Deep Research
jordan-gibbs/hyperresearch
Deep research with hyperresearch, for Claude Code and OpenAI Codex.
A skill your agent uses when building or writing the robustness-check section of an Economic-Research manuscript — organizes checks by the identification threat each one answers, not as an…
Install Er Robustness
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill er-robustness -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills er-robustness --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/Economic-Research-Journal-Skills/skills/er-robustness .claude/skills/er-robustness && 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 "er-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-robustness into .claude/skills/er-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-robustness", 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/Economic-Research-Journal-Skills/skills/er-robustnessType 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 er-robustness -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills er-robustness --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/Economic-Research-Journal-Skills/skills/er-robustness .agents/skills/er-robustness && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "er-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-robustness into .agents/skills/er-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-robustness", 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 er-robustness -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills er-robustness --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/Economic-Research-Journal-Skills/skills/er-robustness .cursor/skills/er-robustness && 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 "er-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-robustness into .cursor/skills/er-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-robustness", 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 Economic-Research-Journal-Skills/skills/er-robustness--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 er-robustness -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills er-robustness --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/Economic-Research-Journal-Skills/skills/er-robustness .gemini/skills/er-robustness && 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 "er-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-robustness into .gemini/skills/er-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-robustness", 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 er-robustnessInstalls 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 er-robustness -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/Economic-Research-Journal-Skills/skills/er-robustness .github/skills/er-robustness && 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 "er-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-robustness into .github/skills/er-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-robustness", 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 er-robustness -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 er-robustness --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/Economic-Research-Journal-Skills/skills/er-robustness .opencode/skills/er-robustness && 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 "er-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Research-Journal-Skills/skills/er-robustness into .opencode/skills/er-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "er-robustness", 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
er-robustness- GitHub stars
- 1.2k
- Token cost
- ~1k tokens
- SKILL.md length
- 273 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when building or writing the robustness-check section of an Economic-Research manuscript — organizes checks by the identification threat each one answers, not as an…
- Writing the robustness-check section of an Economic-Research manuscript — organizes checks by the identification threat each one answers
- SKILL.md covers 触发时机, 核心区分：稳健性不是机制也不是异质性, 稳健性检验分类与清单（按识别威胁组织） and 安慰剂检验的两种类型, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Not as an undifferentiated pile
What it does
Er Robustness is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building or writing the robustness-check section of an Economic-Research manuscript — organizes checks by the identification threat each one answers, not as an undifferentiated pile.
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. 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
- Writing the robustness-check section of an Economic-Research manuscript — organizes checks by the identification threat each one answers
- Not as an undifferentiated pile
Example prompts
- “/er-robustness”
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
Er Robustness loads about 1k tokens when it runs. Until then it costs about 51 tokens; SKILL.md has 273 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). 273 words, ~1,046 tokens.
Download SKILL.mdSave it as
.claude/skills/er-robustness/SKILL.md (or your agent's skills folder).- name
- er-robustness
- description
- Use when building or writing the robustness-check section of an Economic-Research manuscript — organizes checks by the identification threat each one answers, not as an undifferentiated pile.
稳健性检验体系（er-robustness）
触发时机
- 主回归已定稿，准备补稳健性，但只想到"换控制变量""缩尾"几招
- 审稿人质疑识别（遗漏变量 / 测量误差 / 样本选择），不知道该补哪类检验
- 已堆了一大堆稳健性表，但都没正面回应审稿人最担心的那个威胁
- 把异质性 / 机制误当稳健性写进了"稳健性检验"小节
- DID 文章只画了一张事件研究图，安慰剂只跑了一次
核心区分：稳健性不是机制也不是异质性
| 类型 | 回答的问题 | 操作 |
|---|---|---|
| 基准结果 | 主效应是什么 | 主回归 |
| 稳健性 | 换个方式做主回归，结论变不变 | 同一个 Y、同一个核心解释变量，改度量 / 样本 / 方法 |
| 机制 | 为什么有这个效应 | 换中介变量做被解释变量 |
| 异质性 | 在什么条件下效应更强 | 分组 / 交互 |
判定法则：稳健性检验的结论句永远是"核心结论不变"。 如果一段话的结论是"在 A 组更强""通过 M 起作用"，它就不是稳健性，挪到 er-mechanism / er-heterogeneity。
稳健性检验分类与清单（按识别威胁组织）
威胁 1：遗漏变量 / 内生性
- 更换识别策略（OLS → IV / DID / RDD，见 er-identification）
- 工具变量 / Bartik 工具，报告第一阶段 F
- 逐步加入更高维固定效应（个体×年份、行业×年份、地区×年份）与更多控制变量，看系数稳定性
- Oster (2019) δ 与 β 边界（
psacalc/oster_bounds）：在"观测变量解释力强、担心不可观测选择"时报告 δ（处理效应归零所需的不可观测/可观测选择比）与受限 β 边界。δ > 1 是常用门槛（Altonji, Elder & Taber, 2005 的思想） - 安慰剂检验（见下方专节）
威胁 2：测量误差 / 变量定义
- 替换核心被解释变量（如 TFP 的 OP / LP / ACF 不同算法）
- 替换核心解释变量的度量（连续 vs. 离散、不同阈值、不同数据源）
- 不同指标构造方式（主成分 vs. 熵权 vs. 简单加总）
威胁 3：样本选择
- 剔除特殊样本：直辖市、金融业、ST/*ST、IPO 当年、极端规模
- 不同时间窗（剔除危机年份 / 政策预热期 / 疫情年）
- PSM 后再估（共同支撑域内重做主回归）
- Heckman 两步法（存在自选择进入时）
威胁 4：估计方法 / 标准误
- 更换聚类层次（个体 → 行业 / 地区 / 处理层级）
- 双向聚类（个体 + 时间）
- Bootstrap 标准误
- 少聚类（cluster 数 < ~40）时用 wild cluster bootstrap（
boottest/wild_cluster_bootstrap） - winsorize / 缩尾比例敏感性（1% vs. 5% vs. 不缩尾）
威胁 5：功能形式
- 加入核心变量二次项 / 检验非线性（U 型、倒 U 型）
- 分位数回归（效应在分布不同位置是否一致）
- 对数 vs. 水平、不同标准化
DID 专属稳健性
- 平行趋势事件研究图（前期系数不显著、置信区间包含 0）
- 安慰剂：随机化处理时点 / 处理对象，跑 500–1000 次，画估计系数分布图，看真实系数是否落在尾部
- 排除同期政策干扰（控制其他在窗口内生效的政策虚拟变量）
- 异质性稳健估计量（
csdidCallaway-Sant'Anna /did_imputationBorusyak 等）替换 TWFE - 改变处理组定义（不同的处理强度阈值 / 剔除边缘处理单位）
安慰剂检验的两种类型
(a) 随机化处理——伪造处理组或处理时点，重复 500–1000 次，主张"如果效应是真实政策造成的，随机安慰剂应得到围绕 0 的系数分布，真实系数应是离群值"。
(b) 伪造结果变量——把不该被政策影响的 Y 当被解释变量跑主回归，主张"如果效应是机制驱动而非数据噪声，安慰剂 Y 上应无显著效应"。
安慰剂写作模板：
为排除[不可观测因素 / 偶然性]驱动结果的可能，本文进行安慰剂检验。
本文随机抽取[处理组 / 处理时点]并重复 N 次估计，图 X 报告 N 次估计的系数（核密度）分布。
结果显示，安慰剂系数集中分布于 0 附近，而本文真实估计值（垂直虚线）位于分布尾部，
表明基准结果并非由随机因素或遗漏变量驱动。写作模板（每个稳健性检验一段，固定结构）
为回应[某识别威胁]，本文[具体做法：替换/剔除/更换/加入……]。
结果见表 X，核心解释变量系数为 [数值]，[在 X% 水平显著]，
与基准回归相比方向一致、量级相近（基准为 Y），核心结论不变。要点：每段都要报量级，明说"与基准的 Y 相比量级相近"，而不是含糊地说"结果依然显著"。
稳健性检验的"度"
- 不是越多越好。正文聚焦回应审稿人最可能质疑的 2–4 个识别威胁
- 正文留最关键的检验（通常：更换识别 / 安慰剂 / 替换核心变量 / Oster 边界）
- 次要检验（缩尾比例、聚类层次、剔除子样本逐项）放附录，正文一句话索引
- 正文稳健性表数有限（经验值约 3–5 张图表，以投稿当期官网为准），不要喧宾夺主
执行桥（StatsPAI / Stata MCP）
把稳健性 battery 跑出来，而不是只罗列。完整映射见
execution-with-mcp。《经济研究》是中文经济学顶刊，识别可信度通常是约束；交错 DID、弱工具稳健 IV、RDD 与机制检验。
- 多结果 / 多设定：
romano_wolf（逐步 FWER）或benjamini_hochberg，报告校正后阈值。 - 遗漏变量敏感性：
oster_delta/sensemakr。 - **推断：**少聚类用
wild_cluster_bootstrap；视依赖结构用twoway_cluster/conley。 - 从一个 handle 复跑：
audit_result(result_id)列出缺失检查及对应suggest_function。 - 出表：
etable/did_summary_to_latex直接从 handle 生成，不手抄数字。
正文留决定性检查，详尽 battery 进附录。执行链见 JF 执行 walkthrough。
必查清单
- 遗漏变量 / 内生性类：至少一项（更换识别或 IV 或加固定效应+控制）已做
- 测量误差类：核心被解释变量、核心解释变量度量各替换过
- 样本选择类：剔除特殊样本 / 不同时间窗 / PSM 至少一项
- 估计方法类：更换聚类层次或 winsorize 敏感性已做；少聚类时用了 wild cluster bootstrap
- 安慰剂检验已做，且为分布形式（500–1000 次），不是单次
- 观测变量选择问题严重时，报告了 Oster δ 与 β 边界（δ > 1）
- DID：事件研究平行趋势 + 异质性稳健估计量替换 TWFE 都做了
- 每个稳健性段落都报告了与主回归一致的量级（不只是显著性）
- 没有把机制 / 异质性贴标签当稳健性
反模式
- 稳健性检验堆一大摞，但没有一个正面回应核心识别威胁
- 把机制分析 / 异质性分析贴上"稳健性"标签充数
- 安慰剂只随机一次就下结论，不画系数分布
- 缩尾比例或子样本一变结论就翻，却不讨论、悄悄选有利的那版报告
- 只写"加入控制变量后结果依然显著"，从不看系数方向与量级
- 报了 Oster δ < 1 还宣称稳健（δ < 1 意味着合理的不可观测选择即可推翻结果）
- 用 TWFE 做 staggered DID 的稳健性，却不换 Callaway-Sant'Anna 类估计量
输出格式
【已回应的识别威胁】[遗漏变量 / 测量误差 / 样本选择 / 估计方法 / 功能形式]
【正文稳健性检验】[更换识别, 安慰剂分布, 替换核心 Y, Oster 边界, ...]
【附录稳健性检验】[缩尾敏感性, 聚类层次, 剔除子样本, ...]
【安慰剂类型】随机化处理 / 伪造结果变量 / 两者
【Oster δ】[数值，若适用]
【量级一致性】每段是否都报了与基准的量级对比：是 / 否
【下一步】er-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 Economic-Research-Journal-Skills/skills/er-robustness of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Er Robustness 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 |
|---|---|---|---|---|---|---|
| Er Robustness this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1k | 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 | 434 | 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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Nature Academic Search
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…
More from brycewang-stanford/Awesome-Journal-Skills
All 2,387 skills in this repoAaag Data Analysis
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…
Aaag Literature Positioning
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…
Aaag Rebuttal
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…
Aaag Research Design
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…
Aaag Review Process
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…
Aaag Submission
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…
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Questions about Er Robustness
What does Er Robustness do?
A skill your agent uses when building or writing the robustness-check section of an Economic-Research manuscript — organizes checks by the identification threat each one answers, not as an…. Er Robustness is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building or writing the robustness-check section of an Economic-Research manuscript — organizes checks by the identification threat each one answers, not as an undifferentiated pile.
When should I use Er Robustness?
Er Robustness fits situations like: writing the robustness-check section of an Economic-Research manuscript — organizes checks by the identification threat each one answers; not as an undifferentiated pile.
How do I install Er Robustness in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill er-robustness -a claude-code`. Or copy the skill folder (Economic-Research-Journal-Skills/skills/er-robustness in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/er-robustness in your project. Claude Code loads it when a task matches its description.
How do I install Er Robustness in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill er-robustness -a codex`. Or copy the skill folder (Economic-Research-Journal-Skills/skills/er-robustness in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/er-robustness in your project. Codex loads it when a task matches its description.
Can I use Er Robustness 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 er-robustness -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/er-robustness, .gemini/skills/er-robustness, .github/skills/er-robustness and .opencode/skills/er-robustness in your project.
What does Er Robustness need to run?
SKILL.md names no scripts, command-line tools or credentials: Er Robustness is instructions for the agent only.
Does Er Robustness 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 Er Robustness 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 Er Robustness use?
Er Robustness 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 Er Robustness use?
About 1k tokens (SKILL.md is roughly 4.2k 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 Er Robustness?
Skills that share tags, products or a category with Er Robustness: 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, 434 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Er Robustness?
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.