Research Survey
EvoScientist/EvoSkills
Generates structured literature survey reports from collected papers using a multi-stage pipeline: outline generation (query-type adaptive) → draft survey → section-by-section expansion → summary…
A skill your agent uses when choosing or sharpening the research question for a Journal of Economic Geography (JEG) manuscript so it genuinely bridges geographical economics and human geography.
Install Jegeo Topic Selection
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jegeo-topic-selection -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-topic-selection --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-topic-selection .claude/skills/jegeo-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-topic-selection into .claude/skills/jegeo-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-topic-selection", 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-topic-selectionType 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-topic-selection -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-topic-selection --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-topic-selection .agents/skills/jegeo-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-topic-selection into .agents/skills/jegeo-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-topic-selection", 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-topic-selection -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-topic-selection --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-topic-selection .cursor/skills/jegeo-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-topic-selection into .cursor/skills/jegeo-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-topic-selection", 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-topic-selection--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-topic-selection -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-topic-selection --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-topic-selection .gemini/skills/jegeo-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-topic-selection into .gemini/skills/jegeo-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-topic-selection", 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-topic-selectionInstalls 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-topic-selection -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-topic-selection .github/skills/jegeo-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-topic-selection into .github/skills/jegeo-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-topic-selection", 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-topic-selection -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-topic-selection --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-topic-selection .opencode/skills/jegeo-topic-selection && 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-topic-selection" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-topic-selection into .opencode/skills/jegeo-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-topic-selection", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
jegeo-topic-selection- GitHub stars
- 1.2k
- Token cost
- ~2.1k tokens
- SKILL.md length
- 1,084 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when choosing or sharpening the research question for a Journal of Economic Geography (JEG) manuscript so it genuinely bridges geographical economics and human geography.
- Works in 3 steps: Would the answer change if you ignored… → Can both an economist and a geographer… → Is there a mechanism, or only a pattern?…
- Tasks that involve Hypothesis generation
- SKILL.md covers When to trigger, The two-community test (the…, Which JEG conversation are you… and Three questions that separate…, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jegeo Topic Selection is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when choosing or sharpening the research question for a Journal of Economic Geography (JEG) manuscript so it genuinely bridges geographical economics and human geography. Tests two-community fit and scope; it does not invent evidence or citations.
Its SKILL.md is about 2.1k 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 Hypothesis generation 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.
When your agent uses it
- Tasks that involve Hypothesis generation
- Tasks that involve Citation management
Example prompts
- “/jegeo-topic-selection”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Would the answer change if you ignored space entirely? If no, geography is decorative and the paper belongs elsewhere. If yes — because…
- Can both an economist and a geographer name what they would learn? If only one can, you have a one-community paper that will draw a…
- Is there a mechanism, or only a pattern? "Activity concentrates here" is a pattern; "activity concentrates here because knowledge…
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Jegeo Topic Selection loads about 2.1k tokens when it runs. Until then it costs about 68 tokens; SKILL.md has 1,084 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 1,084 words, ~2,071 tokens.
Download SKILL.mdSave it as
.claude/skills/jegeo-topic-selection/SKILL.md (or your agent's skills folder).- name
- jegeo-topic-selection
- description
- Use when choosing or sharpening the research question for a Journal of Economic Geography (JEG) manuscript so it genuinely bridges geographical economics and human geography. Tests two-community fit and scope; it does not invent evidence or citations.
Topic Selection (jegeo-topic-selection)
When to trigger
- The core question is set but you are unsure it reads as economic geography rather than urban economics, trade, or generic applied micro
- The paper has strong empirics but no obvious reason a geographer would care, or rich geography but nothing that engages the economics frontier
- You suspect the question is really a Journal of Urban Economics or Regional Studies paper wearing a JEG cover letter
- A coauthor asks whether the topic clears JEG's bar before months of data work
The two-community test (the first gate)
JEG's defining constraint is that it serves geographical economics (formal/quantitative NEG and quantitative-spatial models) AND proper economic geography (institutional, evolutionary, qualitative human geography), with an editorial board drawn roughly equally from both. The fastest way to lose at JEG is to write a paper only one community can love. Before anything else, force the question through both lenses:
- Economist's lens: Is there a clear economic mechanism (agglomeration externality, knowledge spillover, trade cost, sorting, increasing returns) and a credible way to learn about it? Would a quantitative spatial economist see a real question, not a regional case report?
- Geographer's lens: Does place do real work — is the spatial structure (scale, proximity, networks, path dependence, institutions) constitutive of the answer, or just a fixed effect? Would a human geographer see space as analytically central, not decorative?
A JEG topic passes when both answers are yes. If only the economist's lens lights up, the paper drifts to JUE/RSUE; if only the geographer's lens does, it drifts to Economic Geography or Regional Studies.
Which JEG conversation are you entering?
| Topic family | What makes it a JEG question | Where it slips out of scope |
|---|---|---|
| Agglomeration / clusters | spatial externality measured at a defensible scale, with a mechanism | becomes a pure firm-productivity paper (JUE) |
| Regional development / divergence | why places diverge, with institutions or path dependence | becomes macro growth with no geography |
| Place-based policy | spatial treatment + spillovers to untreated places | becomes a generic program evaluation |
| Innovation / knowledge spillovers | geography of knowledge flow (patents, mobility, networks) | becomes innovation econ with space as a control |
| Trade & GVCs in space | how the geography of production reshapes regions | becomes international trade (JIE) |
| Evolutionary / institutional EG | branching, relatedness, lock-in, regional resilience | becomes a descriptive case with no generalizable claim |
Three questions that separate a JEG paper from a sibling paper
Run a candidate topic through these before committing data effort:
- Would the answer change if you ignored space entirely? If no, geography is decorative and the paper belongs elsewhere. If yes — because proximity, scale, networks, or regional institutions alter the result — it is a JEG question.
- Can both an economist and a geographer name what they would learn? If only one can, you have a one-community paper that will draw a hostile second referee.
- Is there a mechanism, or only a pattern? "Activity concentrates here" is a pattern; "activity concentrates here because knowledge externalities decay sharply with distance" is the mechanism JEG rewards.
A topic that survives all three is rare and worth the investment; one that fails any of them should be reframed now, not after the empirics are built.
Sizing the question to JEG
- The empirical/spatial frontier is genuinely moved, not merely extended to one more country or city — but JEG does reward a clean, well-identified spatial result with a sharp mechanism over grand-but-vague theory.
- The unit and scale of analysis (region, commuting zone, NUTS-2/3, grid cell, firm-location) are chosen for substantive spatial reasons, and you can name why that scale and not another.
- There is a one-sentence answer to "what do we now know about space and the economy that we did not before?"
- The shorter Emerging Voices format exists for tighter contributions (≈5,000 words, few exhibits) — note if the question fits that lane (检索于 2026-06；以官网为准).
Show full SKILL.md (453 more words)Show less
Worked vignette (illustrative)
A team has firm-level data showing that startups near universities grow faster, and plans to send it to JEG "because it is about location." Run the two-lens test. Economist's lens: the mechanism (university knowledge spillover) is real and learnable, but the design is "near = dummy," so it currently reads as applied micro with a spatial control — drifting to JUE. Geographer's lens: place is not yet constitutive; nothing about the spatial structure of the knowledge (distance decay, network ties, regional absorptive capacity) is in the question. The topic becomes a JEG question only when reframed so geography does work: how does the spatial reach of university knowledge depend on regional institutional thickness, and at what scale does the spillover die? Now both lenses light up, and the unit (commuting zone, with distance rings) is chosen for a substantive reason.
Checklist
- The question passes both the economist's and the geographer's lens, stated explicitly
- Place/spatial structure is constitutive of the answer, not a nuisance fixed effect
- The mechanism is nameable in one sentence (what spatial economic force is at work)
- Unit and spatial scale are justified substantively, not by data convenience
- You can say in one line why this is JEG and not JUE, RSUE, JIE, or Economic Geography
- The contribution is to economic geography, not just "applied X with a map"
- A geographer and an economist would both see a real, open question — not only one of them
Topics JEG actively wants vs. topics that drift away
| JEG actively rewards | Drifts to a sibling |
|---|---|
| agglomeration economies measured with a defended scale and mechanism | firm-productivity estimation with a city dummy (JUE) |
| place-based policy with cross-region spillovers | a generic program evaluation that happens to have regions |
| the geography of knowledge flows (mobility, patents, networks) | innovation economics with space as a control |
| how trade/GVCs reshape the location of activity within regions | aggregate bilateral trade flows (JIE) |
| evolutionary/institutional accounts with a claim that travels | a single-region descriptive narrative (Regional Studies) |
| quantitative-spatial models with a told economic-geography story | spatial-econometric machinery with no interpretation (RSUE) |
Use this as a fit screen before you commit: if your one-line topic lands in the right column, reframe so geography and mechanism do real work, or send it to the sibling it actually fits.
Anti-patterns
- A formal model with no geographic mechanism, or a case study with no engagement with the quantitative frontier — the one-community trap
- "Applied micro with a spatial fixed effect" dressed as economic geography
- Choosing the spatial scale because the data came at that scale, then never defending it
- A regional case with no claim that travels beyond the one region
- Pitching a JIE trade paper or a JUE urban paper at JEG because it mentions geography
Output format
【Journal】Journal of Economic Geography
【Skill】jegeo-topic-selection
【Question】one sentence; what we learn about space and the economy
【Economist's lens】mechanism + how we learn about it
【Geographer's lens】why place is constitutive (scale/proximity/networks/institutions)
【Two-community verdict】passes both / one-community risk → fix
【Why JEG not sibling】vs JUE / RSUE / JIE / Economic Geography
【Format】full article / Emerging Voices
【Next skill】jegeo-literature-positioning© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in Journal-of-Economic-Geography-Skills/skills/jegeo-topic-selection of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jegeo Topic Selection 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 Topic Selection this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2.1k | Automated safety check: Pass | MIT | |
| Research SurveyEvoScientist/EvoSkills | 478 | 3 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 | |
| Research Proposalluwill/research-skills | 860 | — | ~4.5k | Automated safety check: Notes | None | |
| Paper NavigatorEvoScientist/EvoSkills | 478 | — | ~6.3k | Automated safety check: Notes | Apache-2.0 | |
| Paper NavigatorAI4Scientist/nano-scientist | 128 | — | ~7.7k | Automated safety check: Notes | None | |
| Research Defense Radarfranklee16/academic-research-skills | 223 | — | ~4k | Automated safety check: Pass | MIT |
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Categories
Questions about Jegeo Topic Selection
What does Jegeo Topic Selection do?
A skill your agent uses when choosing or sharpening the research question for a Journal of Economic Geography (JEG) manuscript so it genuinely bridges geographical economics and human geography. Jegeo Topic Selection is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when choosing or sharpening the research question for a Journal of Economic Geography (JEG) manuscript so it genuinely bridges geographical economics and human geography.
When should I use Jegeo Topic Selection?
Jegeo Topic Selection fits situations like: tasks that involve Hypothesis generation; tasks that involve Citation management.
How do I install Jegeo Topic Selection in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jegeo-topic-selection -a claude-code`. Or copy the skill folder (Journal-of-Economic-Geography-Skills/skills/jegeo-topic-selection in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jegeo-topic-selection in your project. Claude Code loads it when a task matches its description.
How do I install Jegeo Topic Selection in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jegeo-topic-selection -a codex`. Or copy the skill folder (Journal-of-Economic-Geography-Skills/skills/jegeo-topic-selection in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jegeo-topic-selection in your project. Codex loads it when a task matches its description.
Can I use Jegeo Topic Selection in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jegeo-topic-selection -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-topic-selection, .gemini/skills/jegeo-topic-selection, .github/skills/jegeo-topic-selection and .opencode/skills/jegeo-topic-selection in your project.
What does Jegeo Topic Selection need to run?
SKILL.md names no scripts, command-line tools or credentials: Jegeo Topic Selection is instructions for the agent only.
Does Jegeo Topic Selection access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Jegeo Topic Selection safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Jegeo Topic Selection use?
Jegeo Topic Selection is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Jegeo Topic Selection use?
About 2.1k tokens (SKILL.md is roughly 8.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Jegeo Topic Selection?
Skills that share tags, products or a category with Jegeo Topic Selection: Research Survey (EvoScientist/EvoSkills, 478 stars), Research Proposal (luwill/research-skills, 860 stars), Paper Navigator (EvoScientist/EvoSkills, 478 stars) and Paper Navigator (AI4Scientist/nano-scientist, 128 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jegeo Topic Selection?
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.