Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when deciding which aejmac- sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an American Economic Journal…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejmac-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aejmac-workflow --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/AEJ-Macroeconomics-Skills/skills/aejmac-workflow .claude/skills/aejmac-workflow && 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 "aejmac-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Macroeconomics-Skills/skills/aejmac-workflow into .claude/skills/aejmac-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejmac-workflow", 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/AEJ-Macroeconomics-Skills/skills/aejmac-workflowType 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 aejmac-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aejmac-workflow --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/AEJ-Macroeconomics-Skills/skills/aejmac-workflow .agents/skills/aejmac-workflow && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aejmac-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Macroeconomics-Skills/skills/aejmac-workflow into .agents/skills/aejmac-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejmac-workflow", 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 aejmac-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aejmac-workflow --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/AEJ-Macroeconomics-Skills/skills/aejmac-workflow .cursor/skills/aejmac-workflow && 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 "aejmac-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Macroeconomics-Skills/skills/aejmac-workflow into .cursor/skills/aejmac-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejmac-workflow", 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 AEJ-Macroeconomics-Skills/skills/aejmac-workflow--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 aejmac-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aejmac-workflow --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/AEJ-Macroeconomics-Skills/skills/aejmac-workflow .gemini/skills/aejmac-workflow && 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 "aejmac-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Macroeconomics-Skills/skills/aejmac-workflow into .gemini/skills/aejmac-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejmac-workflow", 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 aejmac-workflowInstalls 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 aejmac-workflow -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/AEJ-Macroeconomics-Skills/skills/aejmac-workflow .github/skills/aejmac-workflow && 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 "aejmac-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Macroeconomics-Skills/skills/aejmac-workflow into .github/skills/aejmac-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejmac-workflow", 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 aejmac-workflow -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 aejmac-workflow --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/AEJ-Macroeconomics-Skills/skills/aejmac-workflow .opencode/skills/aejmac-workflow && 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 "aejmac-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Macroeconomics-Skills/skills/aejmac-workflow into .opencode/skills/aejmac-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejmac-workflow", 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.
aejmac-workflowA skill your agent uses when deciding which aejmac- sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an American Economic Journal…
Aejmac Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which aejmac- sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an American Economic Journal: Macroeconomics (AEJ: Macro) submission. Routes — it does not replace — the specialized skills.
Its SKILL.md is about 1.9k 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. 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.
11 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.
Aejmac Workflow loads about 1.9k tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 786 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). 786 words, ~1,880 tokens.
.claude/skills/aejmac-workflow/SKILL.md (or your agent's skills folder).This is the router. It tells you which aejmac- skill to use at the current stage* of a manuscript aimed at the American Economic Journal: Macroeconomics (AEJ: Macro) — the American Economic Association's quarterly, broad-interest macro journal (founded 2009; one of four AEJs). AEJ: Macro rewards papers that bring quantitative discipline and policy relevance to a substantive macro question across growth, business cycles, monetary and fiscal policy, labor-macro, international macro, and macro-finance.
The defining feature of AEJ: Macro is methodological breadth: it publishes both quantitative-theoretical work (DSGE, heterogeneous-agent, structural estimation, calibrated models) and identified-empirical work (SVAR, local projections, narrative identification, micro-data macro). A paper does not have to be one or the other — the bar is that whichever tool you use, the mapping from model/data to the macro conclusion is disciplined.
Default assumption: unless the user says otherwise, treat the target as AEJ: Macro. Operational tells that you are at AEJ: Macro and not a field-macro or general-interest sibling: submission via the AEA submission system; a membership-scaled submission fee (member/nonmember × income tier; 检索于 2026-06,以官网为准); single-blind external review managed by the editor/coeditors; JEL codes required; the AEA Data Editor (Lars Vilhuber) runs a pre-publication reproducibility check — covering simulation and calibration code, not only regression scripts — with materials deposited at the AEA Data and Code Repository on openICPSR. Editor as of 2026: Ayşegül Şahin (检索于 2026-06;以官网为准). Re-verify volatile specifics on the official AEA pages.
| Current symptom | Next skill |
|---|---|
| Question feels narrow / field-macro / not broad-interest | aejmac-topic-selection |
| Contribution vs. the macro frontier is fuzzy or undersold | aejmac-literature-positioning |
| Empirical identification (SVAR / LP / narrative / IV) is shaky | aejmac-identification |
| A quantitative model needs calibration / estimation discipline | aejmac-theory-model |
| Headline number not shown robust to specification / sample / tuning | aejmac-robustness |
| Exhibits are dense; IRFs/fan charts/fit plots unclear | aejmac-tables-figures |
| Prose buries the question; abstract/intro do not land | aejmac-writing-style |
| Data/code/simulation deposit, README, or AEA Data Editor prep | aejmac-replication-package |
| Want to anticipate referee objections / desk-reject odds | aejmac-referee-strategy |
| Ready to submit via the AEA system; need a preflight | aejmac-submission |
| Received an R&R; need a response-letter strategy | aejmac-rebuttal |
aejmac-topic-selection — lock the broad-interest macro questionaejmac-literature-positioning — stake the contribution vs. the macro frontieraejmac-identification — SVAR / LP / narrative / IV credibility (empirical branch)aejmac-theory-model — calibration / structural-estimation discipline (quantitative branch)aejmac-robustness — show the headline number is not fragileaejmac-tables-figures — IRFs, fan charts, model-fit exhibits done rightaejmac-writing-style — make the idea land (abstract + intro last; ≤100-word abstract)aejmac-replication-package — assemble the AEA-compliant data/code/simulation packageaejmac-referee-strategy — pre-empt the objections macro referees raiseaejmac-submission — AEA system preflightaejmac-rebuttal — after the R&R
aejmac-identificationandaejmac-theory-modelare siblings, not a strict order: an empirical paper leans on the former, a quantitative paper on the latter, and a hybrid paper visits both.aejmac-writing-styleis a late-stage polish; do not rewrite the intro before the headline number settles.
aejmac-replication-package until acceptance — the AEA Data Editor verifies before publication, and for macro this includes simulation/calibration code, not just data cleaningaejmac-tables-figures polish IRFs while the identification or calibration is still movingAEJ: Macro spans several macro branches, and the bottleneck differs by branch. Read the archetype, then enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| empirical shock-identification (monetary/fiscal) | SVAR / narrative / proxy-VAR credibility | aejmac-identification |
| dynamic-effects estimation | local-projection specification + inference | aejmac-identification → aejmac-robustness |
| quantitative DSGE / HANK | calibration targets + parameter identification | aejmac-theory-model |
| structural estimation | what data moments identify each parameter | aejmac-theory-model → aejmac-robustness |
| model + evidence hybrid | does the model match the identified empirical response | aejmac-identification + aejmac-theory-model |
A user says: "My HANK model matches the data, but a referee says my monetary-shock series is not credibly exogenous and the consumption response is not robust to the lag length." That is two distinct AEJ: Macro pushbacks — identification of the shock (owned by aejmac-identification, narrative/high-frequency branch) and fragility of the dynamic response (owned by aejmac-robustness). The model side (aejmac-theory-model) only matters once the empirical target it is matched to is credible. Route to identification first; once the shock and the response settle (say the peak MPC-driven consumption response stabilizes at 1.4%, 90% CI [0.9, 1.9], illustrative), return to aejmac-tables-figures and aejmac-rebuttal.
if decision_letter_arrived: -> aejmac-rebuttal
elif ready_to_submit: -> aejmac-submission
elif anticipating_referees: -> aejmac-referee-strategy
elif data_code_deposit: -> aejmac-replication-package
elif exhibits_unclear: -> aejmac-tables-figures
elif headline_fragile: -> aejmac-robustness
elif model_calibration_estimation: -> aejmac-theory-model
elif shock_or_design_shaky: -> aejmac-identification
elif claim_or_positioning_fuzzy: -> aejmac-literature-positioning
else: -> aejmac-topic-selection© 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 AEJ-Macroeconomics-Skills/skills/aejmac-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Aejmac Workflow 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 |
|---|---|---|---|---|---|---|
| Aejmac Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Peer Reviewspacering-net/codeg | 3.9k | 17 repos | ~5.9k | Automated safety check: Notes | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
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.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
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 deciding which aejmac- sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an American Economic Journal…. Aejmac Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which aejmac- sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an American Economic Journal: Macroeconomics (AEJ: Macro) submission.
Aejmac Workflow fits situations like: deciding which aejmac- sub-skill to invoke next; sequencing manuscript work from topic selection through rebuttal for an American Economic Journal: Macroeconomics (AEJ: Macro) submission.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejmac-workflow -a claude-code`. Or copy the skill folder (AEJ-Macroeconomics-Skills/skills/aejmac-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aejmac-workflow in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejmac-workflow -a codex`. Or copy the skill folder (AEJ-Macroeconomics-Skills/skills/aejmac-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aejmac-workflow 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 aejmac-workflow -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aejmac-workflow, .gemini/skills/aejmac-workflow, .github/skills/aejmac-workflow and .opencode/skills/aejmac-workflow in your project.
SKILL.md names no scripts, command-line tools or credentials: Aejmac Workflow 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.
Aejmac Workflow is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.5k 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 Aejmac Workflow: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k 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.