Agent skill

Arsoc Organizing Framework

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses when imposing an analytical structure or taxonomy on a sociology literature for an Annual Review of Sociology (ARSoc) review — the "spine" that turns a reading list into an…

MITAuto-check passed

Install Arsoc Organizing Framework

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill arsoc-organizing-framework -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills arsoc-organizing-framework --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Annual-Review-of-Sociology-Skills/skills/arsoc-organizing-framework .claude/skills/arsoc-organizing-framework && rm -rf skills-src

Use ~/.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/

Facts

Skill name
arsoc-organizing-framework
GitHub stars
1.2k
Token cost
~1.4k tokens
SKILL.md length
652 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 structure or taxonomy on a sociology literature for an Annual Review of Sociology (ARSoc) review — the "spine" that turns a reading list into an…

  • Imposing an analytical structure
  • SKILL.md covers When to trigger, Why the spine is the whole…, The test of a good framework and Checklist, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Arsoc Organizing Framework is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when imposing an analytical structure or taxonomy on a sociology literature for an Annual Review of Sociology (ARSoc) review — the "spine" that turns a reading list into an argument about the subfield. Designs the framework; it does not gather the literature (arsoc-literature-synthesis) or judge balance (arsoc-comprehensiveness-and-balance).

Its SKILL.md is about 1.4k 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 structure

Example prompts

  • “/arsoc-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

Arsoc Organizing Framework loads about 1.4k tokens when it runs. Until then it costs about 94 tokens; SKILL.md has 652 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~94
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

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). 652 words, ~1,376 tokens.

Download SKILL.mdSave it as .claude/skills/arsoc-organizing-framework/SKILL.md (or your agent's skills folder).
name
arsoc-organizing-framework
description
Use when imposing an analytical structure or taxonomy on a sociology literature for an Annual Review of Sociology (ARSoc) review — the "spine" that turns a reading list into an argument about the subfield. Designs the framework; it does not gather the literature (arsoc-literature-synthesis) or judge balance (arsoc-comprehensiveness-and-balance).

Organizing Framework — the Review's Spine (arsoc-organizing-framework)

When to trigger

  • The evidence matrix is built but the draft would read like a list of studies
  • Sections are named after methods or eras ("Quantitative studies", "Recent work") rather than ideas
  • A reader could not predict what comes next or why studies are grouped as they are
  • You cannot state in one sentence the argument the review makes about the subfield

Why the spine is the whole game at ARSoc

The single most-cited reason ARSoc reviews disappoint is that they are annotated bibliographies: study-after-study summaries with no organizing idea. A great ARSoc review imposes a structure the subfield did not have — a taxonomy, a unifying mechanism, a sequence of questions, or a simple analytic model — that makes scattered work legible to a sociologist from another area. The framework is the contribution; the citations are the evidence. Choose the spine deliberately:

Spine typeOrganizes the subfield byBest when
Taxonomymutually-exclusive categories of mechanism / theoretical approachthe area is fragmented into incommensurable camps
Mechanism / processthe causal or social process linking inputs to outcomesresults disagree because they tap different stages of one process
Levels of analysismicro / meso / macro, or individual / organizational / institutionalthe field spans levels and the lesson is how they connect
Question sequencea logical chain of sub-questionsthe area has a natural "first we must know X, then Y" order
Paradigm / debaterival theoretical traditions and what divides themthe contest of perspectives is itself the subfield's structure

Pick one primary spine; a second axis can be a within-section ordering, but a review with two competing spines reads as two reviews.

The test of a good framework

  • Exhaustive + exclusive (MECE-ish): every important study has exactly one natural home, and the categories do not bleed into each other.
  • Generative: the framework predicts where gaps are — empty cells are open questions and the seeds of the forward agenda, not omissions.
  • Reconciling: apparent contradictions in the literature become explained (studies disagree because they sit in different cells / different traditions / different levels of analysis).
  • Portable: a sociologist from an adjacent subfield can restate the spine after one read and use it to slot a new study they encounter.

Stress-test by trying to place 5 hard cases (studies that resist categorization). If three of them have no home, the spine is wrong — redesign before drafting.

The framework is also what lets you be selective without being incomplete: once each cell is defined, confirmatory studies can be cited in clusters within their cell while the prose discusses only the cell-defining work. A review without a spine cannot do this — it must either summarize everything (bloat) or omit silently (gaps). Design the spine before you decide what to foreground, and note which cells are thin — those become the research agenda the ARSoc voice closes on.

Show full SKILL.md (183 more words)Show less

Checklist

  • One primary spine chosen (taxonomy / mechanism / levels / question-sequence / paradigm-debate)
  • The review's one-sentence argument about the subfield is written
  • Every category traces to evidence-matrix rows (no empty rhetorical buckets)
  • The framework reconciles at least one apparent contradiction in the literature
  • Empty/thin cells are surfaced as open questions feeding the forward agenda (generativity)
  • 5 hard-case studies each have a natural home
  • Section headings name ideas / mechanisms / traditions, not "quantitative vs. qualitative"
  • A cross-subfield sociologist could restate the spine and slot a new study into it

Anti-patterns

  • The annotated bibliography: study-by-study summaries with no organizing idea (the cardinal ARSoc sin)
  • Sections named "Theory", "Methods", "Findings", "Other" — categories that carry no analytical content
  • Organizing by method (quant section / qual section) instead of by idea — it hides the argument and silos the modes
  • A taxonomy whose categories overlap so every study is cited three times in three places
  • Two competing spines fighting for control of the same review
  • A framework so bespoke only the author can apply it (not portable)
  • Hiding the contribution: never stating, in one sentence, what the review argues about the subfield

Output format

text
【Spine type】taxonomy / mechanism / levels-of-analysis / question-sequence / paradigm-debate
【Argument about the subfield】"<one sentence the review makes>"
【Categories】<the cells / sub-questions, each MECE>
【Reconciliation】<which contradiction the framework explains>
【Open questions】<empty/thin cells surfaced as gaps for the forward agenda>
【Hard-case test】5 awkward studies each placed? Y/N
【Next step】→ arsoc-comprehensiveness-and-balance (fill cells fairly + even-handedly)

© 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 Annual-Review-of-Sociology-Skills/skills/arsoc-organizing-framework of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Arsoc 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.

Arsoc Organizing Framework compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Arsoc Organizing Framework this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.4kAutomated safety check: PassMIT
Analytics Trackingalirezarezvani/claude-skills28k1 repos~3.8kAutomated safety check: PassMIT
Analyticsgetsentry/sentry46k—~2.5kAutomated safety check: PassCustom licence
Scientific Thinking Literature Reviewaffaan-m/ECC276k1 repos~1.3kAutomated safety check: PassMIT
Organizationthedaviddias/Front-End-Checklist74k—~609Automated safety check: PassMIT
Literature ReviewK-Dense-AI/scientific-agent-skills48k1 repos~3.2kAutomated safety check: NotesMIT

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Questions about Arsoc Organizing Framework

What does Arsoc Organizing Framework do?

A skill your agent uses when imposing an analytical structure or taxonomy on a sociology literature for an Annual Review of Sociology (ARSoc) review — the "spine" that turns a reading list into an…. Arsoc Organizing Framework is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when imposing an analytical structure or taxonomy on a sociology literature for an Annual Review of Sociology (ARSoc) review — the "spine" that turns a reading list into an argument about the subfield.

When should I use Arsoc Organizing Framework?

Arsoc Organizing Framework fits situations like: imposing an analytical structure.

How do I install Arsoc Organizing Framework in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill arsoc-organizing-framework -a claude-code`. Or copy the skill folder (Annual-Review-of-Sociology-Skills/skills/arsoc-organizing-framework in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/arsoc-organizing-framework in your project. Claude Code loads it when a task matches its description.

How do I install Arsoc Organizing Framework in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill arsoc-organizing-framework -a codex`. Or copy the skill folder (Annual-Review-of-Sociology-Skills/skills/arsoc-organizing-framework in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/arsoc-organizing-framework in your project. Codex loads it when a task matches its description.

Can I use Arsoc 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 arsoc-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/arsoc-organizing-framework, .gemini/skills/arsoc-organizing-framework, .github/skills/arsoc-organizing-framework and .opencode/skills/arsoc-organizing-framework in your project.

What does Arsoc Organizing Framework need to run?

SKILL.md names no scripts, command-line tools or credentials: Arsoc Organizing Framework is instructions for the agent only.

Does Arsoc 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 Arsoc 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 Arsoc Organizing Framework use?

Arsoc 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 Arsoc Organizing Framework use?

About 1.4k tokens (SKILL.md is roughly 5.5k 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 Arsoc Organizing Framework?

Skills that share tags, products or a category with Arsoc Organizing Framework: Analytics Tracking (alirezarezvani/claude-skills, 28k stars), Analytics (getsentry/sentry, 46k stars), Scientific Thinking Literature Review (affaan-m/ECC, 276k stars) and Organization (thedaviddias/Front-End-Checklist, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Arsoc Organizing Framework?

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.