Agent skill

Jf Robustness

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when planning or auditing the robustness, sensitivity, and multiple-testing battery for a The Journal of Finance (JF) manuscript.

No licenceAuto-check passed

Install Jf Robustness

skills CLI
$ npx skills add franklee16/academic-research-skills --skill jf-robustness -a claude-code

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills jf-robustness --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-Finance-Skills/skills/jf-robustness .claude/skills/jf-robustness && 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
jf-robustness
GitHub stars
223
Used in
1 other repo
Token cost
~702 tokens
SKILL.md length
322 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when planning or auditing the robustness, sensitivity, and multiple-testing battery for a The Journal of Finance (JF) manuscript.

  • Auditing the robustness
  • SKILL.md covers When to trigger, JF norm: decisive in the body,…, Multiple testing — a… and Robustness battery (select the…, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Multiple-testing battery for a The Journal of Finance (JF) manuscript

What it does

Jf Robustness is an agent skill from franklee16/academic-research-skills. Use when planning or auditing the robustness, sensitivity, and multiple-testing battery for a The Journal of Finance (JF) manuscript. Decides which checks are load-bearing; it does not design the main test.

Its SKILL.md is about 700 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

  • Auditing the robustness
  • Multiple-testing battery for a The Journal of Finance (JF) manuscript

Example prompts

  • “/jf-robustness”

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

Jf Robustness loads about 702 tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 322 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~55
When it runs · the whole SKILL.md, loaded when a task matches
~702

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 322 words (~702 tokens).

“JF favors an accessible body within the 60-page limit. Put the 3–6 decisive checks in the main text and move the exhaustive battery to the Internet Appendix, which is bundled at the end of the same PDF and does not…”

— opening of SKILL.md by franklee16
name
jf-robustness

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Finance-Skills/skills/jf-robustness 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

Jf Robustness 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.

Jf Robustness compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jf Robustness this skillfranklee16/academic-research-skills2231 repos~702Automated safety check: PassNone
Sensitive Logging Auditopenai/openai-agents-python30k—~1kAutomated safety check: PassMIT
Sensitive Logging Auditopenai/openai-agents-js3.9k—~2.2kAutomated safety check: PassMIT
Production Auditaffaan-m/ECC276k1 repos~1.9kAutomated safety check: PassMIT
Aims Auditalirezarezvani/claude-skills28k—~1.3kAutomated safety check: PassMIT
Geo Auditsickn33/agentic-awesome-skills47k1 repos~3.4kAutomated safety check: NotesMIT

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Questions about Jf Robustness

What does Jf Robustness do?

A skill your agent uses when planning or auditing the robustness, sensitivity, and multiple-testing battery for a The Journal of Finance (JF) manuscript. Jf Robustness is an agent skill from franklee16/academic-research-skills. Use when planning or auditing the robustness, sensitivity, and multiple-testing battery for a The Journal of Finance (JF) manuscript.

When should I use Jf Robustness?

Jf Robustness fits situations like: auditing the robustness; multiple-testing battery for a The Journal of Finance (JF) manuscript.

How do I install Jf Robustness in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill jf-robustness -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Finance-Skills/skills/jf-robustness in franklee16/academic-research-skills) into .claude/skills/jf-robustness in your project. Claude Code loads it when a task matches its description.

How do I install Jf Robustness in Codex?

Run `npx skills add franklee16/academic-research-skills --skill jf-robustness -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Finance-Skills/skills/jf-robustness in franklee16/academic-research-skills) into .agents/skills/jf-robustness in your project. Codex loads it when a task matches its description.

Can I use Jf Robustness 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 jf-robustness -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jf-robustness, .gemini/skills/jf-robustness, .github/skills/jf-robustness and .opencode/skills/jf-robustness in your project.

What does Jf Robustness need to run?

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

Does Jf Robustness 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 Jf Robustness 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 Jf Robustness use?

No licence was found for Jf Robustness or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Jf Robustness use?

About 702 tokens (SKILL.md is roughly 2.8k 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 Jf Robustness?

Skills that share tags, products or a category with Jf Robustness: Sensitive Logging Audit (openai/openai-agents-python, 30k stars), Sensitive Logging Audit (openai/openai-agents-js, 3.9k stars), Production Audit (affaan-m/ECC, 276k stars) and Aims Audit (alirezarezvani/claude-skills, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jf Robustness?

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.