Scholar Replication
joshzyj/open-scholar-skill
Build, document, test, and validate a journal-ready replication package for social science research.
A skill your agent uses when assembling the Internet Appendix, data codebook, and replication materials for a Journal of Financial Markets (JFM) manuscript — what stays in the main text vs.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfm-internet-appendix -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfm-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-Financial-Markets-Skills/skills/jfm-internet-appendix .claude/skills/jfm-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 "jfm-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-internet-appendix into .claude/skills/jfm-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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-Financial-Markets-Skills/skills/jfm-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 jfm-internet-appendix -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfm-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-Financial-Markets-Skills/skills/jfm-internet-appendix .agents/skills/jfm-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 "jfm-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-internet-appendix into .agents/skills/jfm-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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 jfm-internet-appendix -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfm-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-Financial-Markets-Skills/skills/jfm-internet-appendix .cursor/skills/jfm-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 "jfm-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-internet-appendix into .cursor/skills/jfm-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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-Financial-Markets-Skills/skills/jfm-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 jfm-internet-appendix -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfm-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-Financial-Markets-Skills/skills/jfm-internet-appendix .gemini/skills/jfm-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 "jfm-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-internet-appendix into .gemini/skills/jfm-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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 jfm-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 jfm-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-Financial-Markets-Skills/skills/jfm-internet-appendix .github/skills/jfm-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 "jfm-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-internet-appendix into .github/skills/jfm-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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 jfm-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 jfm-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-Financial-Markets-Skills/skills/jfm-internet-appendix .opencode/skills/jfm-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 "jfm-internet-appendix" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-internet-appendix into .opencode/skills/jfm-internet-appendix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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.
jfm-internet-appendixA skill your agent uses when assembling the Internet Appendix, data codebook, and replication materials for a Journal of Financial Markets (JFM) manuscript — what stays in the main text vs.
Jfm Internet Appendix is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the Internet Appendix, data codebook, and replication materials for a Journal of Financial Markets (JFM) manuscript — what stays in the main text vs. the appendix, and the TAQ/proprietary-data access path. Organizes supporting material; it does not invent evidence or citations.
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 Databases, covering Database administration and 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.
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.
Jfm Internet Appendix loads about 2k tokens when it runs. Until then it costs about 80 tokens; SKILL.md has 1,002 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). 1,002 words, ~2,023 tokens.
.claude/skills/jfm-internet-appendix/SKILL.md (or your agent's skills folder).The discipline is the main paper must be self-contained: every claim a referee must accept to believe the headline lives in the main text. The Internet Appendix carries depth, not load-bearing claims.
| Material | Main text | Internet Appendix |
|---|---|---|
| Headline result + its identifying design | ✓ | |
| The one or two load-bearing robustness checks | ✓ | |
| Alternative liquidity-measure replications | summary line | full tables |
| Sample-filter / period / subsample variations | mention | full grid |
| Full microstructure-measure construction & formulas | brief | complete derivation |
| Data cleaning rules (trade-quote match, filters) | summary | exhaustive codebook |
| Placebo / falsification batteries | result stated | full set |
| Proofs / model details (if theory) | key steps | complete |
JFM is an Elsevier journal; confirm the current data-and-code policy and whether a deposit is required at submission vs. acceptance (检索于 2026-06;以官网为准 — 待核实). Regardless of the minimum, prepare:
Read only the main text and ask: could a referee accept the headline without ever opening the appendix? If the only evidence that the result is not a measurement artifact sits in Internet Appendix Table IA.7, the paper fails — move at least one alternative-measure column into the main text and leave the full battery in the appendix. Conversely, if the main text reproduces every sub-period split and influential-name drop, it is bloated — push those down and keep a one-line summary ("results are stable across sub-periods and to dropping the most-traded names; see IA.2-IA.4"). The main text carries the claims; the appendix carries the exhaustiveness.
Microstructure papers routinely use feeds that cannot be redistributed (exchange order-book feeds, a broker's order data, Nasdaq ITCH, a vendor's TAQ license). The honest pattern is to document the access path precisely: the vendor/exchange, the product name, the license type, the exact query or universe/period filter used, and the cost tier if relevant. A replicator with their own license can then reconstruct the sample. State plainly what is shareable (code, derived non-proprietary aggregates) and what is not. Do not write "data available on request" for data you have no right to share — that is a common and easily caught evasion.
A curated Internet Appendix for a typical empirical microstructure paper reads as a deliberate outline, not a dumping ground: IA.1 full variable definitions and construction formulas (every liquidity/impact measure); IA.2 the complete sample-filter grid and how many records each screen removes; IA.3 alternative liquidity-measure replications of the headline; IA.4 sub-period and asset-subset robustness; IA.5 placebo/falsification tests; IA.6 computational details (solver, starting values, tolerances, software versions); IA.7 additional figures (intraday patterns, alternative event windows). Each section opens with one line stating which main-text claim it supports. This structure lets a referee find the check they want in seconds and signals that the authors know exactly which results are load-bearing.
Use the appendix build as a check on the main text. If, while curating the appendix, you find a robustness check that is essential to believing the headline, that check belongs in the main text — promote it. If you find a main-text table that no reader needs to accept the claim, demote it. Done well, this pass leaves a main text where every exhibit is load-bearing and an appendix where every exhibit is genuinely supplementary, each labeled with the claim it backs. The relabeling alone often surfaces a buried fragility the authors had not noticed.
Microstructure papers often rely on estimates that are sensitive to implementation: PIN/VPIN (likelihood with many local optima), Kyle's lambda (regression specification and sampling frequency), realized-volatility and impact measures (sampling-frequency and noise corrections), and structural model solvers. For these, the appendix and replication package must record the exact solver, starting values, multistart strategy, convergence tolerance, and software versions — otherwise a replicator gets different numbers and reads it as a failure. A short "computational details" subsection that states these, plus a lockfile pinning package versions, pre-empts the most common reproducibility dispute. Where a derived aggregate can be shared even though the raw feed cannot, ship that aggregate so the final tables at least reproduce from an intermediate file.
【Journal】Journal of Financial Markets (JFM)
【Skill】jfm-internet-appendix
【Self-containment】main text stands alone? [Y/N]
【Appendix map】each exhibit ↔ main-text claim? [Y/N]
【Codebook】measures + filters fully documented? [Y/N]
【Data access path】proprietary feed access documented (not false sharing)? [Y/N]
【Reproducibility】versions/lockfile recorded? [Y/N]
【Policy status】data-and-code policy verified or 待核实
【Next skill】jfm-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-Financial-Markets-Skills/skills/jfm-internet-appendix of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jfm 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 |
|---|---|---|---|---|---|---|
| Jfm Internet Appendix this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2k | Automated safety check: Pass | MIT | |
| Scholar Replicationjoshzyj/open-scholar-skill | 168 | — | ~19k | Automated safety check: Pass | Custom licence | |
| Ieee Paper ReaderCloudWave818/ieee-skills | 355 | — | ~591 | Automated safety check: Pass | MIT | |
| Joe Replication And Data Policyfranklee16/academic-research-skills | 223 | 1 repos | ~986 | Automated safety check: Pass | None | |
| Investigating Anomalous ResultsK-Dense-AI/science-superpowers | 348 | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| Bio Multi Omics Similarity NetworkGPTomics/bioSkills | 1.2k | 1 repos | ~4.3k | Automated safety check: Pass | MIT |
joshzyj/open-scholar-skill
Build, document, test, and validate a journal-ready replication package for social science research.
CloudWave818/ieee-skills
Read, decompose, and analyze IEEE-style papers using routed technical-reading workflows.
franklee16/academic-research-skills
A skill your agent uses to prepare code and data materials for a Journal of Econometrics (JoE) submission under Elsevier's data-citation and availability norms, including reproducible Monte Carlo…
K-Dense-AI/science-superpowers
A skill your agent uses when a result is surprising, impossible, contradicts a sanity check, a pipeline fails, a model won't converge, or a replication fails - before adjusting anything
GPTomics/bioSkills
Stratifies patients into multi-omics subtypes by building one patient-by-patient similarity network per omic, fusing them with SNF's cross-network diffusion, and spectral-clustering the fused graph…
franklee16/academic-research-skills
A skill your agent uses when running the final pre-submission preflight for an Academy of Management Review (AMR) manuscript — ScholarOne portal, AOM format and length, abstract, anonymization 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…
Categories
A skill your agent uses when assembling the Internet Appendix, data codebook, and replication materials for a Journal of Financial Markets (JFM) manuscript — what stays in the main text vs. Jfm Internet Appendix is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the Internet Appendix, data codebook, and replication materials for a Journal of Financial Markets (JFM) manuscript — what stays in the main text vs.
Jfm Internet Appendix fits situations like: assembling the Internet Appendix; replication materials for a Journal of Financial Markets (JFM) manuscript — what stays in the main text vs.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfm-internet-appendix -a claude-code`. Or copy the skill folder (Journal-of-Financial-Markets-Skills/skills/jfm-internet-appendix in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jfm-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 jfm-internet-appendix -a codex`. Or copy the skill folder (Journal-of-Financial-Markets-Skills/skills/jfm-internet-appendix in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jfm-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 jfm-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/jfm-internet-appendix, .gemini/skills/jfm-internet-appendix, .github/skills/jfm-internet-appendix and .opencode/skills/jfm-internet-appendix in your project.
SKILL.md names no scripts, command-line tools or credentials: Jfm 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.
Jfm 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 Jfm Internet Appendix: Scholar Replication (joshzyj/open-scholar-skill, 168 stars), Ieee Paper Reader (CloudWave818/ieee-skills, 355 stars), Joe Replication And Data Policy (franklee16/academic-research-skills, 223 stars) and Investigating Anomalous Results (K-Dense-AI/science-superpowers, 348 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 1,219 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.