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 jegeo- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Economic Geography (JEG) submission.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jegeo-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-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/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow .claude/skills/jegeo-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 "jegeo-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow into .claude/skills/jegeo-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-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/Journal-of-Economic-Geography-Skills/skills/jegeo-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 jegeo-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-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/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow .agents/skills/jegeo-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 "jegeo-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow into .agents/skills/jegeo-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-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 jegeo-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-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/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow .cursor/skills/jegeo-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 "jegeo-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow into .cursor/skills/jegeo-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-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 Journal-of-Economic-Geography-Skills/skills/jegeo-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 jegeo-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-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/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow .gemini/skills/jegeo-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 "jegeo-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow into .gemini/skills/jegeo-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-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 jegeo-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 jegeo-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/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow .github/skills/jegeo-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 "jegeo-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow into .github/skills/jegeo-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-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 jegeo-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 jegeo-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/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow .opencode/skills/jegeo-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 "jegeo-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-workflow into .opencode/skills/jegeo-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-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.
jegeo-workflowA skill your agent uses when deciding which jegeo- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Economic Geography (JEG) submission.
Jegeo Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jegeo- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Economic Geography (JEG) 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.
Jegeo Workflow loads about 1.9k tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 782 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). 782 words, ~1,874 tokens.
.claude/skills/jegeo-workflow/SKILL.md (or your agent's skills folder).This is the router. It tells you which jegeo- skill to use at the current stage* of a manuscript aimed at the Journal of Economic Geography (JEG) — Oxford University Press's flagship for the bridge between economics and geography: agglomeration and clusters, regional and urban development, the economic geography of trade and global value chains, innovation and knowledge spillovers, institutions and space, evolutionary economic geography, and the location of firms and people.
The fact that defines JEG and every routing decision below: the journal deliberately spans two communities — "geographical economics" (the formal, quantitative New Economic Geography lineage of Krugman, Fujita, Venables, and the quantitative-spatial-model literature) AND "proper economic geography" (the institutional, evolutionary, and qualitative tradition of human geographers). Its masthead is drawn roughly equally from both (检索于 2026-06;以官网为准: EICs include Bathelt, Behrens, Coe, Iammarino, Kerr). A paper that speaks to only one community is the single most common desk-reject. Route accordingly: every stage must be defensible to an economist AND legible to a geographer.
Operational tells that you are at JEG and not a sibling: submission is via ScholarOne / Manuscript Central (mc.manuscriptcentral.com/joeg); review is double-anonymous (strip author identity); the data/replication policy is encouragement-based and post-acceptance, NOT a mandatory pre-acceptance archive (that distinguishes it sharply from QE, AEJ, and the AEA journals); standard articles run ≤8,000 words excluding references with overflow pushed to an online appendix. Re-verify volatile specifics on the OUP page.
| Current symptom | Next skill |
|---|---|
| Scope/audience/two-community fit is uncertain | jegeo-topic-selection |
| Contribution vs. adjacent journals and the NEG/EEG frontier is fuzzy | jegeo-literature-positioning |
| Causal or spatial-inference credibility is the bottleneck | jegeo-identification |
| The NEG model, quantitative-spatial framework, or conceptual frame is loose | jegeo-theory-model |
| Results may be spatial-scale-, weight-matrix-, sample-, or inference-sensitive | jegeo-robustness |
| Maps/exhibits are dense or do not answer the spatial question | jegeo-tables-figures |
| Intro/abstract/prose miss the two-audience JEG voice | jegeo-writing-style |
| Data, code, or spatial-data documentation needs packaging | jegeo-replication-package |
| Likely two-community objections should be pre-empted | jegeo-referee-strategy |
| Close to submission; need a ScholarOne preflight | jegeo-submission |
| A decision letter / referee report needs a response plan | jegeo-rebuttal |
jegeo-topic-selection — lock a question that genuinely bridges the two communitiesjegeo-literature-positioning — stake the contribution across NEG and human-geography frontiersjegeo-identification — spatial causal design or quantitative-spatial identificationjegeo-theory-model — NEG/quantitative-spatial model OR conceptual frameworkjegeo-robustness — spatial scale, weight matrix, spatial autocorrelation, Conley SEsjegeo-tables-figures — maps that argue, not decoratejegeo-writing-style — make it land for economists and geographers at once (intro last)jegeo-replication-package — assemble shareable spatial data + codejegeo-referee-strategy — anticipate the cross-disciplinary referee pairjegeo-submission — ScholarOne preflight + double-anonymous scrubjegeo-rebuttal — after the decision letter
jegeo-writing-styleis a late-stage polish; do not rewrite the intro before identification, mechanism, and the spatial-robustness story settle.
JEG draws four recurring archetypes, and the binding constraint differs by branch. Read the archetype, then enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| NEG / quantitative-spatial model (Krugman/Fujita/Redding-Rossi-Hansberg lineage) | parameter identification + calibration discipline | jegeo-theory-model → jegeo-identification |
| place-based-policy / regional causal evaluation | spatial DID/event-study + SUTVA across regions | jegeo-identification |
| evolutionary / institutional / qualitative geography | conceptual frame legible to economists; case-based inference | jegeo-theory-model → jegeo-literature-positioning |
| agglomeration / clusters / knowledge-spillover measurement | spatial-scale choice + spatial autocorrelation in inference | jegeo-robustness → jegeo-identification |
A user says: "My quantitative-spatial model of a high-speed-rail corridor estimates fine, but one referee (an economist) says the welfare counterfactual ignores spatial spillovers to non-connected regions, and the other (a geographer) says the paper has no mechanism — just a black-box gravity structure." That is two distinct JEG pushbacks from the two communities: spatial spillover / general-equilibrium leakage (own jegeo-identification and jegeo-robustness via Conley SEs and SUTVA) and missing economic-geography mechanism (own jegeo-theory-model, where the gravity coefficients must be tied to a story about why firms relocate). Route to jegeo-theory-model first to install the mechanism both referees can read, then to jegeo-robustness to bound the spillover, then jegeo-rebuttal.
if decision_letter_arrived: -> jegeo-rebuttal
elif ready_to_submit: -> jegeo-submission
elif anticipating_two_community_refs: -> jegeo-referee-strategy
elif maps_or_exhibits_dense: -> jegeo-tables-figures
elif spatial_scale_or_inference: -> jegeo-robustness
elif identification_shaky: -> jegeo-identification
elif model_or_mechanism_loose: -> jegeo-theory-model
elif contribution_fuzzy: -> jegeo-literature-positioning
else: -> jegeo-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 Journal-of-Economic-Geography-Skills/skills/jegeo-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jegeo 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 |
|---|---|---|---|---|---|---|
| Jegeo 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 | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | 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.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
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 jegeo- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Economic Geography (JEG) submission. Jegeo Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jegeo- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Economic Geography (JEG) submission.
Jegeo Workflow fits situations like: deciding which jegeo- sub-skill to invoke next; sequencing manuscript work from topic through rebuttal for a Journal of Economic Geography (JEG) submission.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jegeo-workflow -a claude-code`. Or copy the skill folder (Journal-of-Economic-Geography-Skills/skills/jegeo-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jegeo-workflow in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jegeo-workflow -a codex`. Or copy the skill folder (Journal-of-Economic-Geography-Skills/skills/jegeo-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jegeo-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 jegeo-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/jegeo-workflow, .gemini/skills/jegeo-workflow, .github/skills/jegeo-workflow and .opencode/skills/jegeo-workflow in your project.
SKILL.md names no scripts, command-line tools or credentials: Jegeo 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.
Jegeo 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 Jegeo 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 1,231 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.