Agent skill

Cps Transparency And Data

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

A skill your agent uses when preparing the replication and transparency materials for a Comparative Political Studies (CPS) manuscript.

MITAuto-check passedDatabases

Install Cps Transparency And Data

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cps-transparency-and-data -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cps-transparency-and-data --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/Comparative-Political-Studies-Skills/skills/cps-transparency-and-data .claude/skills/cps-transparency-and-data && 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
cps-transparency-and-data
GitHub stars
1.2k
Token cost
~1.5k tokens
SKILL.md length
607 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when preparing the replication and transparency materials for a Comparative Political Studies (CPS) manuscript.

  • Works in 5 steps: Deposit to the CPS Dataverse.… → Data availability statement. Every paper… → Reproducibility. Materials must let an… → …
  • Preparing the replication and transparency materials for a Comparative Political Studies (CPS) manuscript
  • SKILL.md covers When to trigger, What CPS requires (verify…, Qualitative / multi-method… and Sharing posture by evidence type, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Cps Transparency And Data is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing the replication and transparency materials for a Comparative Political Studies (CPS) manuscript. Quantitative papers cannot be finally accepted until replication materials are deposited at the CPS Dataverse; a data availability statement is required. Prepares the package; it does not waive requirements.

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 Databases, covering Database administration. 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

  • Preparing the replication and transparency materials for a Comparative Political Studies (CPS) manuscript
  • Tasks that involve Database administration

Example prompts

  • “/cps-transparency-and-data”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Deposit to the CPS Dataverse. Quantitative papers deposit replication materials — **data, code,
  2. Data availability statement. Every paper includes a statement saying whether data are available,
  3. Reproducibility. Materials must let an independent researcher regenerate the manuscript's tables
  4. Restricted-data path. If data cannot be shared and sharing is a publication requirement, **consult
  5. Preregistration (optional). Authors may submit an anonymized pre-analysis plan as

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

Cps Transparency And Data loads about 1.5k tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 607 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~87
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

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). 607 words, ~1,528 tokens.

Download SKILL.mdSave it as .claude/skills/cps-transparency-and-data/SKILL.md (or your agent's skills folder).
name
cps-transparency-and-data
description
Use when preparing the replication and transparency materials for a Comparative Political Studies (CPS) manuscript. Quantitative papers cannot be finally accepted until replication materials are deposited at the CPS Dataverse; a data availability statement is required. Prepares the package; it does not waive requirements.

Transparency & Data (cps-transparency-and-data)

CPS enforces political-science replication norms. Papers presenting quantitative analyses will not be granted final acceptance until replication materials (data, code, log files, etc.) are deposited at the CPS Dataverse on Harvard Dataverse, and every paper needs a data availability statement. Build the package as you go so final acceptance does not stall — and follow DA-RT-style transparency for qualitative evidence too.

When to trigger

  • Building the replication/reproducibility package and the data availability statement
  • A manuscript is near acceptance and the editorial office expects deposited materials
  • Data cannot be fully shared (privacy, ethics, provider restrictions) and you need a path
  • Preparing a (optional) anonymized pre-analysis plan as supplementary material

What CPS requires (verify current wording — 检索于 2026-06;以官网为准)

  1. Deposit to the CPS Dataverse. Quantitative papers deposit replication materials — data, code, log files, and documentation — at the CPS Dataverse on Harvard Dataverse (dataverse.harvard.edu/dataverse/cps). This gates final acceptance, not post-publication.
  2. Data availability statement. Every paper includes a statement saying whether data are available, where, and — if available but not shared — why not.
  3. Reproducibility. Materials must let an independent researcher regenerate the manuscript's tables and figures: master script + README + pinned versions + seeds.
  4. Restricted-data path. If data cannot be shared and sharing is a publication requirement, consult the journal editorial office; explain the restriction and document how others can obtain the data.
  5. Preregistration (optional). Authors may submit an anonymized pre-analysis plan as supplementary material; the journal provides it to reviewers on request. Mark registered vs. exploratory analyses.

Qualitative / multi-method transparency (DA-RT spirit)

  • Document sources, interviews, and fieldnotes so the evidentiary basis is auditable; use evidence tables or active citation. Where confidentiality requires it, use controlled access (e.g., QDR).
  • State clearly which claims rest on which evidence; do not let "the cases show" stand unsupported.
Show full SKILL.md (312 more words)Show less

Sharing posture by evidence type

Choose the transparency route before drafting the data availability statement:

Evidence typeDefault postureDocumentation to include
Cross-national public datasetsShare constructed data and code; cite original sourcesSource versions, merge keys, transformations, and exact download dates
Proprietary/admin dataShare code, synthetic or redacted extracts where allowed, and access instructionsLicense limits, access route, variable construction, and verification path
Interviews/fieldnotesProtect identities; share protocols, coding scheme, and evidence table when ethicalConsent limits, anonymization method, and claim-to-evidence map
Text corpus/web dataShare corpus identifiers or permissible text, plus scraping/cleaning codeCollection date, inclusion rules, deduplication, language processing decisions
Pre-analysis planSubmit anonymized plan as supplement when usedRegistered vs. exploratory analyses marked in manuscript and code

The data availability statement should mirror the table: what is shared, where, what is restricted, and how a qualified reader can audit the claim without violating law, ethics, or provider terms.

Build-as-you-go checklist

  • One master script regenerates every table and figure from raw/constructed data
  • README documents data provenance, construction, and how to reproduce each exhibit
  • Seeds set and reported for every stochastic step
  • Software/package versions pinned (renv.lock / requirements.txt / recorded installs)
  • Exhibit numbers in the manuscript match the package output exactly
  • Data availability statement drafted (available where / why not shared)
  • Restricted data: explanation + access instructions + editorial-office consultation noted
  • Anonymized pre-analysis plan attached where applicable; registered vs. exploratory marked

Anti-patterns

  • Treating the deposit as a post-publication afterthought (it gates final acceptance for quant papers)
  • Depositing code that does not actually reproduce the printed tables/figures
  • A personal URL or generic cloud link instead of the CPS Dataverse
  • Omitting the data availability statement, or claiming "available on request" with no plan
  • Undocumented, un-seeded, unpinned code that "works on my machine"
  • Qualitative claims with no documented evidentiary basis

Output format

【Repository】CPS Dataverse (Harvard) — package staged? [Y/N]
【Reproduces tables/figures?】master script verified locally? [Y/N]
【Data availability statement】drafted? available where / why not?
【Documentation】README + provenance + seeds + pinned versions? [Y/N]
【Sharing posture】public / proprietary-admin / interview-fieldnote / text-corpus / PAP route chosen
【Restricted data?】explanation + access path + editorial-office note?
【Qualitative transparency】sources/evidence documented? [Y/N/NA]
【Pre-analysis plan】anonymized + registered/exploratory marked? [Y/N/NA]
【Next】cps-review-process

Supplementary resources

© 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 Comparative-Political-Studies-Skills/skills/cps-transparency-and-data of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Cps Transparency And Data 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.

Cps Transparency And Data compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Cps Transparency And Data this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.5kAutomated safety check: PassMIT
Hybrid Cloud Outboxesgetsentry/sentry46k—~4.8kAutomated safety check: PassCustom licence
Replicate Video AdJingyi-Wu-Richael/replicate-video-ad1081 repos~1.6kAutomated safety check: PassNone
Sea Orm 2FlyinPancake/yoink112—~2.9kAutomated safety check: PassApache-2.0
Pixel Perfect ReplicationYu-369/VibeCurb979—~8.7kAutomated safety check: PassMIT
Horse Database PoolingHashLoad/horse1.4k—~1.4kAutomated safety check: PassMIT

Similar skills

  • Hybrid Cloud Outboxes

    getsentry/sentry

    Official

    Guide for creating and maintaining outbox-based eventually consistent operations in Sentry.

    46k GitHub stars~4.8k tokensUpdated today
    DatabasesAuto-check passed
  • Replicate Video Ad

    Jingyi-Wu-Richael/replicate-video-ad

    Analyze a reference video frame by frame and turn its visual grammar, story beats, dialogue, product reveal, proof sequence, and conversion structure into a production-ready ecommerce story-ad…

    108 GitHub starsUsed in 1 repo~1.6k tokens
    DatabasesAuto-check passed
  • Sea Orm 2

    FlyinPancake/yoink

    Expert guidance for SeaORM 2.0, Rust's async ORM with strongly-typed columns, nested ActiveModels, Entity Loader API, and entity-first workflow.

    112 GitHub stars~2.9k tokensUpdated 4 days ago
    DatabasesAuto-check passed
  • Image-to-code replication pipeline. An agent skill from Yu-369/VibeCurb.

    979 GitHub stars~8.7k tokensUpdated 2 mo ago
    DatabasesAuto-check passed
  • Guide for setting up thread-safe database connection pooling (FireDAC / UniDAC) in multithreaded Horse applications.

    1.4k GitHub stars~1.4k tokensUpdated 2 days ago
    DatabasesAuto-check passed
  • Redis Clustering

    redis/agent-skills

    Official

    Redis Cluster and replication guidance covering hash tags for multi-key operations, avoiding CROSSSLOT errors, and reading from replicas to scale read-heavy workloads.

    165 GitHub starsUsed in 1 repo~1k tokens
    DatabasesAuto-check passed

More from brycewang-stanford/Awesome-Journal-Skills

All 2,387 skills in this repo
  • Aaag Data Analysis

    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…

    1.2k GitHub stars~1.3k tokensUpdated 12 days ago
    Auto-check passed
  • Aaag Literature Positioning

    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…

    1.2k GitHub stars~1.3k tokensUpdated 12 days ago
    Auto-check passed
  • Aaag Rebuttal

    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…

    1.2k GitHub stars~1.4k tokensUpdated 12 days ago
    Auto-check passed
  • Aaag Research Design

    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…

    1.2k GitHub stars~1.4k tokensUpdated 12 days ago
    Auto-check passed
  • Aaag Review Process

    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…

    1.2k GitHub stars~1.3k tokensUpdated 12 days ago
    Auto-check passed
  • Aaag Submission

    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…

    1.2k GitHub stars~1.6k tokensUpdated 12 days ago
    Auto-check passed

Categories

Questions about Cps Transparency And Data

What does Cps Transparency And Data do?

A skill your agent uses when preparing the replication and transparency materials for a Comparative Political Studies (CPS) manuscript. Cps Transparency And Data is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing the replication and transparency materials for a Comparative Political Studies (CPS) manuscript.

When should I use Cps Transparency And Data?

Cps Transparency And Data fits situations like: preparing the replication and transparency materials for a Comparative Political Studies (CPS) manuscript; tasks that involve Database administration.

How do I install Cps Transparency And Data in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cps-transparency-and-data -a claude-code`. Or copy the skill folder (Comparative-Political-Studies-Skills/skills/cps-transparency-and-data in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/cps-transparency-and-data in your project. Claude Code loads it when a task matches its description.

How do I install Cps Transparency And Data in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cps-transparency-and-data -a codex`. Or copy the skill folder (Comparative-Political-Studies-Skills/skills/cps-transparency-and-data in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/cps-transparency-and-data in your project. Codex loads it when a task matches its description.

Can I use Cps Transparency And Data 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 cps-transparency-and-data -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cps-transparency-and-data, .gemini/skills/cps-transparency-and-data, .github/skills/cps-transparency-and-data and .opencode/skills/cps-transparency-and-data in your project.

What does Cps Transparency And Data need to run?

SKILL.md names no scripts, command-line tools or credentials: Cps Transparency And Data is instructions for the agent only.

Does Cps Transparency And Data 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 Cps Transparency And Data 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 Cps Transparency And Data use?

Cps Transparency And Data 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 Cps Transparency And Data use?

About 1.5k tokens (SKILL.md is roughly 6.1k 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 Cps Transparency And Data?

Skills that share tags, products or a category with Cps Transparency And Data: Hybrid Cloud Outboxes (getsentry/sentry, 46k stars), Replicate Video Ad (Jingyi-Wu-Richael/replicate-video-ad, 108 stars), Sea Orm 2 (FlyinPancake/yoink, 112 stars) and Pixel Perfect Replication (Yu-369/VibeCurb, 979 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cps Transparency And Data?

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.