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 jais- sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for a Journal of the Association for Information…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jais-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jais-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-the-Association-for-Information-Systems-Skills/skills/jais-workflow .claude/skills/jais-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 "jais-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Association-for-Information-Systems-Skills/skills/jais-workflow into .claude/skills/jais-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jais-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-the-Association-for-Information-Systems-Skills/skills/jais-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 jais-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jais-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-the-Association-for-Information-Systems-Skills/skills/jais-workflow .agents/skills/jais-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 "jais-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Association-for-Information-Systems-Skills/skills/jais-workflow into .agents/skills/jais-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jais-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 jais-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jais-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-the-Association-for-Information-Systems-Skills/skills/jais-workflow .cursor/skills/jais-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 "jais-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Association-for-Information-Systems-Skills/skills/jais-workflow into .cursor/skills/jais-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jais-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-the-Association-for-Information-Systems-Skills/skills/jais-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 jais-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jais-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-the-Association-for-Information-Systems-Skills/skills/jais-workflow .gemini/skills/jais-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 "jais-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Association-for-Information-Systems-Skills/skills/jais-workflow into .gemini/skills/jais-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jais-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 jais-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 jais-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-the-Association-for-Information-Systems-Skills/skills/jais-workflow .github/skills/jais-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 "jais-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Association-for-Information-Systems-Skills/skills/jais-workflow into .github/skills/jais-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jais-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 jais-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 jais-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-the-Association-for-Information-Systems-Skills/skills/jais-workflow .opencode/skills/jais-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 "jais-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Association-for-Information-Systems-Skills/skills/jais-workflow into .opencode/skills/jais-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jais-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.
jais-workflowA skill your agent uses when deciding which jais- sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for a Journal of the Association for Information…
Jais Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jais- sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for a Journal of the Association for Information Systems (JAIS) manuscript. Routes — it does not replace — the specialized skills, and it first helps you name which of JAIS's seven manuscript categories your paper belongs in.
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.
11 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Jais Workflow loads about 2k tokens when it runs. Until then it costs about 92 tokens; SKILL.md has 866 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.
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.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 866 words, ~2,003 tokens.
.claude/skills/jais-workflow/SKILL.md (or your agent's skills folder).This is the router. It does not replace any specialized skill; it tells you which jais- skill to use right now* for your manuscript aimed at the Journal of the Association for Information Systems (JAIS).
Default assumption: unless the user says otherwise, treat the target as JAIS — the flagship journal of the Association for Information Systems (AIS), a Senior Scholars' Basket member that publishes "the highest quality scholarship in the field of information systems." JAIS's identity is theory-forward and methodologically plural: it is "inclusive in topics, level and unit of analysis, theory, method and philosophical and research approach" and "encourages theory based multi- or inter-disciplinary research" (about page, 检索于 2026-06;以官网为准). The defining tell of JAIS versus its siblings is that theory is a first-class contribution in its own right — JAIS runs a standalone Theory category for "original theory" alongside empirical Research Articles, design research, and literature reviews.
So the first routing question is not "is the method sound?" but "which of the seven JAIS categories is this, and does the contribution match that category's bar?" The seven categories (each with its own Senior Editor) are: Research Articles, Theory, Literature Reviews, Research Perspectives, Foundational Research on Novel Digital Phenomena, Editorials, and Policy and Impact (检索于 2026-06;以官网为准).
Editorial team and policies change: Monideepa Tarafdar is Editor-in-Chief (effective Sept 1, 2024). Treat the masthead, category SEs, and any impact-factor figure as 待核实 and re-verify at aisel.aisnet.org/jais.
| Current symptom | Next skill |
|---|---|
| Idea is vague; unsure of the category or whether it is a JAIS-fit IS question | jais-topic-selection |
| The theoretical engine (new construct, framework, mechanism) is underbuilt | jais-theory-development |
| Front end reads as gap-spotting; the IS conversation is not engaged | jais-literature-positioning |
| Method (behavioral / econometric / design-science / qualitative) may not fit the claim | jais-methods |
| Have data or artifact output; unsure about validity, identification, or evaluation | jais-data-analysis |
| Results exist but the "contribution to IS theory" is thin or generic | jais-contribution-framing |
| Tables/figures cluttered, off APA style, or the body is not standalone | jais-tables-figures |
| Prose is jargon-heavy or buries the argument; APA-6 / JAIS style off | jais-writing-style |
| Ready to submit; need the ManuscriptCentral + double-blind + matrix preflight | jais-submission |
| Want to understand JAIS's developmental, SE-led review before/after submit | jais-review-process |
| Received a revision decision; need to plan and draft the response | jais-rebuttal |
jais-topic-selection — name the category; lock an IS question that JAIS would wantjais-theory-development — build the original theory / framework / mechanismjais-literature-positioning — join the IS conversation across disciplinesjais-methods — match the design (behavioral / econometric / design-science / qualitative) to the claimjais-data-analysis — validity, identification, or artifact evaluation done rightjais-contribution-framing — make the theoretical contribution explicitjais-tables-figures — finalize exhibits in a standalone, APA-styled bodyjais-writing-style — APA-6 / JAIS prose polish (abstract + intro last)jais-submission — ManuscriptCentral preflight (double-blind, matrix, cover letter)jais-review-process — set expectations for the developmental, SE-led processjais-rebuttal — after a revision invite, revise then draft the response
jais-tables-figuresandjais-writing-styleare late-stage polish. Do not invoke them while the category, theory, or identification/evaluation is still unsettled.
JAIS is plural, and the binding constraint differs by archetype. Read the archetype, then enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| pure theory / conceptual (Theory category) | a genuinely new construct or framework, not a relabeled import | jais-theory-development |
| behavioral empirical (survey/experiment) | construct validity + common-method bias; SEM measurement model | jais-methods → jais-data-analysis |
| econometric / economics-of-IS | a credible identification strategy for the IS effect | jais-methods → jais-data-analysis |
| design science (artifact) | design principles + a real evaluation, not "we built it" | jais-theory-development → jais-methods |
| literature review (structured / theory-elaborating) | a method for the review + a forward-looking theoretical payoff | jais-methods → jais-contribution-framing |
| foundational / novel digital phenomenon | disciplined description that yields new or pre-theoretical insight | jais-topic-selection → jais-theory-development |
jais-tables-figures beautify exhibits before the theory and evidence are settled.【Target】Journal of the Association for Information Systems (JAIS)
【Category】Research Article / Theory / Literature Review / Research Perspectives / Foundational / Editorial / Policy and Impact
【Current bottleneck】fit / theory / positioning / method / evidence / contribution / exhibits / style / submission / revision
【Next skill】<one jais-* skill>
【Reason】why this step is the binding constraint
【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
Just SKILL.md in Journal-of-the-Association-for-Information-Systems-Skills/skills/jais-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jais 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 |
|---|---|---|---|---|---|---|
| Jais Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.8k | 15 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 83k | 5 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 46k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Read arXiv Paperkarpathy/nanochat | 58k | 2 repos | ~494 | Automated safety check: Pass | MIT | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
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.
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.
karpathy/nanochat
Fetches the TeX source of an arXiv paper from its URL, reads it and writes a markdown summary tied to the nanochat project.
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.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when deciding which jais- sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for a Journal of the Association for Information…. Jais Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jais- sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for a Journal of the Association for Information Systems (JAIS) manuscript.
Jais Workflow fits situations like: deciding which jais- sub-skill to invoke next; sequencing manuscript work from topic selection through rebuttal for a Journal of the Association for Information Systems (JAIS) manuscript.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jais-workflow -a claude-code`. Or copy the skill folder (Journal-of-the-Association-for-Information-Systems-Skills/skills/jais-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jais-workflow in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jais-workflow -a codex`. Or copy the skill folder (Journal-of-the-Association-for-Information-Systems-Skills/skills/jais-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jais-workflow in your project. Codex loads it when a task matches its description.
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 jais-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/jais-workflow, .gemini/skills/jais-workflow, .github/skills/jais-workflow and .opencode/skills/jais-workflow in your project.
SKILL.md names no scripts, command-line tools or credentials: Jais Workflow is instructions for the agent only.
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.
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.
Jais Workflow is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
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.
Skills that share tags, products or a category with Jais Workflow: Hypothesis Generation (spacering-net/codeg, 3.8k stars), GitHub Deep Research (bytedance/deer-flow, 83k stars), Nature Paper Card (Yuan1z0825/nature-skills, 46k stars) and Read arXiv Paper (karpathy/nanochat, 58k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,219 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.