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 jimf- sub-skill to invoke next, or when sequencing a Journal of International Money and Finance (JIMF) manuscript from topic through rebuttal.
Install Jimf Workflow
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jimf-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jimf-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-International-Money-and-Finance-Skills/skills/jimf-workflow .claude/skills/jimf-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 "jimf-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-workflow into .claude/skills/jimf-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-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-International-Money-and-Finance-Skills/skills/jimf-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 jimf-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jimf-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-International-Money-and-Finance-Skills/skills/jimf-workflow .agents/skills/jimf-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 "jimf-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-workflow into .agents/skills/jimf-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-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 jimf-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jimf-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-International-Money-and-Finance-Skills/skills/jimf-workflow .cursor/skills/jimf-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 "jimf-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-workflow into .cursor/skills/jimf-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-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-International-Money-and-Finance-Skills/skills/jimf-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 jimf-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jimf-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-International-Money-and-Finance-Skills/skills/jimf-workflow .gemini/skills/jimf-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 "jimf-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-workflow into .gemini/skills/jimf-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-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 jimf-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 jimf-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-International-Money-and-Finance-Skills/skills/jimf-workflow .github/skills/jimf-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 "jimf-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-workflow into .github/skills/jimf-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-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 jimf-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 jimf-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-International-Money-and-Finance-Skills/skills/jimf-workflow .opencode/skills/jimf-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 "jimf-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-International-Money-and-Finance-Skills/skills/jimf-workflow into .opencode/skills/jimf-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jimf-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
jimf-workflow- GitHub stars
- 1.2k
- Token cost
- ~2k tokens
- SKILL.md length
- 790 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 jimf- sub-skill to invoke next, or when sequencing a Journal of International Money and Finance (JIMF) manuscript from topic through rebuttal.
- Deciding which jimf- sub-skill to invoke next
- SKILL.md covers Overview, When to trigger, Routing table and Default order, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Sequencing a Journal of International Money and Finance (JIMF) manuscript from topic through rebuttal
What it does
Jimf Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jimf- sub-skill to invoke next, or when sequencing a Journal of International Money and Finance (JIMF) manuscript from topic through rebuttal. Routes — it does not replace — the specialized skills.
Its SKILL.md is about 2k 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 jimf- sub-skill to invoke next
- Sequencing a Journal of International Money and Finance (JIMF) manuscript from topic through rebuttal
Example prompts
- “/jimf-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
Jimf Workflow loads about 2k tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 790 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). 790 words, ~2,004 tokens.
Download SKILL.mdSave it as
.claude/skills/jimf-workflow/SKILL.md (or your agent's skills folder).- name
- jimf-workflow
- description
- Use when deciding which jimf-* sub-skill to invoke next, or when sequencing a Journal of International Money and Finance (JIMF) manuscript from topic through rebuttal. Routes — it does not replace — the specialized skills.
JIMF Workflow Router (jimf-workflow)
Overview
This is the router. It tells you which jimf- skill to use at the current stage* of a manuscript aimed at the Journal of International Money and Finance (JIMF) — Elsevier's field journal (ISSN 0261-5606; online 1873-0639; founded 1982) for international monetary and financial economics. The center of gravity is exchange rates, capital flows, the global financial cycle, cross-border banking, sovereign debt and risk, currency crises, and monetary-policy spillovers — i.e. open-economy macro-finance with an asset-pricing and identification spine. JIMF rewards a paper that takes a cross-country or high-frequency international design and answers a question a central banker, an IMF/BIS economist, or an international-finance professor would recognize as first-order.
The defining workflow tell: JIMF is an Elsevier journal on Editorial Manager, not a society journal. There is no membership gate, no submission fee for a standard paper (open-access APC only if the author chooses gold OA — 待核实), single-anonymized review is the Elsevier default (待核实 — confirm on the live Guide for Authors), and abstracts run ≤250 words with required Highlights and CRediT author statements. Re-verify volatile specifics (editor names, exact APC, blinding) on the official ScienceDirect/Elsevier pages — access checked 2026-06.
When to trigger
- The user asks "what should I do next?" on a JIMF-bound paper
- A draft's binding constraint (fit, identification, exhibits, prose, response letter) is unclear
- Work is ping-ponging between data/design, framing, exhibits, and the rebuttal
- The team is comparing JIMF with siblings (JIE, JME, JMCB, JFE) and needs to confirm fit
Routing table
| Current symptom | Next skill |
|---|---|
| Scope/outlet fit uncertain; might be a JIE/JME/JMCB paper | jimf-topic-selection |
| Contribution vs. the international-finance frontier is fuzzy | jimf-literature-positioning |
| The causal or structural credibility is the bottleneck | jimf-identification |
| Cross-country/high-frequency sample, measurement, or panel design is fragile | jimf-empirical-design |
| Results may be specification-, sample-, regime-, or inference-sensitive | jimf-robustness |
| Exhibits are dense or do not answer the question | jimf-tables-figures |
| Online appendix is too thin or sprawling; data/code deposit unclear | jimf-internet-appendix |
| Intro/abstract/Highlights miss the JIMF voice | jimf-writing-style |
| Close to submission; need an Editorial Manager preflight | jimf-submission |
| Likely referee objections should be pre-empted | jimf-referee-strategy |
| A decision letter arrived and needs a response plan | jimf-rebuttal |
Default order
jimf-topic-selection → jimf-literature-positioning → jimf-identification → jimf-empirical-design → jimf-robustness → jimf-tables-figures → jimf-internet-appendix → jimf-writing-style → jimf-submission → jimf-referee-strategy → jimf-rebuttal
jimf-writing-styleis late-stage polish: do not rewrite the intro before identification, the cross-country design, and the robustness layer settle.jimf-internet-appendixruns in parallel with exhibits, not after acceptance — JIMF referees check the appendix.
Routing by paper archetype
JIMF papers cluster into four archetypes; the first bottleneck differs by archetype, so enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| High-frequency identification (FX / policy-surprise event study, intraday) | event-window construction + surprise measurement | jimf-identification → jimf-empirical-design |
| Cross-country panel (capital flows, credit, GFCy exposure) | comparability + within-country vs. cross-country variation | jimf-empirical-design → jimf-identification |
| Policy / institutional natural experiment (capital controls, FXI, regime switch) | a clean control group + endogenous-policy concern | jimf-identification |
| Open-economy model + estimation (UIP deviations, term premia, sovereign default) | what data feature identifies each parameter | jimf-identification → jimf-robustness |
Show full SKILL.md (306 more words)Show less
Worked routing example (illustrative)
A user says: "My event study finds the dollar appreciates after Fed surprises, but a referee says my surprise measure is contaminated by the information channel and my country sample is unbalanced." Two distinct JIMF pushbacks — surprise identification (owned by jimf-identification, separating the pure monetary shock from the central-bank information shock) and panel comparability (owned by jimf-empirical-design, the unbalanced cross-country sample). Route to jimf-identification first; only once the cleaned surprise series is defended do you return to jimf-empirical-design, then jimf-robustness to show the dollar response survives sample and window choices.
Stage gates (advance only when the gate is cleared)
Each handoff has a gate; do not advance a paper past a gate it has not cleared, and route back if a later stage exposes an earlier weakness.
| Gate | Cleared when |
|---|---|
| topic → positioning | the international margin is load-bearing, not decorative |
| positioning → identification | the contribution is one sentence against a named frontier program |
| identification → design | the global confounder (GFCy / common US shock) is addressed |
| design → robustness | measures, country set, and frequency are declared and defended |
| robustness → exhibits | the result survives dropping the obvious episode and the US |
| exhibits → appendix | the headline international effect is findable in seconds |
| appendix → style | the body is self-contained; the deposit traces to every number |
| style → submission | the abstract (≤250w), Highlights, and JEL land for a policy reader |
Minimal decision snippet
if decision_letter_arrived: -> jimf-rebuttal
elif ready_to_submit: -> jimf-submission
elif anticipating_objections: -> jimf-referee-strategy
elif intro_or_abstract_weak: -> jimf-writing-style
elif appendix_or_deposit_unclear: -> jimf-internet-appendix
elif exhibits_dense: -> jimf-tables-figures
elif result_fragile: -> jimf-robustness
elif data_or_measurement_shaky: -> jimf-empirical-design
elif identification_shaky: -> jimf-identification
elif contribution_fuzzy: -> jimf-literature-positioning
else: -> jimf-topic-selectionAnti-patterns
- Treating JIMF as interchangeable with Journal of International Economics (real trade + real open-economy macro), JME (domestic monetary/business-cycle), JMCB (domestic money/banking), or JFE (corporate/asset-pricing without the international margin)
- Polishing prose before the design, contribution, and evidence hierarchy are stable
- Letting the online appendix carry a claim the main text must establish
- Quoting volatile process facts (editor, APC, blinding) as permanent rather than marking 检索于 2026-06；以官网为准
- Submitting an applied-finance paper with no international/open-economy margin — JIMF's reason to exist
Output format
【Target】Journal of International Money and Finance (Elsevier)
【Archetype】high-frequency / cross-country panel / policy experiment / open-economy model
【Current bottleneck】fit / contribution / identification / design / robustness / exhibits / appendix / style / submission / revision
【Next skill】<one jimf-* skill>
【Reason】why this is the binding constraint now
【Source check】official facts verified or marked 待核实 / 检索于 2026-06© 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-International-Money-and-Finance-Skills/skills/jimf-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jimf 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 |
|---|---|---|---|---|---|---|
| Jimf Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2k | 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
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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
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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 Jimf Workflow
What does Jimf Workflow do?
A skill your agent uses when deciding which jimf- sub-skill to invoke next, or when sequencing a Journal of International Money and Finance (JIMF) manuscript from topic through rebuttal. Jimf Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jimf- sub-skill to invoke next, or when sequencing a Journal of International Money and Finance (JIMF) manuscript from topic through rebuttal.
When should I use Jimf Workflow?
Jimf Workflow fits situations like: deciding which jimf- sub-skill to invoke next; sequencing a Journal of International Money and Finance (JIMF) manuscript from topic through rebuttal.
How do I install Jimf Workflow in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jimf-workflow -a claude-code`. Or copy the skill folder (Journal-of-International-Money-and-Finance-Skills/skills/jimf-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jimf-workflow in your project. Claude Code loads it when a task matches its description.
How do I install Jimf Workflow in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jimf-workflow -a codex`. Or copy the skill folder (Journal-of-International-Money-and-Finance-Skills/skills/jimf-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jimf-workflow in your project. Codex loads it when a task matches its description.
Can I use Jimf 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 jimf-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/jimf-workflow, .gemini/skills/jimf-workflow, .github/skills/jimf-workflow and .opencode/skills/jimf-workflow in your project.
What does Jimf Workflow need to run?
SKILL.md names no scripts, command-line tools or credentials: Jimf Workflow is instructions for the agent only.
Does Jimf 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 Jimf 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 Jimf Workflow use?
Jimf 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 Jimf Workflow use?
About 2k tokens (SKILL.md is roughly 8k 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 Jimf Workflow?
Skills that share tags, products or a category with Jimf 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 Jimf 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.