Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when starting or navigating any Journal of Educational Psychology manuscript and you are unsure which sub-skill applies.
Install Jedpsych Workflow
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jedpsych-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jedpsych-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-Educational-Psychology-Skills/skills/jedpsych-workflow .claude/skills/jedpsych-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 "jedpsych-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Educational-Psychology-Skills/skills/jedpsych-workflow into .claude/skills/jedpsych-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jedpsych-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-Educational-Psychology-Skills/skills/jedpsych-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 jedpsych-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jedpsych-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-Educational-Psychology-Skills/skills/jedpsych-workflow .agents/skills/jedpsych-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 "jedpsych-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Educational-Psychology-Skills/skills/jedpsych-workflow into .agents/skills/jedpsych-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jedpsych-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 jedpsych-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jedpsych-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-Educational-Psychology-Skills/skills/jedpsych-workflow .cursor/skills/jedpsych-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 "jedpsych-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Educational-Psychology-Skills/skills/jedpsych-workflow into .cursor/skills/jedpsych-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jedpsych-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-Educational-Psychology-Skills/skills/jedpsych-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 jedpsych-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jedpsych-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-Educational-Psychology-Skills/skills/jedpsych-workflow .gemini/skills/jedpsych-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 "jedpsych-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Educational-Psychology-Skills/skills/jedpsych-workflow into .gemini/skills/jedpsych-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jedpsych-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 jedpsych-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 jedpsych-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-Educational-Psychology-Skills/skills/jedpsych-workflow .github/skills/jedpsych-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 "jedpsych-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Educational-Psychology-Skills/skills/jedpsych-workflow into .github/skills/jedpsych-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jedpsych-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 jedpsych-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 jedpsych-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-Educational-Psychology-Skills/skills/jedpsych-workflow .opencode/skills/jedpsych-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 "jedpsych-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Educational-Psychology-Skills/skills/jedpsych-workflow into .opencode/skills/jedpsych-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jedpsych-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
jedpsych-workflow- GitHub stars
- 1.2k
- Token cost
- ~1.7k tokens
- SKILL.md length
- 493 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when starting or navigating any Journal of Educational Psychology manuscript and you are unsure which sub-skill applies.
- Navigating any Journal of Educational Psychology manuscript and you are unsure which sub-skill applies
- SKILL.md covers When to trigger, First question: manuscript type, Routing map (stage → skill) and Default order, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Choosing among manuscript types (primary empirical study
What it does
Jedpsych Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when starting or navigating any Journal of Educational Psychology manuscript and you are unsure which sub-skill applies. Use when choosing among manuscript types (primary empirical study, multi-study package, exceptionally important meta-analysis) or returning with a decision letter. Routes by lifecycle stage and flags the journal's masked review, 12,000-word format, APA 7th style, and Transparency and Openness requirements. It dispatches; it does not draft content.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- Navigating any Journal of Educational Psychology manuscript and you are unsure which sub-skill applies
- Choosing among manuscript types (primary empirical study
- Multi-study package
- Exceptionally important meta-analysis)
Example prompts
- “/jedpsych-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
Jedpsych Workflow loads about 1.7k tokens when it runs. Until then it costs about 123 tokens; SKILL.md has 493 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). 493 words, ~1,685 tokens.
Download SKILL.mdSave it as
.claude/skills/jedpsych-workflow/SKILL.md (or your agent's skills folder).- name
- jedpsych-workflow
- description
- Use when starting or navigating any Journal of Educational Psychology manuscript and you are unsure which sub-skill applies. Use when choosing among manuscript types (primary empirical study, multi-study package, exceptionally important meta-analysis) or returning with a decision letter. Routes by lifecycle stage and flags the journal's masked review, 12,000-word format, APA 7th style, and Transparency and Openness requirements. It dispatches; it does not draft content.
Journal of Educational Psychology Workflow Router (jedpsych-workflow)
The orchestrator for a Journal of Educational Psychology (JEP) submission. JEP is the APA's flagship outlet for original, primary psychological research on learning and instruction across all ages. Its defining features are masked review, an educational-relevance bar (the result must matter for real learners in real settings), and a credibility regime built on APA 7th, JARS reporting standards, and a required Transparency and Openness subsection — the router makes sure each is handled from the start, then sends you to the matching skill.
When to trigger
- Starting a new JEP paper and unsure where to begin
- Mid-project and unsure which skill applies next
- Choosing among manuscript types (single study, multi-study, meta-analysis)
- Returning with a decision letter (route to
jedpsych-rebuttal)
First question: manuscript type
| Situation | Type | Route note |
|---|---|---|
| Completed experiment / field trial / longitudinal study | Primary empirical article | main pipeline below |
| Several studies building one cumulative claim | Multi-study article | each study must add inference, not repeat |
| Cluster-randomized / classroom intervention, not yet run | Prospective field trial | pull jedpsych-study-design + jedpsych-review-process forward; consider preregistration |
| Exceptionally important synthesis | Meta-analysis | follow APA MARS; jedpsych-data-analysis (meta route) |
| Reliability/validity of one test | Usually out of scope | JEP does not typically publish single-instrument validation |
Routing map (stage → skill)
Fits JEP's learning/education scope? → jedpsych-topic-selection
Theory + hypotheses stated up front? → jedpsych-theory-and-hypotheses
Where does it sit in the field? → jedpsych-literature-positioning
Design / nesting / power / measures? → jedpsych-study-design
Multilevel/SEM sound + effect sizes? → jedpsych-data-analysis
Exhibits (APA 7th, models, growth)? → jedpsych-tables-figures
Fits 12,000 words, masked, APA? → jedpsych-writing-style
Data/materials/code + TOP statement? → jedpsych-open-science-and-transparency
How will it be judged? → jedpsych-review-process
Ready to submit (Editorial Manager)? → jedpsych-submission
Got an R&R / decision? → jedpsych-rebuttalDefault order
topic-selection → theory-and-hypotheses → literature-positioning → study-design → data-analysis → tables-figures → writing-style → open-science-and-transparency → review-process → submission → rebuttal
For a prospective cluster-randomized trial, pull study-design and review-process forward — power
for nesting and a registration/analysis plan should be settled before schools are recruited.
Worked micro-example — routing a live project (illustrative)
A team has a cluster-randomized reading-comprehension intervention (48 classrooms, ~1,100 students), pretest covariate, and a reviewer worried about power and clustering. The router walks them:
Type: Primary empirical article (field trial, results in hand).
Entry: not idea-stage → skip topic-selection; they are at design/analysis.
Route: study-design (nesting, ICC, cluster-level power, baseline equivalence)
→ data-analysis (multilevel model, cluster-robust inference, effect size)
→ tables-figures (model table + growth/forest exhibit)
→ writing-style (fit 12,000 words, APA 7th, masked)
→ open-science-and-transparency (TOP subsection, deposit + IDs)
→ submission (Editorial Manager preflight) ; on R&R → rebuttal.
Flag: power and the effect size must be at the CLUSTER level; a student-level
power claim is the classic JEP design error.Show full SKILL.md (220 more words)Show less
Stage-triage table (symptom → skill)
| What the author says | Stage | Route to |
|---|---|---|
| "Is this educational enough for JEP?" | fit | jedpsych-topic-selection |
| "My intro reads like a textbook chapter" | positioning | jedpsych-literature-positioning |
| "Reviewer says I ignored clustering" | design/analysis | jedpsych-study-design + jedpsych-data-analysis |
| "What goes in the Transparency statement?" | transparency | jedpsych-open-science-and-transparency |
| "My paper is 14,500 words" | format | jedpsych-writing-style |
| "I have an R&R" | revision | jedpsych-rebuttal |
Routing pitfalls specific to this venue
- Sending a classroom-intervention project straight to
jedpsych-data-analysisbeforejedpsych-study-designhas fixed the nesting and cluster-level power — at JEP the multilevel structure must be designed in, not patched in analysis. - Treating the result as interesting psychology with no argument for why it matters for learning, teaching, or educational practice — JEP's scope screen is educational relevance, not psychology alone.
- Deferring
jedpsych-open-science-and-transparencyto the end; the Transparency and Openness subsection is built from live deposits and persistent identifiers, not promised at acceptance.
Anti-patterns
- Powering and reporting at the student level when randomization was at the classroom/school level
- A finding with no clear implication for education (better fits a general psychology outlet)
- Forgetting the Transparency and Openness subsection (data, materials, analysis code availability)
- Submitting a single-instrument reliability/validity study (typically out of scope for JEP)
Output format
【Stage】fit / theory / positioning / design / analysis / exhibits / writing / transparency / review / submit / rebut
【Type】Primary empirical / Multi-study / Prospective trial / Meta-analysis
【Route to】jedpsych-<skill>
【Why】one line
【Then】the next skill after thatSupplementary resources
../../resources/external_tools.md— power for nested designs, multilevel/SEM software, preregistration, repositories../../resources/official-source-map.md— official APA Journal of Educational Psychology URLs behind every fact in this pack
© 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-Educational-Psychology-Skills/skills/jedpsych-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jedpsych 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 |
|---|---|---|---|---|---|---|
| Jedpsych Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Peer Reviewspacering-net/codeg | 3.9k | 17 repos | ~5.9k | Automated safety check: Notes | MIT |
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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
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Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
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Structured manuscript/grant review with checklist-based evaluation.
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Research what people actually say about any topic in the last 30 days.
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Questions about Jedpsych Workflow
What does Jedpsych Workflow do?
A skill your agent uses when starting or navigating any Journal of Educational Psychology manuscript and you are unsure which sub-skill applies. Jedpsych Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when starting or navigating any Journal of Educational Psychology manuscript and you are unsure which sub-skill applies.
When should I use Jedpsych Workflow?
Jedpsych Workflow fits situations like: navigating any Journal of Educational Psychology manuscript and you are unsure which sub-skill applies; choosing among manuscript types (primary empirical study; multi-study package; exceptionally important meta-analysis).
How do I install Jedpsych Workflow in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jedpsych-workflow -a claude-code`. Or copy the skill folder (Journal-of-Educational-Psychology-Skills/skills/jedpsych-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jedpsych-workflow in your project. Claude Code loads it when a task matches its description.
How do I install Jedpsych Workflow in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jedpsych-workflow -a codex`. Or copy the skill folder (Journal-of-Educational-Psychology-Skills/skills/jedpsych-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jedpsych-workflow in your project. Codex loads it when a task matches its description.
Can I use Jedpsych 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 jedpsych-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/jedpsych-workflow, .gemini/skills/jedpsych-workflow, .github/skills/jedpsych-workflow and .opencode/skills/jedpsych-workflow in your project.
What does Jedpsych Workflow need to run?
SKILL.md names no scripts, command-line tools or credentials: Jedpsych Workflow is instructions for the agent only.
Does Jedpsych 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 Jedpsych 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 Jedpsych Workflow use?
Jedpsych 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 Jedpsych Workflow use?
About 1.7k tokens (SKILL.md is roughly 6.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Jedpsych Workflow?
Skills that share tags, products or a category with Jedpsych 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 Jedpsych 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.