Agent skill

Govern Transparency And Data

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

A skill your agent uses when preparing the Data Availability Statement and replication materials for a Governance: An International Journal of Policy, Administration, and Institutions manuscript.

MITAuto-check passedDatabases

Install Govern Transparency And Data

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill govern-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 govern-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/Governance-Journal-Skills/skills/govern-transparency-and-data .claude/skills/govern-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
govern-transparency-and-data
GitHub stars
1.2k
Token cost
~1.5k tokens
SKILL.md length
606 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 Data Availability Statement and replication materials for a Governance: An International Journal of Policy, Administration, and Institutions manuscript.

  • Preparing the Data Availability Statement and replication materials for a Governance: An International Journal of Policy
  • SKILL.md covers When to trigger, The Data Availability…, Checklist (build the… and Qualitative &…, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Institutions manuscript

What it does

Govern Transparency And Data is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing the Data Availability Statement and replication materials for a Governance: An International Journal of Policy, Administration, and Institutions manuscript. Governance requires the statement (mandatory) and encourages sharing data/code in a DOI-citable repository, but does not run a verified pre-publication reproduction check like APSR. Builds the statement and materials; 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 Data Availability Statement and replication materials for a Governance: An International Journal of Policy
  • Institutions manuscript

Example prompts

  • “/govern-transparency-and-data”

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

Govern Transparency And Data loads about 1.5k tokens when it runs. Until then it costs about 114 tokens; SKILL.md has 606 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~114
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). 606 words, ~1,468 tokens.

Download SKILL.mdSave it as .claude/skills/govern-transparency-and-data/SKILL.md (or your agent's skills folder).
name
govern-transparency-and-data
description
Use when preparing the Data Availability Statement and replication materials for a Governance: An International Journal of Policy, Administration, and Institutions manuscript. Governance requires the statement (mandatory) and encourages sharing data/code in a DOI-citable repository, but does not run a verified pre-publication reproduction check like APSR. Builds the statement and materials; it does not waive requirements.

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

Governance requires a Data Availability Statement with the manuscript — a statement of whether replication materials (data, code) exist and how a reader can access them. Be clear-eyed about the bar: the statement is mandatory, and sharing in a DOI-citable repository is recommended and increasingly expected, but Governance does not run a verified, editor-checked pre-publication reproduction gate the way APSR's Dataverse workflow does. That makes the statement an honesty-and-access commitment, not a reproduction certificate — so write it precisely and build the materials as you go.

When to trigger

  • Writing the Data Availability Statement for submission (it is required at submission)
  • Building the replication package (data, code, documentation) to back that statement
  • Data cannot be fully shared (privacy, ethics, legal/provider restrictions) and you need the exemption/access path
  • A qualitative or comparative-historical paper needs a transparency plan for sources and process tracing
  • Referencing a preregistration / pre-analysis plan (it may be supplied as supplementary material)

The Data Availability Statement (mandatory)

The statement must say, plainly, whether replication materials are available and how to get them. Pick the case that matches reality and state it exactly:

  • Openly available — "The data and code that support the findings of this study are openly available in [repository] at [DOI/URL]." Name a DOI-citable repository (Harvard Dataverse, OSF, or Zenodo are good choices) rather than a personal website or a generic cloud link.
  • Available on request / restricted — say why (provider terms, privacy, ethics) and give the exact access route (application process, provider contact, data-use agreement).
  • Not applicable — only if the study genuinely generated/analyzed no shareable data; say so honestly.

Do not write "available on request" as a euphemism for "not prepared." Match the statement to materials that actually exist.

Checklist (build the replication materials as you go)

  • One master script regenerates every table and figure from raw/constructed data
  • README documents data provenance, country/case coverage, construction steps, 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
  • Materials deposited in a DOI-citable repository; the DOI appears in the statement

Even though no editor re-runs your code pre-publication, post-publication scrutiny and replication are real; a package that does not reproduce your tables is a reputational liability.

Show full SKILL.md (228 more words)Show less

Qualitative & comparative-historical transparency

  • Document sources and the process-tracing chain: an evidence/source table linking each key claim to its document, interview, or archival reference.
  • Use active-citation / annotated-source practices where the analytic weight rests on specific texts.
  • The Qualitative Data Repository (QDR) is an option for depositing qualitative data with controlled access (interview transcripts, fieldnotes) where ethics/consent limit open sharing.

Restricted data (exemption / access path)

  • Explain why the data are not openly available (provider terms, privacy, ethics, legal limits).
  • Provide README instructions on exactly how others can obtain the data (application, provider contact, data-use agreement steps).
  • Where feasible, provide synthetic data resembling the real data so the code can be executed.

Pre-analysis plan

  • An anonymized pre-analysis plan may be supplied as supplementary material for prospective designs; reference it (anonymized for double-blind review) and keep the analysis consistent with it.

Anti-patterns

  • Treating the Data Availability Statement as boilerplate decoupled from real materials
  • "Available on request" used to avoid preparing data that could be shared
  • A personal URL or expiring cloud link instead of a DOI-citable repository
  • Claiming data are restricted with no access path and no synthetic substitute
  • Assuming "no verified reproduction check" means the code need not actually reproduce the tables
  • Undocumented, un-seeded, unpinned code that "works on my machine"

Output format

【Statement case】openly available / restricted-with-access / not applicable
【Repository】DOI-citable (Dataverse / OSF / Zenodo)? DOI in statement? [Y/N]
【Reproduces tables/figures?】master script verified locally? [Y/N]
【Documentation】README + provenance + seeds + pinned versions? [Y/N]
【Restricted data?】reason + access path + synthetic data? [Y/N/NA]
【Qualitative transparency】sources/process-tracing documented (QDR if needed)? [Y/N/NA]
【Pre-analysis plan】anonymized, as supplementary? [Y/N/NA]
【Next】govern-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 Governance-Journal-Skills/skills/govern-transparency-and-data of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Govern 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.

Govern Transparency And Data compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Govern 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 5 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 3 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.

    166 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 Govern Transparency And Data

What does Govern Transparency And Data do?

A skill your agent uses when preparing the Data Availability Statement and replication materials for a Governance: An International Journal of Policy, Administration, and Institutions manuscript. Govern Transparency And Data is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing the Data Availability Statement and replication materials for a Governance: An International Journal of Policy, Administration, and Institutions manuscript.

When should I use Govern Transparency And Data?

Govern Transparency And Data fits situations like: preparing the Data Availability Statement and replication materials for a Governance: An International Journal of Policy; institutions manuscript.

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

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

How do I install Govern Transparency And Data in Codex?

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

Can I use Govern 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 govern-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/govern-transparency-and-data, .gemini/skills/govern-transparency-and-data, .github/skills/govern-transparency-and-data and .opencode/skills/govern-transparency-and-data in your project.

What does Govern Transparency And Data need to run?

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

Does Govern 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 Govern 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 Govern Transparency And Data use?

Govern 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 Govern Transparency And Data use?

About 1.5k tokens (SKILL.md is roughly 5.9k 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 Govern Transparency And Data?

Skills that share tags, products or a category with Govern 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 Govern Transparency And Data?

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.