Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Agent skill
Jfi Identification Strategy
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when auditing the core analytical engine of a Journal of Financial Intermediation (JFI) paper — for empirics, the causal design that separates credit supply from demand in…
Install Jfi Identification Strategy
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfi-identification-strategy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfi-identification-strategy --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-Intermediation-Skills/skills/jfi-identification-strategy .claude/skills/jfi-identification-strategy && 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 "jfi-identification-strategy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-identification-strategy into .claude/skills/jfi-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-identification-strategy", 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-Intermediation-Skills/skills/jfi-identification-strategyType 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 jfi-identification-strategy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfi-identification-strategy --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-Intermediation-Skills/skills/jfi-identification-strategy .agents/skills/jfi-identification-strategy && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jfi-identification-strategy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-identification-strategy into .agents/skills/jfi-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-identification-strategy", 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 jfi-identification-strategy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfi-identification-strategy --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-Intermediation-Skills/skills/jfi-identification-strategy .cursor/skills/jfi-identification-strategy && 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 "jfi-identification-strategy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-identification-strategy into .cursor/skills/jfi-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-identification-strategy", 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-Intermediation-Skills/skills/jfi-identification-strategy--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 jfi-identification-strategy -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jfi-identification-strategy --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-Intermediation-Skills/skills/jfi-identification-strategy .gemini/skills/jfi-identification-strategy && 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 "jfi-identification-strategy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-identification-strategy into .gemini/skills/jfi-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-identification-strategy", 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 jfi-identification-strategyInstalls 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 jfi-identification-strategy -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-Intermediation-Skills/skills/jfi-identification-strategy .github/skills/jfi-identification-strategy && 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 "jfi-identification-strategy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-identification-strategy into .github/skills/jfi-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-identification-strategy", 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 jfi-identification-strategy -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 jfi-identification-strategy --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-Intermediation-Skills/skills/jfi-identification-strategy .opencode/skills/jfi-identification-strategy && 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 "jfi-identification-strategy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Financial-Intermediation-Skills/skills/jfi-identification-strategy into .opencode/skills/jfi-identification-strategy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jfi-identification-strategy", 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
jfi-identification-strategy- GitHub stars
- 1.2k
- Token cost
- ~1.6k tokens
- SKILL.md length
- 699 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when auditing the core analytical engine of a Journal of Financial Intermediation (JFI) paper — for empirics, the causal design that separates credit supply from demand in…
- Works in 5 steps: detect_design → recommend → fit with… → Staggered DiD: callaway_santanna /… → IV: effective_f_test + an… → …
- Auditing the core analytical engine of a Journal of Financial Intermediation (JFI) paper — for empirics
- SKILL.md covers When to trigger, Empirical track (applied…, Theory track (intermediation… and The within-firm benchmark, and…, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jfi Identification Strategy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when auditing the core analytical engine of a Journal of Financial Intermediation (JFI) paper — for empirics, the causal design that separates credit supply from demand in banking data; for theory, the assumptions, equilibrium discipline, and proof exposition. It pressure-tests the design; it does not run the analysis.
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
- Auditing the core analytical engine of a Journal of Financial Intermediation (JFI) paper — for empirics
- The causal design that separates credit supply from demand in banking data
- The assumptions
- Equilibrium discipline
Example prompts
- “/jfi-identification-strategy”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- detect_design → recommend → fit with as_handle=true → audit_result to list
- Staggered DiD: callaway_santanna / sun_abraham + bacon_decomposition +
- IV: effective_f_test + an anderson_rubin_ci (valid under weak instruments),
- RDD: rdrobust (bias-corrected) + rddensity / mccrary_test for manipulation.
- OVB: oster_delta / sensemakr — how strong a confounder would have to be.
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
Jfi Identification Strategy loads about 1.6k tokens when it runs. Until then it costs about 88 tokens; SKILL.md has 699 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). 699 words, ~1,576 tokens.
Download SKILL.mdSave it as
.claude/skills/jfi-identification-strategy/SKILL.md (or your agent's skills folder).- name
- jfi-identification-strategy
- description
- Use when auditing the core analytical engine of a Journal of Financial Intermediation (JFI) paper — for empirics, the causal design that separates credit supply from demand in banking data; for theory, the assumptions, equilibrium discipline, and proof exposition. It pressure-tests the design; it does not run the analysis.
Identification Strategy (jfi-identification-strategy)
When to trigger
- Setting up or defending the empirical design of a banking/intermediation paper
- Setting up or defending the assumptions and propositions of a theory paper
Empirical track (applied banking / credit)
JFI referees are unforgiving on identification in bank data. Build a credible causal design and defend it:
- Source of variation: a regulatory change, supervisory shock, branching deregulation, a discontinuity in capital/eligibility rules, or a plausibly exogenous credit-supply shifter.
- Modern estimators: staggered DID with heterogeneity-robust estimators (Callaway–Sant'Anna, Sun–Abraham, de Chaisemartin–D'Haultfœuille), IV with weak-IV-robust inference, or RDD with the rdrobust toolkit.
- Bank-data-specific threats: bank selection into treatment, borrower–firm sorting, balance-sheet timing and mechanical reverse causality, and the lending-channel separation of credit supply from demand (firm×time fixed effects in matched lender–borrower panels).
- Inference: cluster at the level of treatment assignment (often bank or market); wild-cluster bootstrap when clusters are few.
Theory track (intermediation models)
When the contribution is a model, identification means analytical discipline:
- State assumptions transparently and motivate each economically (what friction it encodes).
- Make results precise as propositions/lemmas; keep proof exposition readable — sketch the mechanism in the text, full proofs in an appendix.
- Argue generality: which results survive relaxed assumptions, and where the boundary lies.
- A numerical example (see jfi-data-analysis) can illustrate the mechanism without claiming empirical estimation.
The within-firm benchmark, and when it is not enough
The Khwaja–Mian within-firm estimator is this community's default answer to demand confounds: with multi-bank firms, firm×time fixed effects difference out borrower demand and isolate the credit-supply channel. A JFI referee then pushes past the default:
- Multi-bank firms are larger and less bank-dependent — show what the design's external margin (single-relationship firms) does, or bound how far the within-firm estimate travels.
- "Equal demand across a firm's lenders" is itself an assumption: a firm may cut demand for one bank's specialized product. Address with loan-purpose controls or product-level fixed effects.
- Firm-level real outcomes cannot carry firm×time FE; aggregate the bank shock to the firm with pre-period exposure shares, and defend share exogeneity as in shift-share designs.
Design selection for common intermediation shocks
| Variation exploited | Default design | Venue-specific threat to pre-empt |
|---|---|---|
| Staggered regulation/deregulation across states or countries | Heterogeneity-robust staggered DID | Banks lobby for timing — show treatment is not predicted by pre-trend bank health |
| Capital- or size-threshold rule | RDD with density test | Banks bunch by managing the ratio; McCrary check is mandatory |
| Funding or deposit shock with differential exposure | Exposure (shift-share) design | Exposure shares correlate with local demand — balance on borrower observables |
| Run or crisis window | High-frequency event design | Mechanical balance-sheet timing; reverse causality from borrower distress |
Show full SKILL.md (277 more words)Show less
Worked contrast: one estimate, two readings (illustrative)
A 1pp funding shock reduces bank-level lending by 2.8pp (bank panel, OLS). At JFI that is not yet a result: the same number is consistent with shocked banks happening to serve shocked borrowers. The within-firm version at 1.6pp (firm×time FE) is the publishable object — and the 1.2pp gap becomes evidence on borrower–bank sorting worth its own paragraph, not a nuisance to hide. JFI referees read the movement of the coefficient across fixed-effect columns as a diagnostic in itself; design the identification section so that movement is interpreted, not merely displayed.
Execution bridge (StatsPAI / Stata MCP)
Estimate and audit the identification claim, don't only argue it. Full map:
execution-with-mcp. JFI is banking and financial intermediation — typically corporate / bank causal designs built around regulation and shocks.
detect_design→recommend→ fit withas_handle=true→audit_resultto list the checks the design still owes.- Staggered DiD:
callaway_santanna/sun_abraham+bacon_decomposition+honest_did_from_result(the pre-trend test is low-power, Roth 2022). - IV:
effective_f_test+ ananderson_rubin_ci(valid under weak instruments), not a 2SLS t-stat alone. - RDD:
rdrobust(bias-corrected) +rddensity/mccrary_testfor manipulation. - OVB:
oster_delta/sensemakr— how strong a confounder would have to be.
Report the economic magnitude; route the full battery to the appendix; keep every
number reproducible. A run end-to-end (synthetic data, real returns) is in the
JF execution walkthrough. If StatsPAI/Stata are not connected, adapt the
vendored resources/code/ skeleton and flag any unverified number.
Anti-patterns
- OLS-plus-controls dressed up as identification on a bank panel
- Conflating credit supply and demand without firm×time absorption
- A theory whose key result silently depends on an unstated assumption
- Clustering at the wrong level, or ignoring few-cluster inference
Output format
【Track】empirical / theory
【Design or assumptions】<the variation, or the key assumptions>
【Top threat / boundary】<the main objection + answer>
【Inference / generality】<clustering, or which results survive>
【Next skill】jfi-data-analysis© 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-Intermediation-Skills/skills/jfi-identification-strategy of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jfi Identification Strategy 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 |
|---|---|---|---|---|---|---|
| Jfi Identification Strategy 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 | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | 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.
Last30days
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Research what people actually say about any topic in the last 30 days.
Peer Review
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Structured manuscript/grant review with checklist-based evaluation.
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Questions about Jfi Identification Strategy
What does Jfi Identification Strategy do?
A skill your agent uses when auditing the core analytical engine of a Journal of Financial Intermediation (JFI) paper — for empirics, the causal design that separates credit supply from demand in…. Jfi Identification Strategy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when auditing the core analytical engine of a Journal of Financial Intermediation (JFI) paper — for empirics, the causal design that separates credit supply from demand in banking data; for theory, the assumptions, equilibrium discipline, and proof exposition.
When should I use Jfi Identification Strategy?
Jfi Identification Strategy fits situations like: auditing the core analytical engine of a Journal of Financial Intermediation (JFI) paper — for empirics; the causal design that separates credit supply from demand in banking data; the assumptions; equilibrium discipline.
How do I install Jfi Identification Strategy in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfi-identification-strategy -a claude-code`. Or copy the skill folder (Journal-of-Financial-Intermediation-Skills/skills/jfi-identification-strategy in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jfi-identification-strategy in your project. Claude Code loads it when a task matches its description.
How do I install Jfi Identification Strategy in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jfi-identification-strategy -a codex`. Or copy the skill folder (Journal-of-Financial-Intermediation-Skills/skills/jfi-identification-strategy in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jfi-identification-strategy in your project. Codex loads it when a task matches its description.
Can I use Jfi Identification Strategy 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 jfi-identification-strategy -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jfi-identification-strategy, .gemini/skills/jfi-identification-strategy, .github/skills/jfi-identification-strategy and .opencode/skills/jfi-identification-strategy in your project.
What does Jfi Identification Strategy need to run?
SKILL.md names no scripts, command-line tools or credentials: Jfi Identification Strategy is instructions for the agent only.
Does Jfi Identification Strategy 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 Jfi Identification Strategy 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 Jfi Identification Strategy use?
Jfi Identification Strategy 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 Jfi Identification Strategy use?
About 1.6k tokens (SKILL.md is roughly 6.3k 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 Jfi Identification Strategy?
Skills that share tags, products or a category with Jfi Identification Strategy: 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 Jfi Identification Strategy?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.