Content Research Writer
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.
A skill your agent uses when results may be sensitive — to specification, sample, measurement, or inference for quantitative work, or to interpretation and triangulation for qualitative work — in a…
Install Worlddev Robustness
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill worlddev-robustness -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills worlddev-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/World-Development-Skills/skills/worlddev-robustness .claude/skills/worlddev-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 "worlddev-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Development-Skills/skills/worlddev-robustness into .claude/skills/worlddev-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "worlddev-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/World-Development-Skills/skills/worlddev-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 worlddev-robustness -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills worlddev-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/World-Development-Skills/skills/worlddev-robustness .agents/skills/worlddev-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 "worlddev-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Development-Skills/skills/worlddev-robustness into .agents/skills/worlddev-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "worlddev-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 worlddev-robustness -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills worlddev-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/World-Development-Skills/skills/worlddev-robustness .cursor/skills/worlddev-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 "worlddev-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Development-Skills/skills/worlddev-robustness into .cursor/skills/worlddev-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "worlddev-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 World-Development-Skills/skills/worlddev-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 worlddev-robustness -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills worlddev-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/World-Development-Skills/skills/worlddev-robustness .gemini/skills/worlddev-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 "worlddev-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Development-Skills/skills/worlddev-robustness into .gemini/skills/worlddev-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "worlddev-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 worlddev-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 worlddev-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/World-Development-Skills/skills/worlddev-robustness .github/skills/worlddev-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 "worlddev-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Development-Skills/skills/worlddev-robustness into .github/skills/worlddev-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "worlddev-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 worlddev-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 worlddev-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/World-Development-Skills/skills/worlddev-robustness .opencode/skills/worlddev-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 "worlddev-robustness" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Development-Skills/skills/worlddev-robustness into .opencode/skills/worlddev-robustness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "worlddev-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
worlddev-robustness- GitHub stars
- 1.2k
- Token cost
- ~1.5k tokens
- SKILL.md length
- 668 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when results may be sensitive — to specification, sample, measurement, or inference for quantitative work, or to interpretation and triangulation for qualitative work — in a…
- Results may be sensitive — to specification
- SKILL.md covers When to trigger, Organize by threat, not by table, Development-specific traps WD… and Execution bridge (StatsPAI /…, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Inference for quantitative work
What it does
Worlddev Robustness is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when results may be sensitive — to specification, sample, measurement, or inference for quantitative work, or to interpretation and triangulation for qualitative work — in a World Development (WD) manuscript. Organizes checks by threat; it does not invent evidence or citations.
Its SKILL.md is about 1.5k 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, covering Citation management. 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
- Results may be sensitive — to specification
- Inference for quantitative work
- Interpretation and triangulation for qualitative work — in a World Development (WD) manuscript
Example prompts
- “/worlddev-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
Worlddev Robustness loads about 1.5k tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 668 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). 668 words, ~1,527 tokens.
Download SKILL.mdSave it as
.claude/skills/worlddev-robustness/SKILL.md (or your agent's skills folder).- name
- worlddev-robustness
- description
- Use when results may be sensitive — to specification, sample, measurement, or inference for quantitative work, or to interpretation and triangulation for qualitative work — in a World Development (WD) manuscript. Organizes checks by threat; it does not invent evidence or citations.
Robustness & Trustworthiness (worlddev-robustness)
When to trigger
- The headline result moves under plausible alternative specifications
- A referee suspects the finding is driven by one region, one wave, or one measurement choice
- Development data are messy (recall error, measurement in informal economies, attrition) and this is unaddressed
- A qualitative finding rests on a few vivid quotes with no account of disconfirming evidence
- The robustness section is a mechanical dump of appendix tables organized by table, not by threat
Organize by threat, not by table
The single biggest WD robustness failure is a wall of appendix tables with no logic. A WD referee — often from a different discipline than the author — wants to see that you identified the threats to your specific claim and addressed each one. Structure the robustness work as a short list of named threats, each with the check that retires it and a one-line verdict. For each threat: what would break the claim, what test isolates it, what the test shows.
Quantitative threat map
| Threat | Check |
|---|---|
| Specification dependence | Add/drop controls in a disciplined sequence (Oster-style δ/bounds); specification curve if the literature is unsettled |
| Sample / outlier dependence | Drop influential units, regions, or waves; leave-one-out; trim |
| Measurement error (acute in development data) | Alternative measures; validation against an independent source; bounds |
| Inference fragility | Cluster at the right level; few-cluster wild bootstrap; spatial (Conley) SEs; randomization inference for RCTs |
| Selection / attrition | Lee bounds; selection models; characterize who exits |
| Multiple hypotheses | Romano–Wolf or sharpened q-values across the family of outcomes |
| Mechanism vs. confound | Show the proposed mechanism's footprint; rule out the leading alternative explicitly |
Run the checks the threat justifies — not the full menu. A paper that reports forty robustness tables but never addresses the obvious confound has gold-plated the wrong corner.
Qualitative trustworthiness map
Robustness for qualitative WD work is trustworthiness, and it is judged, not waived:
- Triangulation: corroborate key claims across data sources or informant types.
- Negative-case analysis: actively present and account for evidence that cuts against the argument — its absence is a red flag.
- Member checking / saturation: where appropriate, evidence that interpretations were checked and categories stabilized.
- Audit trail: enough on coding and analysis that another researcher could follow the inference.
- Reflexivity: acknowledge how the researcher's position shaped access and interpretation.
Mixed-methods
Show the strands converge or that divergence is informative. When quant and qual disagree, that tension is data — explain it rather than hiding the weaker strand.
Show full SKILL.md (271 more words)Show less
Development-specific traps WD referees catch
- Treating survey measures from informal/subsistence settings as if measured with the precision of administrative data
- Ignoring spatial autocorrelation in geographically clustered development data
- Pooling heterogeneous countries/regions and reporting one average that masks the policy-relevant variation
- Generalizing from one program/site without scope conditions
- Reporting the robust result but not the fragile one a skeptic would run
Execution bridge (StatsPAI / Stata MCP)
Run the battery, don't just enumerate it. Full map:
execution-with-mcp. World Development is multidisciplinary development studies; the chain serves its quantitative-causal lane, mixed-methods work uses its own standards.
- Many outcomes / specifications:
romano_wolf(step-down FWER) orbenjamini_hochberg. - OVB sensitivity:
oster_delta/sensemakr. - Inference:
wild_cluster_bootstrap(few clusters),twoway_cluster/conley. - Re-fit off one handle:
audit_result(result_id)lists missing checks + the exactsuggest_functionfor each. - Exhibits:
etable/did_summary_to_latexfrom the handle — no retyped numbers.
Decisive checks in the body, exhaustive battery in the appendix. JF execution walkthrough.
Checklist
- Robustness organized by named threat, each with check + one-line verdict
- Inference matched to the design (clustering level, few-cluster, spatial, randomization)
- Measurement error addressed where development data warrant it
- The leading alternative explanation is ruled out, not merely mentioned
- Qual: triangulation + negative cases + audit trail present
- Heterogeneity that matters for policy is shown, not averaged away
- No significance asterisks; effect sizes and uncertainty reported in real units
Anti-patterns
- A robustness appendix sorted by table number with no threat logic
- Forty checks for a non-threat, zero for the obvious confound
- Burying a fragile headline result and reporting only the survivor specifications
- Qualitative work that quotes only confirming voices and never the disconfirming ones
- Hiding quant/qual divergence in a mixed paper instead of explaining it
Output format
【Journal】World Development (WD)
【Skill】worlddev-robustness
【Verdict】robust / fragile / mixed
【Threats addressed】[threat → check → verdict] for each
【Leading alternative】how it is ruled out
【Qual trustworthiness】triangulation / negative cases / audit trail (if applicable)
【Policy-relevant heterogeneity】shown / hidden
【Source status】verified URL / 待核实 / not asserted
【Next skill】worlddev-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 World-Development-Skills/skills/worlddev-robustness of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Worlddev 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 |
|---|---|---|---|---|---|---|
| Worlddev Robustness this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| NetworkxzLanqing/codex-claude-academic-skills | 4.6k | 16 repos | ~3.2k | Automated safety check: Pass | BSD-3-Clause | |
| Citation Verification GuideGalaxy-Dawn/claude-scholar | 5.7k | 3 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Systematic Review ScreenerImbad0202/academic-research-skills | 51k | — | ~8.4k | Automated safety check: Pass | Custom licence | |
| Literature Reviewneflibata-feng/MyArxiv-Agent | 126 | 21 repos | ~5.9k | Automated safety check: Notes | MIT |
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Reference guidance for checking every citation in academic writing against canonical sources such as DOI, arXiv, CrossRef and Semantic Scholar, to catch fake or wrong references.
Systematic Review Screener
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Screens records for systematic, scoping and rapid reviews against fixed eligibility rules, using two blinded AI reviewers and a third adjudicator, with traceable PRISMA counts.
Literature Review
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Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).
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Finds papers in OpenAlex, PubMed and Google Scholar, turns DOIs, PMIDs and arXiv IDs into clean BibTeX, and validates citations for a manuscript or thesis.
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Categories
Questions about Worlddev Robustness
What does Worlddev Robustness do?
A skill your agent uses when results may be sensitive — to specification, sample, measurement, or inference for quantitative work, or to interpretation and triangulation for qualitative work — in a…. Worlddev Robustness is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when results may be sensitive — to specification, sample, measurement, or inference for quantitative work, or to interpretation and triangulation for qualitative work — in a World Development (WD) manuscript.
When should I use Worlddev Robustness?
Worlddev Robustness fits situations like: results may be sensitive — to specification; inference for quantitative work; interpretation and triangulation for qualitative work — in a World Development (WD) manuscript.
How do I install Worlddev Robustness in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill worlddev-robustness -a claude-code`. Or copy the skill folder (World-Development-Skills/skills/worlddev-robustness in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/worlddev-robustness in your project. Claude Code loads it when a task matches its description.
How do I install Worlddev Robustness in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill worlddev-robustness -a codex`. Or copy the skill folder (World-Development-Skills/skills/worlddev-robustness in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/worlddev-robustness in your project. Codex loads it when a task matches its description.
Can I use Worlddev 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 worlddev-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/worlddev-robustness, .gemini/skills/worlddev-robustness, .github/skills/worlddev-robustness and .opencode/skills/worlddev-robustness in your project.
What does Worlddev Robustness need to run?
SKILL.md names no scripts, command-line tools or credentials: Worlddev Robustness is instructions for the agent only.
Does Worlddev 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 Worlddev 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 Worlddev Robustness use?
Worlddev 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 Worlddev Robustness use?
About 1.5k tokens (SKILL.md is roughly 6.1k 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 Worlddev Robustness?
Skills that share tags, products or a category with Worlddev Robustness: Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars), Networkx (zLanqing/codex-claude-academic-skills, 4.6k stars), Citation Verification Guide (Galaxy-Dawn/claude-scholar, 5.7k stars) and Systematic Review Screener (Imbad0202/academic-research-skills, 51k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Worlddev Robustness?
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.