Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Agent skill
Devpsych Theory And Hypotheses
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when stating the developmental theory and age-graded hypotheses for a Developmental Psychology (APA) manuscript.
Install Devpsych Theory And Hypotheses
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-theory-and-hypotheses -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills devpsych-theory-and-hypotheses --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/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses .claude/skills/devpsych-theory-and-hypotheses && 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 "devpsych-theory-and-hypotheses" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses into .claude/skills/devpsych-theory-and-hypotheses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-theory-and-hypotheses", 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/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypothesesType 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 devpsych-theory-and-hypotheses -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills devpsych-theory-and-hypotheses --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/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses .agents/skills/devpsych-theory-and-hypotheses && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "devpsych-theory-and-hypotheses" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses into .agents/skills/devpsych-theory-and-hypotheses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-theory-and-hypotheses", 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 devpsych-theory-and-hypotheses -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills devpsych-theory-and-hypotheses --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/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses .cursor/skills/devpsych-theory-and-hypotheses && 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 "devpsych-theory-and-hypotheses" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses into .cursor/skills/devpsych-theory-and-hypotheses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-theory-and-hypotheses", 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 Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses--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 devpsych-theory-and-hypotheses -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills devpsych-theory-and-hypotheses --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/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses .gemini/skills/devpsych-theory-and-hypotheses && 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 "devpsych-theory-and-hypotheses" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses into .gemini/skills/devpsych-theory-and-hypotheses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-theory-and-hypotheses", 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 devpsych-theory-and-hypothesesInstalls 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 devpsych-theory-and-hypotheses -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/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses .github/skills/devpsych-theory-and-hypotheses && 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 "devpsych-theory-and-hypotheses" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses into .github/skills/devpsych-theory-and-hypotheses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-theory-and-hypotheses", 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 devpsych-theory-and-hypotheses -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 devpsych-theory-and-hypotheses --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/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses .opencode/skills/devpsych-theory-and-hypotheses && 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 "devpsych-theory-and-hypotheses" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses into .opencode/skills/devpsych-theory-and-hypotheses/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-theory-and-hypotheses", 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
devpsych-theory-and-hypotheses- GitHub stars
- 1.2k
- Token cost
- ~1.5k tokens
- SKILL.md length
- 522 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when stating the developmental theory and age-graded hypotheses for a Developmental Psychology (APA) manuscript.
- Works in 5 steps: State the mechanism of change. What… → Specify the form of the developmental… → Derive directional predictions. Give a… → …
- Stating the developmental theory and age-graded hypotheses for a Developmental Psychology (APA) manuscript
- SKILL.md covers When to trigger, Build the developmental argument, Age-graded hypothesis forms… and Worked micro-example — theory…, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Devpsych Theory And Hypotheses is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when stating the developmental theory and age-graded hypotheses for a Developmental Psychology (APA) manuscript. The journal rewards hypotheses that are explicitly about change (age effects, within-person trajectories, mechanisms) and a clean confirmatory/exploratory split under JARS. Structures the argument; it does not run analyses.
Its SKILL.md is about 1.5k 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
- Stating the developmental theory and age-graded hypotheses for a Developmental Psychology (APA) manuscript
Example prompts
- “/devpsych-theory-and-hypotheses”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- State the mechanism of change. What developmental process (maturation, learning, transactional
- Specify the form of the developmental hypothesis. Be explicit about which of these you predict
- Derive directional predictions. Give a sign and, where possible, a magnitude/effect-size
- Mark hypothesis status. Separate confirmatory (preregistered, predicted) from exploratory
- State what would disconfirm the developmental account — e.g., a flat trajectory, a reversed age
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
Devpsych Theory And Hypotheses loads about 1.5k tokens when it runs. Until then it costs about 93 tokens; SKILL.md has 522 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). 522 words, ~1,454 tokens.
Download SKILL.mdSave it as
.claude/skills/devpsych-theory-and-hypotheses/SKILL.md (or your agent's skills folder).- name
- devpsych-theory-and-hypotheses
- description
- Use when stating the developmental theory and age-graded hypotheses for a Developmental Psychology (APA) manuscript. The journal rewards hypotheses that are explicitly about change (age effects, within-person trajectories, mechanisms) and a clean confirmatory/exploratory split under JARS. Structures the argument; it does not run analyses.
Developmental Theory & Hypotheses (devpsych-theory-and-hypotheses)
Developmental Psychology rewards a theory of change and age-graded, directional hypotheses. Because the journal asks for a credible developmental claim and applies JARS reporting, the cardinal rule is: state the developmental mechanism and the predicted form of change before the data, and label exploratory analyses as exploratory.
When to trigger
- Writing the theoretical framing and hypotheses
- Preparing a preregistration / pre-analysis plan for a developmental study
- Reconciling what you predicted about change with what the trajectories show
- A reviewer flagged the work as "atheoretical," "not developmental," "post hoc," or "HARKed"
Build the developmental argument
- State the mechanism of change. What developmental process (maturation, learning, transactional parent–child dynamics, scaffolding, cumulative risk) predicts the effect, and why it changes with age.
- Specify the form of the developmental hypothesis. Be explicit about which of these you predict: an age main effect, an age × condition interaction, a growth-curve shape (slope sign, acceleration), a within-person change, or a moderated trajectory.
- Derive directional predictions. Give a sign and, where possible, a magnitude/effect-size expectation — not "age will be related to X."
- Mark hypothesis status. Separate confirmatory (preregistered, predicted) from exploratory (generated after seeing data) analyses, clearly, per JARS.
- State what would disconfirm the developmental account — e.g., a flat trajectory, a reversed age slope, or invariance failure that means the construct is not the same across ages.
Age-graded hypothesis forms (name yours)
| Hypothesis form | What it claims | Typical test |
|---|---|---|
| Age main effect | level differs by age | age as predictor (cross-sectional or wave) |
| Age × condition | manipulation effect differs by age | interaction term |
| Growth shape | within-person slope/curvature | latent growth / multilevel |
| Sensitive period | effect concentrated in an age window | nonlinear / spline age terms |
| Transactional | child→parent and parent→child over time | cross-lagged / RI-CLPM |
Worked micro-example — theory to hypothesis status (illustrative)
A longitudinal effortful-control package, written so the developmental claim and status are legible.
Mechanism: Sensitive, contingent parenting scaffolds the maturation of
effortful control; the scaffolding payoff grows across early childhood.
H1 (confirmatory, preregistered): Effortful control shows positive
within-person growth from age 4 to 8 (latent slope > 0).
H2 (confirmatory): Maternal scaffolding at wave 1 predicts a steeper slope
(scaffolding × time interaction, directional).
H3 (exploratory): Bidirectional child→parent effects across waves
(RI-CLPM) — labeled exploratory; preregister for a future sample.
Disconfirming: a flat/negative latent slope, or measurement non-invariance
across ages (the construct is not the same thing being "grown").Show full SKILL.md (214 more words)Show less
Avoiding HARKing in developmental work
- Do not present an unexpected age interaction or a trajectory shape you discovered post hoc as if it had been predicted. If you found it after seeing the data, say so and frame it for confirmation.
- Constraints on generality matter here: name the ages, populations, and cohort/era to which the developmental claim is meant to apply, rather than implying it holds at every age and place.
Theory-stage reviewer pushback and the venue fix
| Reviewer pushback | Developmental Psychology fix |
|---|---|
| "Atheoretical / mechanism unclear" | state the developmental mechanism and why it changes with age in one or two sentences |
| "This is not developmental" | recast the hypothesis as change (slope/interaction/within-person), not a single-age correlation |
| "Looks HARKed" | show the preregistration; relabel post hoc trajectory shapes exploratory |
| "Claim outruns the design" | scale H1 to what the ages/waves can support; add a constraints-on-generality clause |
Anti-patterns
- Hypotheses about a relationship "in children/older adults" with no change component
- Non-directional "age will be associated with X" predictions
- Blurring confirmatory and exploratory analyses (JARS expects the split)
- Ignoring that an effect could be cohort, not age, and theorizing as if it were maturation
- No statement of what trajectory or interaction would disconfirm the account
Output format
【Mechanism of change】the developmental process, briefly
【Developmental hypothesis form】age effect / age×condition / growth shape / within-person / moderated
【Hypotheses】directional, testable (H1, H2, …)
【Status】confirmatory (preregistered) vs exploratory
【Disconfirming evidence】trajectory/interaction/invariance result that counts against it
【Next】devpsych-literature-positioningSupplementary resources
../../resources/external_tools.md— preregistration templates and developmental-theory references../../resources/official-source-map.md— JARS reporting standards and scope
© 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 Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Devpsych Theory And Hypotheses 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 |
|---|---|---|---|---|---|---|
| Devpsych Theory And Hypotheses this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.5k | 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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Content Research Writer
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Structured manuscript/grant review with checklist-based evaluation.
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Categories
Questions about Devpsych Theory And Hypotheses
What does Devpsych Theory And Hypotheses do?
A skill your agent uses when stating the developmental theory and age-graded hypotheses for a Developmental Psychology (APA) manuscript. Devpsych Theory And Hypotheses is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when stating the developmental theory and age-graded hypotheses for a Developmental Psychology (APA) manuscript.
When should I use Devpsych Theory And Hypotheses?
Devpsych Theory And Hypotheses fits situations like: stating the developmental theory and age-graded hypotheses for a Developmental Psychology (APA) manuscript.
How do I install Devpsych Theory And Hypotheses in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-theory-and-hypotheses -a claude-code`. Or copy the skill folder (Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/devpsych-theory-and-hypotheses in your project. Claude Code loads it when a task matches its description.
How do I install Devpsych Theory And Hypotheses in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-theory-and-hypotheses -a codex`. Or copy the skill folder (Developmental-Psychology-Skills/skills/devpsych-theory-and-hypotheses in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/devpsych-theory-and-hypotheses in your project. Codex loads it when a task matches its description.
Can I use Devpsych Theory And Hypotheses 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 devpsych-theory-and-hypotheses -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/devpsych-theory-and-hypotheses, .gemini/skills/devpsych-theory-and-hypotheses, .github/skills/devpsych-theory-and-hypotheses and .opencode/skills/devpsych-theory-and-hypotheses in your project.
What does Devpsych Theory And Hypotheses need to run?
SKILL.md names no scripts, command-line tools or credentials: Devpsych Theory And Hypotheses is instructions for the agent only.
Does Devpsych Theory And Hypotheses 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 Devpsych Theory And Hypotheses 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 Devpsych Theory And Hypotheses use?
Devpsych Theory And Hypotheses 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 Devpsych Theory And Hypotheses use?
About 1.5k tokens (SKILL.md is roughly 5.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Devpsych Theory And Hypotheses?
Skills that share tags, products or a category with Devpsych Theory And Hypotheses: 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 Devpsych Theory And Hypotheses?
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.