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 jru- sub-skill to invoke next, or when sequencing manuscript work from question through rebuttal for a Journal of Risk and Uncertainty (JRU) submission.
Install Jru Workflow
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jru-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jru-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-Risk-and-Uncertainty-Skills/skills/jru-workflow .claude/skills/jru-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 "jru-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Risk-and-Uncertainty-Skills/skills/jru-workflow into .claude/skills/jru-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jru-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-Risk-and-Uncertainty-Skills/skills/jru-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 jru-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jru-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-Risk-and-Uncertainty-Skills/skills/jru-workflow .agents/skills/jru-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 "jru-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Risk-and-Uncertainty-Skills/skills/jru-workflow into .agents/skills/jru-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jru-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 jru-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jru-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-Risk-and-Uncertainty-Skills/skills/jru-workflow .cursor/skills/jru-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 "jru-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Risk-and-Uncertainty-Skills/skills/jru-workflow into .cursor/skills/jru-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jru-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-Risk-and-Uncertainty-Skills/skills/jru-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 jru-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jru-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-Risk-and-Uncertainty-Skills/skills/jru-workflow .gemini/skills/jru-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 "jru-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Risk-and-Uncertainty-Skills/skills/jru-workflow into .gemini/skills/jru-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jru-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 jru-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 jru-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-Risk-and-Uncertainty-Skills/skills/jru-workflow .github/skills/jru-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 "jru-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Risk-and-Uncertainty-Skills/skills/jru-workflow into .github/skills/jru-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jru-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 jru-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 jru-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-Risk-and-Uncertainty-Skills/skills/jru-workflow .opencode/skills/jru-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 "jru-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Risk-and-Uncertainty-Skills/skills/jru-workflow into .opencode/skills/jru-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jru-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
jru-workflow- GitHub stars
- 1.2k
- Token cost
- ~1.8k tokens
- SKILL.md length
- 808 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 jru- sub-skill to invoke next, or when sequencing manuscript work from question through rebuttal for a Journal of Risk and Uncertainty (JRU) submission.
- Works in 11 steps: jru-topic-selection — lock a genuine… → jru-literature-positioning — stake the… → jru-theory-model — get the… → …
- Deciding which jru- 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
What it does
Jru Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jru- sub-skill to invoke next, or when sequencing manuscript work from question through rebuttal for a Journal of Risk and Uncertainty (JRU) submission. Routes — it does not replace — the specialized skills.
Its SKILL.md is about 1.8k 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 jru- sub-skill to invoke next
- Sequencing manuscript work from question through rebuttal for a Journal of Risk and Uncertainty (JRU) submission
Example prompts
- “/jru-workflow”
Workflow steps
11 steps, taken from the first numbered list in SKILL.md.
- jru-topic-selection — lock a genuine risk/uncertainty primitive
- jru-literature-positioning — stake the contribution vs. EU and its alternatives
- jru-theory-model — get the decision-theoretic representation right
- jru-identification — what elicits or estimates the parameter
- jru-robustness — incentive-, spec-, and inference-robustness
- jru-tables-figures — make choice patterns and estimates legible
- jru-writing-style — make the idea land (abstract + intro last)
- jru-replication-package — assemble experiment instructions + data + code
- jru-referee-strategy — wargame the report before it arrives
- jru-submission — Springer portal preflight
- jru-rebuttal — after the decision 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
Jru Workflow loads about 1.8k tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 808 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). 808 words, ~1,834 tokens.
Download SKILL.mdSave it as
.claude/skills/jru-workflow/SKILL.md (or your agent's skills folder).- name
- jru-workflow
- description
- Use when deciding which jru-* sub-skill to invoke next, or when sequencing manuscript work from question through rebuttal for a Journal of Risk and Uncertainty (JRU) submission. Routes — it does not replace — the specialized skills.
JRU Workflow Router (jru-workflow)
Overview
This is the router. It tells you which jru- skill to use at the current stage* of a manuscript aimed at the Journal of Risk and Uncertainty (JRU) — the field's leading specialized outlet for decision-making under risk and uncertainty. Founded in 1988 and edited since by W. Kip Viscusi (Vanderbilt), published by Springer (Springer Nature Link; ISSN 0895-5646 print / 1573-0476 electronic), JRU is the home journal of expected utility and its alternatives (prospect theory, rank-dependent utility, ambiguity / Knightian uncertainty), of risk-preference measurement, of the value of a statistical life (VSL), and of insurance, precaution, and intertemporal risk. It publishes decision theory, lab and field experiments, and empirical / structural estimation side by side.
Default assumption: unless the user says otherwise, treat the target as JRU. Operational tells that you are at JRU and not a sibling: the paper's object is a risk or uncertainty primitive — a utility/probability-weighting representation, an elicited risk or ambiguity parameter, a VSL, an insurance-demand elasticity — not a market design, a game-theoretic equilibrium, or a generic behavioral anomaly. Volatile process specifics (exact word/abstract limits, OA fees, board members) are marked (检索于 2026-06；以官网为准) or 待核实; never invent them.
When to trigger
- The user asks "what should I do next?" on a JRU-bound draft
- A draft needs its current bottleneck diagnosed (theory vs. elicitation vs. estimation)
- Work is ping-ponging between the decision model, the experiment, the empirics, and the response letter
- A JRU decision letter arrived and the user needs to switch into revision mode
Routing table
| Current symptom | Next skill |
|---|---|
| Question feels like a generic anomaly, not a risk/uncertainty primitive | jru-topic-selection |
| Contribution vs. EU/PT/ambiguity literature is fuzzy or oversold | jru-literature-positioning |
| The decision-theoretic representation or axioms are loose | jru-theory-model |
| What identifies the risk/ambiguity parameter (elicitation or structural) is unclear | jru-identification |
| Results may be sensitive to spec, sample, incentive frame, or inference | jru-robustness |
| Exhibits bury the choice patterns / parameter estimates | jru-tables-figures |
| Prose buries the decision model; abstract/intro do not land | jru-writing-style |
| Experiment data, z-Tree/oTree code, or structural code need packaging | jru-replication-package |
| Want to anticipate the likely referee objections before submission | jru-referee-strategy |
| Ready to submit via Springer's portal; need a preflight | jru-submission |
| Received an R&R / reject-and-resubmit; need a response strategy | jru-rebuttal |
Default order
jru-topic-selection— lock a genuine risk/uncertainty primitivejru-literature-positioning— stake the contribution vs. EU and its alternativesjru-theory-model— get the decision-theoretic representation rightjru-identification— what elicits or estimates the parameterjru-robustness— incentive-, spec-, and inference-robustnessjru-tables-figures— make choice patterns and estimates legiblejru-writing-style— make the idea land (abstract + intro last)jru-replication-package— assemble experiment instructions + data + codejru-referee-strategy— wargame the report before it arrivesjru-submission— Springer portal preflightjru-rebuttal— after the decision letter
jru-writing-styleis a late-stage polish; do not rewrite the intro before the representation and the elicitation/estimation settle.
Show full SKILL.md (344 more words)Show less
Anti-patterns
- Treating JRU as interchangeable with Experimental Economics (which is method-general — it cares whether the experiment is well-run, not whether the object is a risk primitive)
- Treating JRU as JEBO (broad behavioral / organizational) or Theory and Decision (pure axiomatics with no measurement)
- Polishing exhibits while the parameter estimates are still moving
- Letting an appendix carry the axiom or the incentive-compatibility argument the main text must establish
Routing by paper archetype
JRU spans four risk-and-uncertainty branches, and the binding constraint differs by branch. Read the archetype, then enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| decision-theory / representation | axioms ↔ functional form ↔ behavioral content | jru-theory-model |
| lab/field experiment eliciting risk or ambiguity | incentive-compatible mechanism + estimand | jru-identification → jru-robustness |
| structural / empirical risk preferences (VSL, insurance) | what variation identifies the parameter | jru-identification |
| replication / methods comparison of elicitation devices | design + data + code transparency | jru-replication-package → jru-robustness |
Worked routing example (illustrative)
A user says: "We elicit ambiguity aversion with a matching-probabilities task and estimate an α-MEU model, but a referee says the elicitation is not incentive-compatible and the model is unfalsifiable." That is two distinct JRU pushbacks — the mechanism does not truthfully reveal the preference (owned by jru-identification) and the representation has no behavioral content (owned by jru-theory-model). Fix the representation first so the estimand is well-defined, then defend the mechanism; only once the headline ambiguity parameter is stable do you return to jru-tables-figures and jru-rebuttal.
Sibling-venue routing (when JRU may be the wrong home)
Part of routing is catching a paper that should not be at JRU at all. If the diagnosis below fits, the binding step is jru-topic-selection (to re-anchor) or a different venue entirely:
| Tell | Likely better home |
|---|---|
| The contribution is the experimental technique, not a risk primitive | Experimental Economics |
| Several behavioral findings, no single decision-theoretic claim | JEBO |
| Pure axiomatization with no measurable implication | Theory and Decision |
| A managerial decision tool rather than a positive risk claim | Management Science (decision analysis) |
If the primitive is the headline and the application is merely the setting, JRU is right — route into the chain at jru-topic-selection.
Minimal decision snippet
if decision_letter_arrived: -> jru-rebuttal
elif ready_to_submit: -> jru-submission
elif anticipating_referees: -> jru-referee-strategy
elif exhibits_unclear: -> jru-tables-figures
elif results_fragile: -> jru-robustness
elif parameter_id_unclear: -> jru-identification
elif representation_loose: -> jru-theory-model
elif contribution_fuzzy: -> jru-literature-positioning
else: -> jru-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-Risk-and-Uncertainty-Skills/skills/jru-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jru 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 |
|---|---|---|---|---|---|---|
| Jru Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.8k | 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 |
Similar skills
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 Jru Workflow
What does Jru Workflow do?
A skill your agent uses when deciding which jru- sub-skill to invoke next, or when sequencing manuscript work from question through rebuttal for a Journal of Risk and Uncertainty (JRU) submission. Jru Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jru- sub-skill to invoke next, or when sequencing manuscript work from question through rebuttal for a Journal of Risk and Uncertainty (JRU) submission.
When should I use Jru Workflow?
Jru Workflow fits situations like: deciding which jru- sub-skill to invoke next; sequencing manuscript work from question through rebuttal for a Journal of Risk and Uncertainty (JRU) submission.
How do I install Jru Workflow in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jru-workflow -a claude-code`. Or copy the skill folder (Journal-of-Risk-and-Uncertainty-Skills/skills/jru-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jru-workflow in your project. Claude Code loads it when a task matches its description.
How do I install Jru Workflow in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jru-workflow -a codex`. Or copy the skill folder (Journal-of-Risk-and-Uncertainty-Skills/skills/jru-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jru-workflow in your project. Codex loads it when a task matches its description.
Can I use Jru 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 jru-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/jru-workflow, .gemini/skills/jru-workflow, .github/skills/jru-workflow and .opencode/skills/jru-workflow in your project.
What does Jru Workflow need to run?
SKILL.md names no scripts, command-line tools or credentials: Jru Workflow is instructions for the agent only.
Does Jru 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 Jru 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 Jru Workflow use?
Jru 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 Jru Workflow use?
About 1.8k tokens (SKILL.md is roughly 7.3k 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 Jru Workflow?
Skills that share tags, products or a category with Jru 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 Jru 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.