selection -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-topic-selection --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-topic-selection .cursor/skills/cjms-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-topic-selection into .cursor/skills/cjms-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-topic-selection", 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-topic-selection--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-topic-selection -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-topic-selection --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-topic-selection .gemini/skills/cjms-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-topic-selection into .gemini/skills/cjms-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-topic-selection", 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-topic-selectionInstalls 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-topic-selection -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-topic-selection .github/skills/cjms-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-topic-selection into .github/skills/cjms-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-topic-selection", 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-topic-selection -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-topic-selection --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-topic-selection .opencode/skills/cjms-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-topic-selection into .opencode/skills/cjms-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-topic-selection", 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-topic-selectionA skill your agent uses when choosing or vetting a topic for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — testing fit with the journal's applied-modeling mission, mapping the…
Cjms Topic Selection is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when choosing or vetting a topic for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — testing fit with the journal's applied-modeling mission, mapping the paper to a column, and screening out sister-journal mismatches. Judges fit only; it does not build the model or write the review.
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.
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.
3 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 Topic Selection loads about 659 tokens when it runs. Until then it costs about 81 tokens; SKILL.md has 103 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). 103 words, ~659 tokens.
.claude/skills/cjms-topic-selection/SKILL.md (or your agent's skills folder).本刊沿承华罗庚创刊传统——用定量方法解真实管理问题。选题必须同时过三问:
| 主要栏目 | 典型选题形态 | 主线 |
|---|---|---|
| 规划与优化 | 运输、选址、调度、鲁棒/随机优化 | 优化建模 |
| 生产与经营管理 | 供应链契约、库存、平台运营、定价 | 优化建模 |
| 项目管理 | 项目调度、资源冲突、工期-费用权衡 | 优化建模 |
| 市场与投资分析 | 投资组合、风险度量、市场相依与传染 | 金融工程实证 |
| 预测与决策 | 能源/碳价/需求预测、组合预测、多准则决策 | 数据驱动预测 |
| 管理信息系统 | 数据智能、信息系统运营决策 | 数据驱动/优化 |
近年热点可参照本刊当期目次与"中国管理科学学术年会"(编辑部参与主办,1999 年起连办二十余届)征文方向:供应链韧性、平台经济、双碳与能源转型、应急管理、数智化运营。
| 稿件形态 | 更合适的期刊 |
|---|---|
| 定理-证明链条厚、贡献在数理性质 | 《管理科学学报》 |
| 系统工程方法论、大型工程系统应用 | 《系统工程理论与实践》 |
| 案例研究、问卷-SEM、政策评估叙事 | 《管理世界》《南开管理评论》 |
| 资产定价、货币金融、以经济含义为主 | 《金融研究》 |
| 软科学、科技政策论述 | 《中国软科学》 |
判据一句话:去掉数据后若只剩"文献 + 观点",不对口;去掉情境后若只剩"定理 + 证明",考虑《管理科学学报》;本刊要情境、模型、检验三者都在。
编辑部初审与外审第一轮,按"对口—增量—证据可行"三档快筛。常见淘汰信号与修法:
| 淘汰信号(审稿常用语) | 根因 | 本刊期望的修法 |
|---|---|---|
| "选题不属于本刊范围" | 纯定理推演或纯政策论述 | 按分流表改投,或把交付物改造成"模型+检验"闭环 |
| "创新性不足" | 标准模型换个行业名词 | 找出情境的结构性差异(约束/信息/主体关系),让它进模型 |
| "与已有研究区别不明显" | 增量说不出、藏在正文深处 | 引言第三段用一句话命名改进点 |
| "问题的管理意义不清" | 从方法倒推问题,无人决策 | 写出决策者、决策变量与冲突,给可指认的行业事实 |
| "数据/参数可行性存疑" | 检验方案悬空 | 开题即锁定数据来源或参数标定路径 |
虚构选题《考虑充电排队的城市电动物流车队调度》:
反例对照:《数字化转型对企业绩效的影响——基于上市公司的实证》三问全不过(无决策变量、无方法增量、启示必然口号化),属《管理世界》系赛道。
【主线判定】优化建模 / 数据驱动预测 / 金融工程实证
【对位栏目】<栏目名>(近三年同型文章:有/待查)
【三问检验】真问题<过/不过> 方法增量<可命名的改进点> 可落地<预期启示形态>
【姊妹刊分流】不适配风险:<无 / 指向某刊及理由>
【下一步】cjms-literature-review© 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-topic-selection of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Cjms Topic Selection 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 Topic Selection this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~659 | Automated safety check: Pass | MIT | |
| Humanize Chinesesickn33/agentic-awesome-skills | 47k | 2 repos | ~1.3k | Automated safety check: Pass | MIT | |
| TopicsZimoLiao/scholaraio | 577 | — | ~294 | Automated safety check: Pass | MIT | |
| Topic Modelingbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Chinese Ppt2brycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~5.6k | Automated safety check: Pass | Custom licence | |
| Bestblogs Topicginobefun/BestBlogs | 4k | — | ~670 | Automated safety check: Pass | None |
sickn33/agentic-awesome-skills
Detect and rewrite AI-like Chinese text with a practical workflow for scoring, humanization, academic AIGC reduction, and style conversion.
ZimoLiao/scholaraio
A skill your agent uses when the user asks about research themes, topic distribution, BERTopic clustering, topic overview, topic papers, topic merges, or HTML topic visualizations.
brycewang-stanford/Auto-Empirical-Research-Skills
Structural topic modeling: STM spec, topic count, coherence-exclusivity.
brycewang-stanford/Auto-Empirical-Research-Skills
Upgrade of chinese-ppt for Chinese Beamer decks (xelatex + ctex + fandol, CUFE template).
ginobefun/BestBlogs
A skill your agent uses when the user asks about a specific topic, subject area, or wants to explore curated topic pages on BestBlogs.
jnMetaCode/superpowers-zh
Reference for Chinese-language git commits and changelogs: Conventional Commits adapted for Chinese teams, with templates, breaking-change notes and issue links for several platforms.
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…
A skill your agent uses when choosing or vetting a topic for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — testing fit with the journal's applied-modeling mission, mapping the…. Cjms Topic Selection is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when choosing or vetting a topic for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — testing fit with the journal's applied-modeling mission, mapping the paper to a column, and screening out sister-journal mismatches.
Cjms Topic Selection fits situations like: vetting a topic for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — testing fit with the journals applied-modeling mission; mapping the paper to a column; screening out sister-journal mismatches.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-topic-selection -a claude-code`. Or copy the skill folder (Chinese-Journal-of-Management-Science-Skills/skills/cjms-topic-selection in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/cjms-topic-selection in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-topic-selection -a codex`. Or copy the skill folder (Chinese-Journal-of-Management-Science-Skills/skills/cjms-topic-selection in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/cjms-topic-selection 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-topic-selection -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-topic-selection, .gemini/skills/cjms-topic-selection, .github/skills/cjms-topic-selection and .opencode/skills/cjms-topic-selection in your project.
SKILL.md names no scripts, command-line tools or credentials: Cjms Topic Selection 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 Topic Selection is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 659 tokens (SKILL.md is roughly 2.6k 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 Cjms Topic Selection: Humanize Chinese (sickn33/agentic-awesome-skills, 47k stars), Topics (ZimoLiao/scholaraio, 577 stars), Topic Modeling (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars) and Chinese Ppt2 (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k 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.