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Agent skill
Ppsych Organizing Framework
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when imposing an analytical or conceptual structure on a body of psychology research for a Perspectives on Psychological Science (PoPS) integrative review or theoretical…
MITAuto-check passed
Install Ppsych Organizing Framework
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppsych-organizing-framework -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppsych-organizing-framework --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/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework .claude/skills/ppsych-organizing-framework && 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 "ppsych-organizing-framework" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework into .claude/skills/ppsych-organizing-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppsych-organizing-framework", 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/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-frameworkType 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 ppsych-organizing-framework -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppsych-organizing-framework --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/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework .agents/skills/ppsych-organizing-framework && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ppsych-organizing-framework" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework into .agents/skills/ppsych-organizing-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppsych-organizing-framework", 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 ppsych-organizing-framework -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppsych-organizing-framework --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/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework .cursor/skills/ppsych-organizing-framework && 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 "ppsych-organizing-framework" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework into .cursor/skills/ppsych-organizing-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppsych-organizing-framework", 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 Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework--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 ppsych-organizing-framework -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppsych-organizing-framework --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/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework .gemini/skills/ppsych-organizing-framework && 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 "ppsych-organizing-framework" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework into .gemini/skills/ppsych-organizing-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppsych-organizing-framework", 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 ppsych-organizing-frameworkInstalls 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 ppsych-organizing-framework -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/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework .github/skills/ppsych-organizing-framework && 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 "ppsych-organizing-framework" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework into .github/skills/ppsych-organizing-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppsych-organizing-framework", 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 ppsych-organizing-framework -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 ppsych-organizing-framework --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/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework .opencode/skills/ppsych-organizing-framework && 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 "ppsych-organizing-framework" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework into .opencode/skills/ppsych-organizing-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppsych-organizing-framework", 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
ppsych-organizing-framework- GitHub stars
- 1.2k
- Token cost
- ~1.6k tokens
- SKILL.md length
- 705 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when imposing an analytical or conceptual structure on a body of psychology research for a Perspectives on Psychological Science (PoPS) integrative review or theoretical…
- Imposing an analytical
- SKILL.md covers When to trigger, Why the spine is the whole…, The test of a good framework and For theoretical statements…, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Conceptual structure on a body of psychology research for a Perspectives on Psychological Science (PoPS) integrative review
What it does
Ppsych Organizing Framework is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when imposing an analytical or conceptual structure on a body of psychology research for a Perspectives on Psychological Science (PoPS) integrative review or theoretical statement — the unifying argument or "spine" that turns a reading list into a claim about the field. Designs the framework; it does not gather the literature (ppsych-literature-synthesis) or audit balance (ppsych-comprehensiveness-and-balance).
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.
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
- Imposing an analytical
- Conceptual structure on a body of psychology research for a Perspectives on Psychological Science (PoPS) integrative review
- Theoretical statement — the unifying argument
- Spine that turns a reading list into a claim about the field
Example prompts
- “/ppsych-organizing-framework”
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
Ppsych Organizing Framework loads about 1.6k tokens when it runs. Until then it costs about 112 tokens; SKILL.md has 705 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). 705 words, ~1,550 tokens.
Download SKILL.mdSave it as
.claude/skills/ppsych-organizing-framework/SKILL.md (or your agent's skills folder).- name
- ppsych-organizing-framework
- description
- Use when imposing an analytical or conceptual structure on a body of psychology research for a Perspectives on Psychological Science (PoPS) integrative review or theoretical statement — the unifying argument or "spine" that turns a reading list into a claim about the field. Designs the framework; it does not gather the literature (ppsych-literature-synthesis) or audit balance (ppsych-comprehensiveness-and-balance).
Organizing Framework — the Argument's Spine (ppsych-organizing-framework)
When to trigger
- The evidence matrix is built but the draft would read like a list of papers
- Sections are named after topics ("Behavioral studies", "Neuro work") rather than ideas
- A reader could not predict what comes next or why papers are grouped as they are
- You cannot state in one sentence the argument or unifying claim the piece makes about the field
Why the spine is the whole game at PoPS
The most-cited reason integrative reviews fail is that they are annotated bibliographies — paper-after-paper summaries with no organizing idea. A great PoPS piece imposes a structure the field did not have: a taxonomy, a unifying theory, a sequence of questions, or a reframing that makes scattered cross-area work legible and provocative. The framework is the contribution; the citations are the evidence. PoPS's breadth mandate raises the bar: the spine must be graspable by a psychologist from a different area on one read, and it should reframe, not merely organize. Choose it deliberately:
| Spine type | Organizes the field by | Best when |
|---|---|---|
| Taxonomy | mutually-exclusive categories of mechanism/phenomenon | the field is fragmented into incommensurable camps |
| Unifying theory/model | a framework whose constructs index the studies | results disagree because they tap different parts of one structure |
| Question sequence | a logical chain of sub-questions | the field has a natural "first establish X, then Y" order |
| Paradigm/historical | how thinking evolved and why | the evolution of ideas is itself the lesson |
| Reframe / inversion | overturning a default assumption the field holds | the contribution is a provocation ("the field has it backwards") |
| Meta-science map | practices vs. outcomes (e.g., power × replicability) | the piece is about how the field works, not what it finds |
Pick one primary spine; a second axis can order papers within a section, but a piece with two competing spines reads as two papers.
The test of a good framework
- Exhaustive + exclusive (MECE-ish): every important paper has exactly one natural home, and categories do not bleed.
- Generative: the framework predicts gaps — empty cells are open questions, not omissions (PoPS prizes the forward agenda).
- Reconciling: apparent contradictions become explained (studies disagree because they sit in different cells / tap different constructs).
- Portable + provocative: a psychologist from another area can restate the spine after one read and feels the reframing is worth arguing about.
Stress-test by placing 5 hard cases (papers that resist categorization). If three have no home, the spine is wrong — redesign before drafting.
The spine is also what lets a PoPS piece be selective without being incomplete: once each cell is defined, confirmatory studies can be cited in clusters within their cell while the prose carries only the cell-defining work and the argument. This is how you honor cross-area coverage while staying concise. Design the spine before deciding what to foreground.
Show full SKILL.md (245 more words)Show less
For theoretical statements specifically
When the contribution is the theory (not a review of one), the framework section is the paper. Make the constructs and their relations explicit; state the assumptions; derive what the theory predicts that rival accounts do not; and specify what evidence would falsify it. A theoretical statement that cannot be wrong is not a contribution — name the discriminating tests.
Checklist
- One primary spine chosen (taxonomy / theory / question-sequence / paradigm / reframe / meta-science map)
- The piece's one-sentence argument about the field is written
- Every category traces to evidence-matrix rows (no empty rhetorical buckets)
- The framework reconciles at least one apparent contradiction across areas
- Empty cells surfaced as open questions (generativity — the future agenda)
- 5 hard-case papers each have a natural home
- Section headings name ideas/mechanisms, not "theory vs. empirical"
- A psychologist from another area could restate the spine and slot a new paper into it
- (Theoretical statement) assumptions, novel predictions, and falsifying evidence are explicit
Anti-patterns
- The annotated bibliography: paper-by-paper summaries with no organizing idea (the cardinal review sin)
- Sections named "Theory", "Evidence", "Other" — categories with no analytical content
- A taxonomy whose categories overlap so every paper is cited three times in three places
- Two competing spines fighting for control of the same piece
- A framework so bespoke only the author can apply it (fails PoPS's cross-area test)
- Hiding the contribution: never stating, in one sentence, what the piece argues about the field
- A theoretical statement that makes no falsifiable, discriminating prediction
Output format
【Spine type】taxonomy / unifying-theory / question-sequence / paradigm / reframe / meta-science-map
【Argument about the field】"<one sentence the piece makes>"
【Categories】<the cells / sub-questions, each MECE>
【Reconciliation】<which cross-area contradiction the framework explains>
【Open questions】<empty cells surfaced as the future agenda>
【Hard-case test】5 awkward papers each placed? Y/N
【Portability + provocation】another-area psychologist can restate it; worth arguing about? Y/N
【Theory (if applicable)】assumptions + novel predictions + falsifiers explicit? Y/N · N/A
【Next step】→ ppsych-comprehensiveness-and-balance (fill cells fairly; audit coverage + balance)© 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 Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Ppsych Organizing Framework 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 |
|---|---|---|---|---|---|---|
| Ppsych Organizing Framework this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Analytics Trackingalirezarezvani/claude-skills | 28k | 1 repos | ~3.8k | Automated safety check: Pass | MIT | |
| Analyticsgetsentry/sentry | 46k | — | ~2.5k | Automated safety check: Pass | Custom licence | |
| Organizationthedaviddias/Front-End-Checklist | 74k | — | ~609 | Automated safety check: Pass | MIT | |
| Debugging MCP AnalyticsPostHog/posthog | 40k | — | ~7.6k | Automated safety check: Pass | Custom licence | |
| File Organizerdavila7/claude-code-templates | 32k | 7 repos | ~1.6k | Automated safety check: Pass | MIT |
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Questions about Ppsych Organizing Framework
What does Ppsych Organizing Framework do?
A skill your agent uses when imposing an analytical or conceptual structure on a body of psychology research for a Perspectives on Psychological Science (PoPS) integrative review or theoretical…. Ppsych Organizing Framework is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when imposing an analytical or conceptual structure on a body of psychology research for a Perspectives on Psychological Science (PoPS) integrative review or theoretical statement — the unifying argument or "spine" that turns a reading list into a claim about the field.
When should I use Ppsych Organizing Framework?
Ppsych Organizing Framework fits situations like: imposing an analytical; conceptual structure on a body of psychology research for a Perspectives on Psychological Science (PoPS) integrative review; theoretical statement — the unifying argument; spine that turns a reading list into a claim about the field.
How do I install Ppsych Organizing Framework in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppsych-organizing-framework -a claude-code`. Or copy the skill folder (Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/ppsych-organizing-framework in your project. Claude Code loads it when a task matches its description.
How do I install Ppsych Organizing Framework in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppsych-organizing-framework -a codex`. Or copy the skill folder (Perspectives-on-Psychological-Science-Skills/skills/ppsych-organizing-framework in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/ppsych-organizing-framework in your project. Codex loads it when a task matches its description.
Can I use Ppsych Organizing Framework 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 ppsych-organizing-framework -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ppsych-organizing-framework, .gemini/skills/ppsych-organizing-framework, .github/skills/ppsych-organizing-framework and .opencode/skills/ppsych-organizing-framework in your project.
What does Ppsych Organizing Framework need to run?
SKILL.md names no scripts, command-line tools or credentials: Ppsych Organizing Framework is instructions for the agent only.
Does Ppsych Organizing Framework 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 Ppsych Organizing Framework 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 Ppsych Organizing Framework use?
Ppsych Organizing Framework 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 Ppsych Organizing Framework use?
About 1.6k tokens (SKILL.md is roughly 6.2k 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 Ppsych Organizing Framework?
Skills that share tags, products or a category with Ppsych Organizing Framework: Analytics Tracking (alirezarezvani/claude-skills, 28k stars), Analytics (getsentry/sentry, 46k stars), Organization (thedaviddias/Front-End-Checklist, 74k stars) and Debugging MCP Analytics (PostHog/posthog, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ppsych Organizing Framework?
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.