Agent skill

Jel Literature Synthesis

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

A skill your agent uses when systematically gathering, reading, and synthesizing a large body of economic research for a Journal of Economic Literature (JEL) survey — coverage discipline and…

MITAuto-check passedResearch & Science

Install Jel Literature Synthesis

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jel-literature-synthesis -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jel-literature-synthesis --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/Journal-of-Economic-Literature-Skills/skills/jel-literature-synthesis .claude/skills/jel-literature-synthesis && 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
jel-literature-synthesis
GitHub stars
1.2k
Token cost
~1.1k tokens
SKILL.md length
480 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when systematically gathering, reading, and synthesizing a large body of economic research for a Journal of Economic Literature (JEL) survey — coverage discipline and…

  • Works in 5 steps: Seed set. Start from the proposal's key… → Forward + backward snowball. Backward:… → Keyword + JEL-code sweep. Search EconLit… → …
  • Systematically gathering
  • SKILL.md covers When to trigger, Coverage discipline: read the…, From reading to synthesis (not… and Checklist, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jel Literature Synthesis is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when systematically gathering, reading, and synthesizing a large body of economic research for a Journal of Economic Literature (JEL) survey — coverage discipline and avoiding citation gaps. Builds the evidence corpus and synthesis notes; it does not impose the analytical spine (jel-organizing-framework) or write prose.

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.

It sits in Research & Science, covering Citation management. 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

  • Systematically gathering
  • Tasks that involve Citation management

Example prompts

  • “/jel-literature-synthesis”

Workflow steps

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

  1. Seed set. Start from the proposal's key references and the field's canonical pieces.
  2. Forward + backward snowball. Backward: every paper's reference list. Forward: who cites the seeds (Google Scholar / Scopus citation…
  3. Keyword + JEL-code sweep. Search EconLit / RePEc / NBER / SSRN by topic keywords and by the relevant JEL classification codes (see…
  4. Working papers + adjacent fields. A current survey must include recent working papers (the frontier) and the bordering literatures the…
  5. Saturation log. Record when each search stops yielding new must-cite work — this is your evidence of comprehensiveness for…

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

Jel Literature Synthesis loads about 1.1k tokens when it runs. Until then it costs about 88 tokens; SKILL.md has 480 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~88
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

The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 480 words, ~1,147 tokens.

Download SKILL.mdSave it as .claude/skills/jel-literature-synthesis/SKILL.md (or your agent's skills folder).
name
jel-literature-synthesis
description
Use when systematically gathering, reading, and synthesizing a large body of economic research for a Journal of Economic Literature (JEL) survey — coverage discipline and avoiding citation gaps. Builds the evidence corpus and synthesis notes; it does not impose the analytical spine (jel-organizing-framework) or write prose.

Literature Synthesis (jel-literature-synthesis)

When to trigger

  • The proposal was encouraged and it is time to read the field thoroughly
  • Reading feels unsystematic; you fear missing important contributions
  • You have many papers but no way to weigh, compare, or reconcile their findings
  • A referee at JEL is likely to ask "why did you omit X / the Y literature?"

Coverage discipline: read the field, not a convenience sample

A JEL survey's credibility rests on the reader's belief that you read everything that matters. Build coverage systematically rather than from memory:

  1. Seed set. Start from the proposal's key references and the field's canonical pieces.
  2. Forward + backward snowball. Backward: every paper's reference list. Forward: who cites the seeds (Google Scholar / Scopus citation counts). Iterate until new searches stop turning up unseen important work (saturation).
  3. Keyword + JEL-code sweep. Search EconLit / RePEc / NBER / SSRN by topic keywords and by the relevant JEL classification codes (see jel-classification-system) to catch work indexed under adjacent labels.
  4. Working papers + adjacent fields. A current survey must include recent working papers (the frontier) and the bordering literatures the field draws on, or referees will flag staleness and siloing.
  5. Saturation log. Record when each search stops yielding new must-cite work — this is your evidence of comprehensiveness for jel-comprehensiveness-and-balance.

From reading to synthesis (not summary)

Summarizing is restating each paper; synthesizing is making the papers talk to each other. Maintain an evidence matrix as you read:

ColumnWhat to capture
Studyauthor–year, the result you will cite it for
Question/estimandexactly what it measures (so non-comparable studies are not pooled)
Method/datadesign and sample (so you can weight credibility)
Findingdirection + magnitude (for who-found-what tables)
Quality/credibilityidentification strength, sample, robustness — your appraisal, since JEL does not run new estimates
Tensionwhich other studies it agrees/conflicts with, and why

This matrix is the raw material for the organizing framework, the summary tables, and the even-handed treatment of controversies. Crucially, you appraise primary studies (you are the field's referee-of-record); you do not re-estimate them.

Show full SKILL.md (147 more words)Show less

Checklist

  • Seed set drawn from canonical pieces + proposal references
  • Forward and backward snowball iterated to saturation
  • EconLit / RePEc / NBER / SSRN swept by keyword and JEL code
  • Recent working papers and adjacent literatures included (no staleness, no silo)
  • Saturation log records where searches stopped yielding new must-cites
  • Evidence matrix captures estimand + method + finding + your credibility appraisal + tensions
  • Non-comparable studies are flagged as such (not pooled into a false consensus)
  • No major author/school whose omission a referee could name

Anti-patterns

  • Citing from memory or from a personal reading list (predictable coverage gaps)
  • Summarizing paper-by-paper instead of synthesizing across papers
  • Pooling studies that estimate different objects into one "the literature finds…" claim
  • Ignoring working papers (looks stale) or ignoring adjacent fields (looks siloed)
  • Re-running or "correcting" primary studies — a JEL survey appraises, it does not re-estimate
  • Leaning on review databases without the JEL-code sweep that catches adjacently-indexed work

Output format

【Seed set】<canonical + proposal references>
【Snowball status】backward/forward iterated to saturation? Y/N
【Databases swept】EconLit / RePEc / NBER / SSRN — by keyword + JEL code? Y/N
【Frontier + adjacency】recent WPs and bordering literatures included? Y/N
【Saturation evidence】<where searches stopped yielding new must-cites>
【Evidence matrix】rows ready with estimand / method / finding / appraisal / tension? Y/N
【Coverage risks】<any author/school an omission referee could name>
【Next step】→ jel-organizing-framework (impose the analytical spine on the matrix)

© 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 Journal-of-Economic-Literature-Skills/skills/jel-literature-synthesis of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Jel Literature Synthesis 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.

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Systematic Review ScreenerImbad0202/academic-research-skills51k—~8.4kAutomated safety check: PassCustom licence
NetworkxzLanqing/codex-claude-academic-skills4.7k15 repos~3.2kAutomated safety check: PassBSD-3-Clause
Literature Reviewneflibata-feng/MyArxiv-Agent12620 repos~5.9kAutomated safety check: NotesMIT
Openalex Databaseneflibata-feng/MyArxiv-Agent12612 repos~3kAutomated safety check: PassCustom licence

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Questions about Jel Literature Synthesis

What does Jel Literature Synthesis do?

A skill your agent uses when systematically gathering, reading, and synthesizing a large body of economic research for a Journal of Economic Literature (JEL) survey — coverage discipline and…. Jel Literature Synthesis is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when systematically gathering, reading, and synthesizing a large body of economic research for a Journal of Economic Literature (JEL) survey — coverage discipline and avoiding citation gaps.

When should I use Jel Literature Synthesis?

Jel Literature Synthesis fits situations like: systematically gathering; tasks that involve Citation management.

How do I install Jel Literature Synthesis in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jel-literature-synthesis -a claude-code`. Or copy the skill folder (Journal-of-Economic-Literature-Skills/skills/jel-literature-synthesis in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jel-literature-synthesis in your project. Claude Code loads it when a task matches its description.

How do I install Jel Literature Synthesis in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jel-literature-synthesis -a codex`. Or copy the skill folder (Journal-of-Economic-Literature-Skills/skills/jel-literature-synthesis in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jel-literature-synthesis in your project. Codex loads it when a task matches its description.

Can I use Jel Literature Synthesis 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 jel-literature-synthesis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jel-literature-synthesis, .gemini/skills/jel-literature-synthesis, .github/skills/jel-literature-synthesis and .opencode/skills/jel-literature-synthesis in your project.

What does Jel Literature Synthesis need to run?

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

Does Jel Literature Synthesis 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 Jel Literature Synthesis 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 Jel Literature Synthesis use?

Jel Literature Synthesis 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 Jel Literature Synthesis use?

About 1.1k tokens (SKILL.md is roughly 4.6k 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 Jel Literature Synthesis?

Skills that share tags, products or a category with Jel Literature Synthesis: Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars), Systematic Review Screener (Imbad0202/academic-research-skills, 51k stars), Networkx (zLanqing/codex-claude-academic-skills, 4.7k stars) and Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jel Literature Synthesis?

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.