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 jfm- sub-skill to invoke next, or when sequencing work on a Journal of Financial Markets (JFM) manuscript from topic selection through rebuttal.
Install Jfm Workflow
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfm-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfm-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-Financial-Markets-Skills/skills/jfm-workflow .claude/skills/jfm-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 "jfm-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-workflow into .claude/skills/jfm-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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-Financial-Markets-Skills/skills/jfm-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 jfm-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfm-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-Financial-Markets-Skills/skills/jfm-workflow .agents/skills/jfm-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 "jfm-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-workflow into .agents/skills/jfm-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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 jfm-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfm-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-Financial-Markets-Skills/skills/jfm-workflow .cursor/skills/jfm-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 "jfm-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-workflow into .cursor/skills/jfm-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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-Financial-Markets-Skills/skills/jfm-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 jfm-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfm-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-Financial-Markets-Skills/skills/jfm-workflow .gemini/skills/jfm-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 "jfm-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-workflow into .gemini/skills/jfm-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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 jfm-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 jfm-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-Financial-Markets-Skills/skills/jfm-workflow .github/skills/jfm-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 "jfm-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-workflow into .github/skills/jfm-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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 jfm-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 jfm-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-Financial-Markets-Skills/skills/jfm-workflow .opencode/skills/jfm-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 "jfm-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Markets-Skills/skills/jfm-workflow into .opencode/skills/jfm-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfm-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
jfm-workflow- GitHub stars
- 1.2k
- Token cost
- ~1.7k tokens
- SKILL.md length
- 686 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 jfm- sub-skill to invoke next, or when sequencing work on a Journal of Financial Markets (JFM) manuscript from topic selection through rebuttal.
- Deciding which jfm- sub-skill to invoke next
- SKILL.md covers Overview, When to trigger, Routing table and Default order, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Sequencing work on a Journal of Financial Markets (JFM) manuscript from topic selection through rebuttal
What it does
Jfm Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jfm- sub-skill to invoke next, or when sequencing work on a Journal of Financial Markets (JFM) manuscript from topic selection through rebuttal. Routes — it does not replace — the specialized microstructure-focused skills.
Its SKILL.md is about 1.7k 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 jfm- sub-skill to invoke next
- Sequencing work on a Journal of Financial Markets (JFM) manuscript from topic selection through rebuttal
Example prompts
- “/jfm-workflow”
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
Jfm Workflow loads about 1.7k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 686 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). 686 words, ~1,747 tokens.
Download SKILL.mdSave it as
.claude/skills/jfm-workflow/SKILL.md (or your agent's skills folder).- name
- jfm-workflow
- description
- Use when deciding which jfm-* sub-skill to invoke next, or when sequencing work on a Journal of Financial Markets (JFM) manuscript from topic selection through rebuttal. Routes — it does not replace — the specialized microstructure-focused skills.
JFM Workflow Router (jfm-workflow)
Overview
This is the router for a manuscript aimed at the Journal of Financial Markets (JFM) — Elsevier's specialized field journal for market microstructure and the functioning of financial markets: liquidity, price formation and discovery, order flow, trading-mechanism and venue design, high-frequency dynamics, market-based asset pricing, and market regulation. JFM rewards papers built on deep institutional knowledge of how markets actually trade plus a careful empirical design on market data (TAQ/order-book/proprietary feeds) or microstructure theory. It is small, fast, and specialist — not a broad-finance generalist.
The single most useful thing this router does is keep you from mis-targeting. The fatal JFM error is submitting a paper whose mechanism is corporate finance, broad asset pricing, or banking with a thin "and we look at liquidity" wrapper. JFM referees are microstructure insiders; the mechanism, not the dataset, must be about market trading.
Verify volatile process facts before relying on them: publisher Elsevier; submission via Editorial Manager (检索于 2026-06；以官网为准); review model double-blind 待核实; ISSN 1386-4181 (print) / 1878-576X (online). Editor names, abstract/length limits, APC: 待核实.
When to trigger
- A user asks "what should I do next?" on a markets/microstructure paper
- A draft is ping-ponging between mechanism framing, data design, exhibits, and the response letter
- The team is weighing JFM against JF / JFE / RFS (broad top-3) or JFQA
- A JFM decision letter arrived and revision mode must start
- A reviewer says the paper "is not really microstructure" and fit is in doubt
Routing table
| Current symptom | Next skill |
|---|---|
| Is this even a microstructure/markets question, or broad finance? | jfm-topic-selection |
| Contribution vs. the microstructure frontier is fuzzy or oversold | jfm-literature-positioning |
| Causal claim rests on OLS+controls or a fragile event window | jfm-identification |
| Liquidity/price-impact measures, sample filters, or TAQ cleaning are shaky | jfm-empirical-design |
| Results may be spec-, sample-, microstructure-noise-, or inference-sensitive | jfm-robustness |
| Spread/depth/impact exhibits are dense or do not answer the question | jfm-tables-figures |
| Supporting material is too thin or sprawling for the Internet Appendix | jfm-internet-appendix |
| Intro/abstract bury the mechanism; prose misses the JFM voice | jfm-writing-style |
| Close to submission; need an Editorial Manager preflight | jfm-submission |
| Want to anticipate the microstructure referee's objections | jfm-referee-strategy |
| A decision letter / report needs a response plan | jfm-rebuttal |
Default order
jfm-topic-selection → jfm-literature-positioning → jfm-identification → jfm-empirical-design → jfm-robustness → jfm-tables-figures → jfm-internet-appendix → jfm-writing-style → jfm-submission → jfm-referee-strategy → jfm-rebuttal
jfm-writing-styleis late polish: do not rewrite the intro before the mechanism, measurement, and identification settle.jfm-referee-strategyis best run before submission as a pre-mortem, then again to plan thejfm-rebuttal.
Show full SKILL.md (287 more words)Show less
Routing by paper archetype
The binding constraint differs sharply by the kind of microstructure paper. Read the archetype, enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| Empirical microstructure (TAQ/order book) | liquidity/impact measurement + sample filters | jfm-empirical-design |
| Market-structure event (tick-size, reg change, venue entry) | identification off the exogenous shock | jfm-identification |
| Microstructure theory (Kyle/Glosten-Milgrom lineage) | mapping model objects to testable market predictions | jfm-literature-positioning → jfm-writing-style |
| Market-based asset pricing (liquidity premia, limits-to-arbitrage) | distinguishing from a broad-AP story for JF/RFS | jfm-topic-selection |
| HFT / fast-trading / latency | data granularity + venue/clock alignment | jfm-empirical-design → jfm-robustness |
Worked routing example (illustrative)
A user says: "My paper shows a new order type tightens spreads, but a referee called the result a measurement artifact and said liquidity is endogenous to the venue's launch." That is two distinct JFM pushbacks owned by different skills. The endogeneity charge is an identification problem — route first to jfm-identification to exploit the staggered venue rollout as the identifying variation and cluster correctly. The artifact charge is a measurement problem — route to jfm-empirical-design to construct alternative spread measures, then jfm-robustness to show the effect (say it settles at 9-14 bps across constructs, illustrative) survives. Only once both are solid do you return to jfm-tables-figures to present the event study and jfm-rebuttal to write the response. Prose polish (jfm-writing-style) waits until last.
Minimal decision snippet
if decision_letter_arrived: -> jfm-rebuttal (plan via jfm-referee-strategy)
elif ready_to_submit: -> jfm-submission
elif exhibits_unclear: -> jfm-tables-figures
elif appendix_or_replication: -> jfm-internet-appendix
elif results_fragile: -> jfm-robustness
elif measurement_shaky: -> jfm-empirical-design
elif endogeneity_or_causal: -> jfm-identification
elif contribution_fuzzy: -> jfm-literature-positioning
elif fit_in_doubt: -> jfm-topic-selection
else: -> jfm-topic-selectionAnti-patterns
- Treating JFM as interchangeable with JF, JFE, or RFS — those are broad top-3; JFM is the microstructure specialist
- Listing a general asset-pricing or corporate-finance paper as a JFM exemplar
- Polishing prose before the trading mechanism and measurement are stable
- Letting the Internet Appendix carry a claim the main text must establish
- Quoting an editor name, fee, or word limit not in
resources/official-source-map.mdand not marked 待核实
Output format
【Target】Journal of Financial Markets (JFM) — microstructure specialist
【Archetype】empirical micro / market-structure event / theory / market-AP / HFT
【Current bottleneck】fit / contribution / identification / measurement / robustness / exhibits / appendix / style / submission / revision
【Next skill】<one jfm-* skill>
【Reason】why this is the binding constraint at this stage
【Source check】official facts verified or marked 待核实© 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-Financial-Markets-Skills/skills/jfm-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jfm 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 |
|---|---|---|---|---|---|---|
| Jfm Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.7k | 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
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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 Jfm Workflow
What does Jfm Workflow do?
A skill your agent uses when deciding which jfm- sub-skill to invoke next, or when sequencing work on a Journal of Financial Markets (JFM) manuscript from topic selection through rebuttal. Jfm Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jfm- sub-skill to invoke next, or when sequencing work on a Journal of Financial Markets (JFM) manuscript from topic selection through rebuttal.
When should I use Jfm Workflow?
Jfm Workflow fits situations like: deciding which jfm- sub-skill to invoke next; sequencing work on a Journal of Financial Markets (JFM) manuscript from topic selection through rebuttal.
How do I install Jfm Workflow in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfm-workflow -a claude-code`. Or copy the skill folder (Journal-of-Financial-Markets-Skills/skills/jfm-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jfm-workflow in your project. Claude Code loads it when a task matches its description.
How do I install Jfm Workflow in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfm-workflow -a codex`. Or copy the skill folder (Journal-of-Financial-Markets-Skills/skills/jfm-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jfm-workflow in your project. Codex loads it when a task matches its description.
Can I use Jfm 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 jfm-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/jfm-workflow, .gemini/skills/jfm-workflow, .github/skills/jfm-workflow and .opencode/skills/jfm-workflow in your project.
What does Jfm Workflow need to run?
SKILL.md names no scripts, command-line tools or credentials: Jfm Workflow is instructions for the agent only.
Does Jfm 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 Jfm 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 Jfm Workflow use?
Jfm 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 Jfm Workflow use?
About 1.7k tokens (SKILL.md is roughly 7k 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 Jfm Workflow?
Skills that share tags, products or a category with Jfm 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 Jfm 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.