Agent skill

Jeg Contribution Framing

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when articulating the marginal contribution of a manuscript to the Journal of Economic Growth (JEG) — sharpening what the paper adds to economic-growth knowledge, calibrated…

No licenceAuto-check passed

Install Jeg Contribution Framing

skills CLI
$ npx skills add franklee16/academic-research-skills --skill jeg-contribution-framing -a claude-code

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills jeg-contribution-framing --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-Economic-Growth-Skills/skills/jeg-contribution-framing .claude/skills/jeg-contribution-framing && 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
jeg-contribution-framing
GitHub stars
223
Used in
1 other repo
Token cost
~789 tokens
SKILL.md length
358 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when articulating the marginal contribution of a manuscript to the Journal of Economic Growth (JEG) — sharpening what the paper adds to economic-growth knowledge, calibrated…

  • Works in 4 steps: One-sentence claim. "We show that… → Type-tag it. New mechanism? More general… → Bound it honestly. State the scope of… → …
  • Calibrated to a specialist Springer Nature theory-and-empirics outlet
  • SKILL.md covers When to trigger, The JEG contribution bar, Frame the contribution and Theory vs empirics calibration, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jeg Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when articulating the marginal contribution of a manuscript to the Journal of Economic Growth (JEG) — sharpening what the paper adds to economic-growth knowledge, calibrated to a specialist Springer Nature theory-and-empirics outlet. Turns "a paper about X" into "the first result that Y."

Its SKILL.md is about 790 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

  • Calibrated to a specialist Springer Nature theory-and-empirics outlet

Example prompts

  • “a paper about X”
  • “the first result that Y.”
  • “/jeg-contribution-framing”

Workflow steps

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

  1. One-sentence claim. "We show that [growth mechanism / determinant] [does what], which [overturns / generalizes / first-quantifies] [the…
  2. Type-tag it. New mechanism? More general theorem? New identification? New data? Quantitative magnitude? Be specific; JEG referees discount…
  3. Bound it honestly. State the scope of the claim — which economies, which period, which assumptions. Specialist referees punish overreach…
  4. Connect to the growth debate. Say which live question the result moves (sources of cross-country income gaps, the demographic transition…

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

Jeg Contribution Framing loads about 789 tokens when it runs. Until then it costs about 80 tokens; SKILL.md has 358 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~80
When it runs · the whole SKILL.md, loaded when a task matches
~789

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 358 words (~789 tokens).

“JEG is a specialist outlet, so the contribution must be a genuine advance in understanding growth or dynamic-macro dynamics, not a technique demonstration or a within-field estimate that mentions growth. The journal values both:”

— opening of SKILL.md by franklee16
name
jeg-contribution-framing

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Economic-Growth-Skills/skills/jeg-contribution-framing 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

Jeg Contribution Framing 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.

Jeg Contribution Framing compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jeg Contribution Framing this skillfranklee16/academic-research-skills2231 repos~789Automated safety check: PassNone
Red Contribution Framingbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.4kAutomated safety check: PassMIT
Aos Contribution Framingbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.2kAutomated safety check: PassMIT
Jfi Contribution Framingbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.3kAutomated safety check: PassMIT
Jim Contribution Framingbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.5kAutomated safety check: PassMIT
Jet Contribution Framingbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.4kAutomated safety check: PassMIT

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Questions about Jeg Contribution Framing

What does Jeg Contribution Framing do?

A skill your agent uses when articulating the marginal contribution of a manuscript to the Journal of Economic Growth (JEG) — sharpening what the paper adds to economic-growth knowledge, calibrated…. Jeg Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when articulating the marginal contribution of a manuscript to the Journal of Economic Growth (JEG) — sharpening what the paper adds to economic-growth knowledge, calibrated to a specialist Springer Nature theory-and-empirics outlet.

When should I use Jeg Contribution Framing?

Jeg Contribution Framing fits situations like: calibrated to a specialist Springer Nature theory-and-empirics outlet.

How do I install Jeg Contribution Framing in Claude Code?

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

How do I install Jeg Contribution Framing in Codex?

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

Can I use Jeg Contribution Framing 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 jeg-contribution-framing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jeg-contribution-framing, .gemini/skills/jeg-contribution-framing, .github/skills/jeg-contribution-framing and .opencode/skills/jeg-contribution-framing in your project.

What does Jeg Contribution Framing need to run?

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

Does Jeg Contribution Framing 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 Jeg Contribution Framing 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 Jeg Contribution Framing use?

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

How many tokens does Jeg Contribution Framing use?

About 789 tokens (SKILL.md is roughly 3.2k 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 Jeg Contribution Framing?

Skills that share tags, products or a category with Jeg Contribution Framing: Red Contribution Framing (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Aos Contribution Framing (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Jfi Contribution Framing (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Jim Contribution Framing (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jeg Contribution Framing?

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.