Agent skill

Sf Data And Transparency

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when preparing the data, code, and transparency materials for a Social Forces (SF) manuscript.

No licenceAuto-check passed

Install Sf Data And Transparency

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

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills sf-data-and-transparency --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/Social-Forces-Skills/skills/sf-data-and-transparency .claude/skills/sf-data-and-transparency && 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
sf-data-and-transparency
GitHub stars
223
Used in
1 other repo
Token cost
~1.1k tokens
SKILL.md length
451 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 data, code, and transparency materials for a Social Forces (SF) manuscript.

  • Works in 3 steps: Data availability statement. Every… → Deposit where ethically feasible.… → Documentation that supports…
  • Preparing the data
  • SKILL.md covers When to trigger, What SF requires (verify…, When data cannot be shared… and Qualitative / restricted…, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Sf Data And Transparency is an agent skill from franklee16/academic-research-skills. Use when preparing the data, code, and transparency materials for a Social Forces (SF) manuscript. SF requires a data availability statement on every published paper and encourages deposit in a public repository where ethically feasible. Covers quantitative and qualitative transparency and restricted-data paths; it does not waive requirements.

Its SKILL.md is about 1.1k 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: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.

When your agent uses it

  • Preparing the data
  • Transparency materials for a Social Forces (SF) manuscript

Example prompts

  • “/sf-data-and-transparency”

Workflow steps

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

  1. Data availability statement. Every published paper carries one. It should describe whether and
  2. Deposit where ethically feasible. Authors are encouraged to deposit data (and ideally analysis
  3. Documentation that supports reproducibility. A master script + README + pinned versions + seeds,

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

Sf Data And Transparency loads about 1.1k tokens when it runs. Until then it costs about 93 tokens; SKILL.md has 451 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~93
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

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 451 words (~1,115 tokens).

“Social Forces makes one transparency requirement explicit: "The inclusion of a data availability statement is a requirement for papers published in the Journal." Unlike journals that run an editor-verified pre-publication replication, SF asks for a clear statement plus deposit where…”

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

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Social-Forces-Skills/skills/sf-data-and-transparency 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

Sf Data And Transparency 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.

Sf Data And Transparency compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Sf Data And Transparency this skillfranklee16/academic-research-skills2231 repos~1.1kAutomated safety check: PassNone
Audit Preparationsickn33/agentic-awesome-skills47k1 repos~5.3kAutomated safety check: PassMIT
Release PreparationCherryHQ/cherry-studio52k—~4.3kAutomated safety check: PassAGPL-3.0
Investor Materialsaffaan-m/ECC276k3 repos~268Automated safety check: PassMIT
Material Designsickn33/agentic-awesome-skills47k1 repos~2.6kAutomated safety check: PassMIT
Prepare Paperclip PRpaperclipai/paperclip99k—~954Automated safety check: PassMIT

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Questions about Sf Data And Transparency

What does Sf Data And Transparency do?

A skill your agent uses when preparing the data, code, and transparency materials for a Social Forces (SF) manuscript. Sf Data And Transparency is an agent skill from franklee16/academic-research-skills. Use when preparing the data, code, and transparency materials for a Social Forces (SF) manuscript.

When should I use Sf Data And Transparency?

Sf Data And Transparency fits situations like: preparing the data; transparency materials for a Social Forces (SF) manuscript.

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

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

How do I install Sf Data And Transparency in Codex?

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

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

What does Sf Data And Transparency need to run?

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

Does Sf Data And Transparency 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 Sf Data And Transparency 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 Sf Data And Transparency use?

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

How many tokens does Sf Data And Transparency use?

About 1.1k tokens (SKILL.md is roughly 4.5k 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 Sf Data And Transparency?

Skills that share tags, products or a category with Sf Data And Transparency: Audit Preparation (sickn33/agentic-awesome-skills, 47k stars), Release Preparation (CherryHQ/cherry-studio, 52k stars), Investor Materials (affaan-m/ECC, 276k stars) and Material Design (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Sf Data And Transparency?

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.