Agent skill

Jmf Transparency And Data Policy

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when preparing the reproducibility / replication and data-sharing materials for a Journal of Marriage and Family (JMF) manuscript.

No licenceAuto-check passedDatabases

Install Jmf Transparency And Data Policy

skills CLI
$ npx skills add franklee16/academic-research-skills --skill jmf-transparency-and-data-policy -a claude-code

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills jmf-transparency-and-data-policy --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/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Marriage-and-Family-Skills/skills/jmf-transparency-and-data-policy .claude/skills/jmf-transparency-and-data-policy && 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
jmf-transparency-and-data-policy
GitHub stars
223
Used in
1 other repo
Token cost
~1.2k tokens
SKILL.md length
445 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when preparing the reproducibility / replication and data-sharing materials for a Journal of Marriage and Family (JMF) manuscript.

  • Works in 4 steps: Replication-level detail. The Method and… → Data availability statement. Wiley's… → Analysis code. Deposit code that… → …
  • Preparing the reproducibility / replication and data-sharing materials for a Journal of Marriage and Family (JMF) manuscript
  • SKILL.md covers When to trigger, What JMF / Wiley expect…, Restricted-use family data… and Build-as-you-go checklist, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jmf Transparency And Data Policy is an agent skill from franklee16/academic-research-skills. Use when preparing the reproducibility / replication and data-sharing materials for a Journal of Marriage and Family (JMF) manuscript. JMF asks for replication-level detail and Wiley applies a data-sharing policy with a data availability statement; many family datasets are restricted-use. Covers quantitative and qualitative transparency and the restricted-data path. Prepares the package; it does not waive requirements.

Its SKILL.md is about 1.2k 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 and Reproducible research. The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.

When your agent uses it

  • Preparing the reproducibility / replication and data-sharing materials for a Journal of Marriage and Family (JMF) manuscript
  • Tasks that involve Database administration
  • Tasks that involve Reproducible research

Example prompts

  • “/jmf-transparency-and-data-policy”

Workflow steps

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

  1. Replication-level detail. The Method and any supplements describe the sample derivation,
  2. Data availability statement. Wiley's data-sharing policy generally calls for a statement in the
  3. Analysis code. Deposit code that regenerates the reported tables and figures in an approved
  4. Qualitative materials. Share what the data terms and human-subjects protections allow (e.g.,

What it can do on your machine

Read from SKILL.md and the folder at commit 9a4b2db. 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

Jmf Transparency And Data Policy loads about 1.2k tokens when it runs. Until then it costs about 114 tokens; SKILL.md has 445 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
~1.2k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 445 words (~1,163 tokens).

“JMF expects enough detail on design and procedures to facilitate replication, and Wiley applies a data-sharing policy (typically including a data availability statement). Many family datasets (PSID, Add Health, Fragile Families, NSFG) are restricted-use and cannot be redistributed — so…”

— opening of SKILL.md by franklee16
name
jmf-transparency-and-data-policy

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Marriage-and-Family-Skills/skills/jmf-transparency-and-data-policy of franklee16/academic-research-skills.

Open the folder on GitHubat commit 9a4b2db

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Jmf Transparency And Data Policy 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.

Jmf Transparency And Data Policy compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jmf Transparency And Data Policy this skillfranklee16/academic-research-skills2231 repos~1.2kAutomated safety check: PassNone
Mathfin Replication And Data Policybrycewang-stanford/Awesome-Journal-Skills1.2k—~1.2kAutomated safety check: PassMIT
Replication Driven Researchbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~1.7kAutomated safety check: PassCustom licence
Pnasnexus Statisticsbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.4kAutomated 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

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Categories

Questions about Jmf Transparency And Data Policy

What does Jmf Transparency And Data Policy do?

A skill your agent uses when preparing the reproducibility / replication and data-sharing materials for a Journal of Marriage and Family (JMF) manuscript. Jmf Transparency And Data Policy is an agent skill from franklee16/academic-research-skills. Use when preparing the reproducibility / replication and data-sharing materials for a Journal of Marriage and Family (JMF) manuscript.

When should I use Jmf Transparency And Data Policy?

Jmf Transparency And Data Policy fits situations like: preparing the reproducibility / replication and data-sharing materials for a Journal of Marriage and Family (JMF) manuscript; tasks that involve Database administration; tasks that involve Reproducible research.

How do I install Jmf Transparency And Data Policy in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill jmf-transparency-and-data-policy -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Marriage-and-Family-Skills/skills/jmf-transparency-and-data-policy in franklee16/academic-research-skills) into .claude/skills/jmf-transparency-and-data-policy in your project. Claude Code loads it when a task matches its description.

How do I install Jmf Transparency And Data Policy in Codex?

Run `npx skills add franklee16/academic-research-skills --skill jmf-transparency-and-data-policy -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Marriage-and-Family-Skills/skills/jmf-transparency-and-data-policy in franklee16/academic-research-skills) into .agents/skills/jmf-transparency-and-data-policy in your project. Codex loads it when a task matches its description.

Can I use Jmf Transparency And Data Policy 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 franklee16/academic-research-skills --skill jmf-transparency-and-data-policy -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jmf-transparency-and-data-policy, .gemini/skills/jmf-transparency-and-data-policy, .github/skills/jmf-transparency-and-data-policy and .opencode/skills/jmf-transparency-and-data-policy in your project.

What does Jmf Transparency And Data Policy need to run?

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

Does Jmf Transparency And Data Policy 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 Jmf Transparency And Data Policy 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 Jmf Transparency And Data Policy use?

No licence was found for Jmf Transparency And Data Policy or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Jmf Transparency And Data Policy use?

About 1.2k tokens (SKILL.md is roughly 4.7k 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 Jmf Transparency And Data Policy?

Skills that share tags, products or a category with Jmf Transparency And Data Policy: Mathfin Replication And Data Policy (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Replication Driven Research (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars), Pnasnexus Statistics (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Hybrid Cloud Outboxes (getsentry/sentry, 46k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jmf Transparency And Data Policy?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 skills in this directory. The repository was last updated on September 18, 2026.

Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.