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 jel- sub-skill to invoke next, or when sequencing a survey/review article from topic selection through revision for a Journal of Economic Literature (JEL)…
Install Jel Workflow
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jel-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jel-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-Literature-Skills/skills/jel-workflow .claude/skills/jel-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 "jel-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Literature-Skills/skills/jel-workflow into .claude/skills/jel-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jel-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-Literature-Skills/skills/jel-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 jel-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jel-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-Literature-Skills/skills/jel-workflow .agents/skills/jel-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 "jel-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Literature-Skills/skills/jel-workflow into .agents/skills/jel-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jel-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 jel-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jel-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-Literature-Skills/skills/jel-workflow .cursor/skills/jel-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 "jel-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Literature-Skills/skills/jel-workflow into .cursor/skills/jel-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jel-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-Literature-Skills/skills/jel-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 jel-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jel-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-Literature-Skills/skills/jel-workflow .gemini/skills/jel-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 "jel-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Literature-Skills/skills/jel-workflow into .gemini/skills/jel-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jel-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 jel-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 jel-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-Literature-Skills/skills/jel-workflow .github/skills/jel-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 "jel-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Literature-Skills/skills/jel-workflow into .github/skills/jel-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jel-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 jel-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 jel-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-Literature-Skills/skills/jel-workflow .opencode/skills/jel-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 "jel-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Literature-Skills/skills/jel-workflow into .opencode/skills/jel-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jel-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.
Facts
- Skill name
jel-workflow- GitHub stars
- 1.2k
- Token cost
- ~1.6k tokens
- SKILL.md length
- 668 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when deciding which jel- sub-skill to invoke next, or when sequencing a survey/review article from topic selection through revision for a Journal of Economic Literature (JEL)…
- Works in 11 steps: jel-topic-selection — confirm the field… → jel-proposal-and-commissioning — pitch a… → jel-literature-synthesis — gather and… → …
- Deciding which jel- sub-skill to invoke next
- SKILL.md covers Overview, When to trigger, Routing table and Default order, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jel Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jel- sub-skill to invoke next, or when sequencing a survey/review article from topic selection through revision for a Journal of Economic Literature (JEL) submission. Routes — it does not replace — the specialized skills.
Its SKILL.md is about 1.6k 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.
When your agent uses it
- Deciding which jel- sub-skill to invoke next
- Sequencing a survey/review article from topic selection through revision for a Journal of Economic Literature (JEL) submission
Example prompts
- “/jel-workflow”
Workflow steps
11 steps, taken from the first numbered list in SKILL.md.
- jel-topic-selection — confirm the field is JEL-scale (mature, important, needs synthesis)
- jel-proposal-and-commissioning — pitch a ~10-page proposal before drafting
- jel-literature-synthesis — gather and read the literature systematically
- jel-organizing-framework — impose the analytical spine
- jel-comprehensiveness-and-balance — completeness, fairness, even-handed controversies
- jel-tables-figures — summary tables and conceptual figures
- jel-writing-style — the authoritative-yet-accessible JEL voice (abstract + intro last)
- jel-classification-system — assign JEL codes; situate the survey in the taxonomy
- jel-editor-strategy — scope negotiation and referee expectations
- jel-submission — AEA portal preflight (proposal or full paper)
- jel-revision — after the editor/referee letter
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
Jel Workflow loads about 1.6k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 668 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). 668 words, ~1,558 tokens.
Download SKILL.mdSave it as
.claude/skills/jel-workflow/SKILL.md (or your agent's skills folder).- name
- jel-workflow
- description
- Use when deciding which jel-* sub-skill to invoke next, or when sequencing a survey/review article from topic selection through revision for a Journal of Economic Literature (JEL) submission. Routes — it does not replace — the specialized skills.
JEL Workflow Router (jel-workflow)
Overview
This is the router. It tells you which jel- skill to use at the current stage* of a survey or review article aimed at the Journal of Economic Literature (JEL) — the American Economic Association's survey-of-record journal (founded 1969). JEL does not publish original empirical research. It publishes commissioned and peer-reviewed syntheses of bodies of economic research, book reviews, and maintains the JEL classification system. So the lifecycle is not "design → identify → estimate → defend"; it is scope a synthesis-worthy field → propose it → read the whole literature → impose an organizing framework → synthesize comprehensively and even-handedly → land the JEL voice → submit and revise.
Default assumption: unless the user says otherwise, treat the target as JEL and the artefact as a survey, not a primary-research paper. Operational tells that you are at JEL and not a sibling: the work reviews other people's results rather than reporting your own; the natural first step is a ~10-page proposal emailed to the editor before a full draft (检索于 2026-06；以官网为准); there is no identification strategy and no replication package of your own data (you instead appraise the studies you cover); the contribution is an analytical map of a field, not a new estimate. If the user actually has original results, they want a primary-research journal (e.g. AER, QE), not JEL — say so.
When to trigger
- The user asks "what should I do next?" on a survey/review
- A survey draft reads like an annotated bibliography and needs a spine
- Work is ping-ponging between coverage, framing, balance, and the proposal
- A JEL editor/referee letter arrived and the user needs to switch into revision mode
Routing table
| Current symptom | Next skill |
|---|---|
| Unsure the field is mature/important enough to survey for JEL | jel-topic-selection |
| Need to pitch the survey to the editor before writing it | jel-proposal-and-commissioning |
| Reading is unsystematic; citation gaps likely | jel-literature-synthesis |
| Draft is a list of papers, not an argument about the field | jel-organizing-framework |
| Coverage vs. selectivity, or fairness across schools, feels off | jel-comprehensiveness-and-balance |
| Need who-found-what tables or a conceptual figure | jel-tables-figures |
| Prose is dense/jargon-laden; non-specialist can't follow | jel-writing-style |
| Assigning JEL codes, or relating the survey to the JEL taxonomy | jel-classification-system |
| Negotiating scope or handling referees of a survey | jel-editor-strategy |
| Ready to submit/propose via the AEA portal; need a preflight | jel-submission |
| Received editor/referee feedback on the survey | jel-revision |
Show full SKILL.md (286 more words)Show less
Default order
jel-topic-selection— confirm the field is JEL-scale (mature, important, needs synthesis)jel-proposal-and-commissioning— pitch a ~10-page proposal before draftingjel-literature-synthesis— gather and read the literature systematicallyjel-organizing-framework— impose the analytical spinejel-comprehensiveness-and-balance— completeness, fairness, even-handed controversiesjel-tables-figures— summary tables and conceptual figuresjel-writing-style— the authoritative-yet-accessible JEL voice (abstract + intro last)jel-classification-system— assign JEL codes; situate the survey in the taxonomyjel-editor-strategy— scope negotiation and referee expectationsjel-submission— AEA portal preflight (proposal or full paper)jel-revision— after the editor/referee letter
jel-writing-styleis a late-stage polish; do not rewrite the intro before the organizing framework and coverage settle. The proposal comes early — much of JEL is invited or proposal-first, sojel-proposal-and-commissioningprecedes the heavy reading.
Anti-patterns
- Writing the full survey before sending a proposal — JEL prefers a ~10-page sketch first (检索于 2026-06；以官网为准)
- Treating the survey as an annotated bibliography (no framework) — the named JEL failure mode
- Using the author's own line of work as the survey's center of gravity (self-promotion)
- Importing primary-research instincts: there is no "identification" or "replication package" — you appraise others' designs, you do not run your own
- Confusing JEL with JEP (shorter, non-technical, broad audience) or with Annual Review of Economics
Routing by survey archetype
A "survey" is not one thing; the bottleneck differs by type. Read the archetype, then enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| field-defining synthesis (broad subfield) | scope is enormous; needs a taxonomy | jel-organizing-framework |
| methods/tool survey (e.g. an estimator family) | accessibility to non-specialists; worked intuition | jel-writing-style |
| empirical-evidence stock-take (what is the consensus?) | comprehensiveness + even-handed weighing of conflicting results | jel-comprehensiveness-and-balance |
| emerging-area review (young, fast-moving) | is it mature enough for JEL yet? | jel-topic-selection |
Minimal decision snippet
if editor_or_referee_letter: -> jel-revision
elif ready_to_submit_or_propose: -> jel-submission
elif codes_or_taxonomy: -> jel-classification-system
elif prose_dense_or_inaccessible: -> jel-writing-style
elif need_tables_or_figures: -> jel-tables-figures
elif coverage_or_fairness_off: -> jel-comprehensiveness-and-balance
elif reads_like_a_list: -> jel-organizing-framework
elif reading_unsystematic: -> jel-literature-synthesis
elif no_proposal_yet: -> jel-proposal-and-commissioning
else: -> jel-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
Files
Just SKILL.md in Journal-of-Economic-Literature-Skills/skills/jel-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jel 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 |
|---|---|---|---|---|---|---|
| Jel Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.6k | 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 |
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GitHub Deep Research
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.
Nature Paper Card
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.
Content Research Writer
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.
Peer Review
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
Last30days
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Research what people actually say about any topic in the last 30 days.
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Categories
Questions about Jel Workflow
What does Jel Workflow do?
A skill your agent uses when deciding which jel- sub-skill to invoke next, or when sequencing a survey/review article from topic selection through revision for a Journal of Economic Literature (JEL)…. Jel Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jel- sub-skill to invoke next, or when sequencing a survey/review article from topic selection through revision for a Journal of Economic Literature (JEL) submission.
When should I use Jel Workflow?
Jel Workflow fits situations like: deciding which jel- sub-skill to invoke next; sequencing a survey/review article from topic selection through revision for a Journal of Economic Literature (JEL) submission.
How do I install Jel Workflow in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jel-workflow -a claude-code`. Or copy the skill folder (Journal-of-Economic-Literature-Skills/skills/jel-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jel-workflow in your project. Claude Code loads it when a task matches its description.
How do I install Jel Workflow in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jel-workflow -a codex`. Or copy the skill folder (Journal-of-Economic-Literature-Skills/skills/jel-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jel-workflow in your project. Codex loads it when a task matches its description.
Can I use Jel Workflow 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 jel-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/jel-workflow, .gemini/skills/jel-workflow, .github/skills/jel-workflow and .opencode/skills/jel-workflow in your project.
What does Jel Workflow need to run?
SKILL.md names no scripts, command-line tools or credentials: Jel Workflow is instructions for the agent only.
Does Jel Workflow 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 Jel Workflow 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 Jel Workflow use?
Jel Workflow 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 Jel Workflow use?
About 1.6k tokens (SKILL.md is roughly 6.2k 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 Jel Workflow?
Skills that share tags, products or a category with Jel 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.
Who maintains Jel Workflow?
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.