Stata
dylantmoore/stata-skill
Comprehensive Stata reference for writing correct .do files, data management, econometrics, causal inference, graphics, Mata programming, and 20 community packages (reghdfe, estout, did, rdrobust…
A skill your agent uses when organizing the online/supplementary appendix and the data-and-code deposit for a Journal of International Money and Finance (JIMF) manuscript.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jimf-internet-appendix -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jimf-internet-appendix --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-International-Money-and-Finance-Skills/skills/jimf-internet-appendix .claude/skills/jimf-internet-appendix && 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 "jimf-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-internet-appendix into .claude/skills/jimf-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-internet-appendix", 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-International-Money-and-Finance-Skills/skills/jimf-internet-appendixType 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 jimf-internet-appendix -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jimf-internet-appendix --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-International-Money-and-Finance-Skills/skills/jimf-internet-appendix .agents/skills/jimf-internet-appendix && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jimf-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-internet-appendix into .agents/skills/jimf-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-internet-appendix", 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 jimf-internet-appendix -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jimf-internet-appendix --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-International-Money-and-Finance-Skills/skills/jimf-internet-appendix .cursor/skills/jimf-internet-appendix && 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 "jimf-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-internet-appendix into .cursor/skills/jimf-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-internet-appendix", 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-International-Money-and-Finance-Skills/skills/jimf-internet-appendix--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 jimf-internet-appendix -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jimf-internet-appendix --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-International-Money-and-Finance-Skills/skills/jimf-internet-appendix .gemini/skills/jimf-internet-appendix && 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 "jimf-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-internet-appendix into .gemini/skills/jimf-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-internet-appendix", 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 jimf-internet-appendixInstalls 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 jimf-internet-appendix -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-International-Money-and-Finance-Skills/skills/jimf-internet-appendix .github/skills/jimf-internet-appendix && 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 "jimf-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-internet-appendix into .github/skills/jimf-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-internet-appendix", 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 jimf-internet-appendix -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 jimf-internet-appendix --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-International-Money-and-Finance-Skills/skills/jimf-internet-appendix .opencode/skills/jimf-internet-appendix && 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 "jimf-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-internet-appendix into .opencode/skills/jimf-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-internet-appendix", 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.
jimf-internet-appendixA skill your agent uses when organizing the online/supplementary appendix and the data-and-code deposit for a Journal of International Money and Finance (JIMF) manuscript.
Jimf Internet Appendix is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when organizing the online/supplementary appendix and the data-and-code deposit for a Journal of International Money and Finance (JIMF) manuscript. Structures supplementary material and the replication package; it does not establish the main result or write the main text.
Its SKILL.md is about 2k 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 Econometrics and empirical research. 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.
5 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.
Jimf Internet Appendix loads about 2k tokens when it runs. Until then it costs about 75 tokens; SKILL.md has 999 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). 999 words, ~2,029 tokens.
.claude/skills/jimf-internet-appendix/SKILL.md (or your agent's skills folder).The appendix is for material that supports but does not carry a main claim. JIMF referees do read it, so it must be navigable and every item must trace to a main-text statement. The main paper must remain self-contained: the headline result, identification, and the lead robustness checks live in the body, not the appendix.
| Belongs in the online appendix | Stays in the main text |
|---|---|
| Full control sweeps; alternative-measure tables | The preferred specification and headline coefficient |
| By-country / by-region detail behind a pooled estimate | The identification argument and lead robustness |
| Variable definitions, sources, vintages, splicing notes | The one-line data-to-object mapping |
| Model derivations, additional proofs | The mechanism stated for the reader |
| Placebo and falsification full tables | The headline placebo result |
| Sensitivity to bandwidth/window/lag choices | The chosen window and why |
Unlike some journals where the appendix is a courtesy, JIMF referees use it to verify the claims the main text makes economically: the full country-by-country results behind a pooled coefficient, the alternative-measure tables that show the headline is not an artifact, and the variable definitions that confirm you measured what you say. Build it for that reader. The single most common appendix failure is the orphan table — an exhibit with no main-text sentence it supports — which signals the analysis was run but never integrated into the argument. The index at the top is the cure: it forces every appendix item to declare its main-text home.
JIMF follows Elsevier's research-data policy: authors are expected to share data and code, typically via Mendeley Data or a linked repository, and to include a Data Availability Statement describing how the data can be accessed (检索于 2026-06;以官网为准 — exact wording and whether deposit is mandatory at acceptance is 待核实). Build the package as if it will be checked.
International-finance papers lean on data that often cannot be redistributed, and the Data Availability Statement must be honest about it. A practical taxonomy:
| Data type | Typical examples | Deposit approach |
|---|---|---|
| Fully public | IMF IFS/BoP, BIS statistics, World Bank WDI, Lane–Milesi-Ferretti, Chinn–Ito, AREAER | Post the cleaned panel + code |
| Public but licensed redistribution | some central-bank series, Reinhart–Rogoff classifications | Post code + access instructions, not the raw file if the license forbids |
| Vendor-licensed | Bloomberg, Refinitiv/Datastream, EPFR | Post code with the exact pull/query; do NOT post the data; name the vendor and field |
| Restricted/confidential | supervisory bank data, confidential central-bank transaction data | Describe the access route (application, data-room, contact); provide synthetic or aggregated extracts if permitted |
The test a referee applies: could someone with the same data licenses reproduce every number from your code? If the answer requires an undocumented manual step or a vendor pull you never specified, the package fails.
A paper's online appendix is 70 pages of regression dumps with no index, and the replication code needs a manual Datastream download the README never mentions. The JIMF fix: add a one-page index at the top mapping each appendix table to the main-text claim it supports (A1–A4 → Section 4 robustness, A5–A8 → by-country heterogeneity behind Table 3, etc.); write a master script with a documented data/ step that lists the exact Datastream/Bloomberg fields and the EPFR query, posts the public series (IMF, BIS, Lane–Milesi-Ferretti) directly, and states in the Data Availability Statement which series are licensed and how to obtain them. The appendix is now navigable and the package is reproducible by anyone with the same licenses.
【Journal】Journal of International Money and Finance
【Skill】jimf-internet-appendix
【Body self-contained】headline + identification + lead robustness in main text? [Y/N]
【Appendix index】each appendix item → main-text claim? [Y/N]
【Replication】master script reproduces all exhibits from documented inputs? [Y/N]
【Data statement】public vs. restricted separated; access path for restricted? [Y/N]
【Restricted data】Bloomberg/Datastream/EPFR/supervisory handled per license? [Y/N]
【Source status】Elsevier data policy verified / 待核实
【Next skill】jimf-writing-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-International-Money-and-Finance-Skills/skills/jimf-internet-appendix of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jimf Internet Appendix 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 |
|---|---|---|---|---|---|---|
| Jimf Internet Appendix this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2k | Automated safety check: Pass | MIT | |
| Statadylantmoore/stata-skill | 291 | 1 repos | ~4.2k | Automated safety check: Pass | Custom licence | |
| Stata C Pluginsdylantmoore/stata-skill | 291 | 1 repos | ~5.8k | Automated safety check: Pass | Custom licence | |
| Example Datasetspymc-labs/CausalPy | 1.2k | — | ~587 | Automated safety check: Pass | Apache-2.0 | |
| Stata AuditSepineTam/mcp-for-stata | 264 | — | ~1.2k | Automated safety check: Pass | AGPL-3.0 | |
| Stata Skill Contributordylantmoore/stata-skill | 291 | 1 repos | ~2.4k | Automated safety check: Pass | Custom licence |
dylantmoore/stata-skill
Comprehensive Stata reference for writing correct .do files, data management, econometrics, causal inference, graphics, Mata programming, and 20 community packages (reghdfe, estout, did, rdrobust…
dylantmoore/stata-skill
Develop high-performance C/C++ plugins for Stata using the stplugin.h SDK.
pymc-labs/CausalPy
Load built-in CausalPy example datasets for demos, tutorials, tests, and quick causal-analysis prototypes.
SepineTam/mcp-for-stata
Inspect, validate, summarize, and render local Stata-MCP audit evidence under .statamcp.
dylantmoore/stata-skill
Guide for contributing to the stata-skill project. An agent skill from dylantmoore/stata-skill.
SepineTam/mcp-for-stata
A skill your agent uses when the user needs to inspect, audit, or diagnose the safety of a Stata do-file.
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…
Categories
A skill your agent uses when organizing the online/supplementary appendix and the data-and-code deposit for a Journal of International Money and Finance (JIMF) manuscript. Jimf Internet Appendix is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when organizing the online/supplementary appendix and the data-and-code deposit for a Journal of International Money and Finance (JIMF) manuscript.
Jimf Internet Appendix fits situations like: tasks that involve Econometrics and empirical research.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jimf-internet-appendix -a claude-code`. Or copy the skill folder (Journal-of-International-Money-and-Finance-Skills/skills/jimf-internet-appendix in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jimf-internet-appendix in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jimf-internet-appendix -a codex`. Or copy the skill folder (Journal-of-International-Money-and-Finance-Skills/skills/jimf-internet-appendix in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jimf-internet-appendix 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 jimf-internet-appendix -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jimf-internet-appendix, .gemini/skills/jimf-internet-appendix, .github/skills/jimf-internet-appendix and .opencode/skills/jimf-internet-appendix in your project.
SKILL.md names no scripts, command-line tools or credentials: Jimf Internet Appendix 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.
Jimf Internet Appendix is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2k tokens (SKILL.md is roughly 8.1k 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 Jimf Internet Appendix: Stata (dylantmoore/stata-skill, 291 stars), Stata C Plugins (dylantmoore/stata-skill, 291 stars), Example Datasets (pymc-labs/CausalPy, 1.2k stars) and Stata Audit (SepineTam/mcp-for-stata, 264 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.