Agent skill

Scholarpeer Econ

by franklee16 in franklee16/academic-research-skills

Multi-agent peer review simulation for finance/economics manuscripts.

No licenceAuto-check: notesResearch & Science

Install Scholarpeer Econ

skills CLI
$ npx skills add franklee16/academic-research-skills --skill scholarpeer-econ -a claude-code

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills scholarpeer-econ --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/review-revise/scholarpeer-econ .claude/skills/scholarpeer-econ && 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
scholarpeer-econ
GitHub stars
223
Token cost
~2k tokens
SKILL.md length
546 words
Files
6 (incl. scripts, references)
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

Multi-agent peer review simulation for finance/economics manuscripts.

  • Works in 4 steps: Setup and Persona Generation → Independent Review (Parallel Dispatch) → Discussion and Consensus → …
  • Pre-submission quality check before journal submission
  • SKILL.md covers Overview, When to Use This Skill, Workflow and Reviewer Personas, plus 6 more sections
  • Runs Python scripts from its folder

What it does

Scholarpeer Econ is an agent skill from franklee16/academic-research-skills. Multi-agent peer review simulation for finance/economics manuscripts. Generates 2-3 reviewer personas (econometrician, domain expert, methodologist), conducts independent reviews, then synthesizes through discussion phase. Use when: (1) Pre-submission quality check before journal submission, (2) Internal review of coauthor manuscripts, (3) Simulating journal review process, (4) Identifying weaknesses in working papers. TRIGGERS: 'scholarpeer', 'multi-review', 'panel review', 'simulate reviewers', 'pre-submission…

Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `references/evaluation-criteria.md`, `references/journal-profiles.md` and `references/reviewer-personas.md`).

It sits in Research & Science, covering Scientific writing, Peer review and Multi-agent orchestration. 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

  • Pre-submission quality check before journal submission
  • Internal review of coauthor manuscripts
  • Simulating journal review process
  • Identifying weaknesses in working papers

Example prompts

  • “scholarpeer”
  • “multi-review”
  • “panel review”
  • “/scholarpeer-econ”

Requirements

  • Python 3
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Bash, Agent, Glob, Grep

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Setup and Persona Generation
  2. Independent Review (Parallel Dispatch)
  3. Discussion and Consensus
  4. Consensus Report Generation

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 these tools, so the agent can use them without asking each time:

    • Read
    • Write
    • Edit
    • Bash
    • Agent
    • Glob
    • Grep

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    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

Scholarpeer Econ loads about 2k tokens when it runs, and up to ~8.6k if it reads all its reference files. Until then it costs about 136 tokens; SKILL.md has 546 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~136
When it runs · the whole SKILL.md, loaded when a task matches
~2k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~8.6k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Read, Write, Edit, Bash, Agent, Glob, Grep

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); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 546 words (~1,994 tokens).

“ScholarPeer-Econ simulates a journal peer review panel by dispatching multiple specialized reviewer agents in parallel. Each reviewer evaluates the manuscript from their expertise perspective, then a discussion phase synthesizes findings into a consensus report with actionable recommendations.”

— opening of SKILL.md by franklee16
name
scholarpeer-econ
allowed-tools
Read, Write, Edit, Bash, Agent, Glob, Grep

Read the full SKILL.md on GitHub

Files

SKILL.md and 5 other files (scripts, references) in review-revise/scholarpeer-econ of franklee16/academic-research-skills.

  • SKILL.md
  • references/evaluation-criteria.md
  • references/journal-profiles.md
  • references/reviewer-personas.md
  • references/scoring-rubric.md
  • scripts/synthesize_reviews.py

Open the folder on GitHubat commit 9a4b2db

Compare with similar skills

Scholarpeer Econ 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.

Scholarpeer Econ compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Scholarpeer Econ this skillfranklee16/academic-research-skills223—~2kAutomated safety check: NotesNone
Paper PlanningEvoScientist/EvoSkills4783 repos~2.4kAutomated safety check: PassApache-2.0
Integrity Forensicswanshuiyin/Auto-claude-code-research-in-sleep17k—~4.2kAutomated safety check: NotesMIT
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence
Academic Paper ReviewerImbad0202/academic-research-skills51k—~11kAutomated safety check: PassCustom licence
Academic Research PipelineImbad0202/academic-research-skills51k—~15kAutomated safety check: PassCustom licence

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Questions about Scholarpeer Econ

What does Scholarpeer Econ do?

Multi-agent peer review simulation for finance/economics manuscripts. Scholarpeer Econ is an agent skill from franklee16/academic-research-skills. Multi-agent peer review simulation for finance/economics manuscripts.

When should I use Scholarpeer Econ?

Scholarpeer Econ fits situations like: pre-submission quality check before journal submission; internal review of coauthor manuscripts; simulating journal review process; identifying weaknesses in working papers.

How do I install Scholarpeer Econ in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill scholarpeer-econ -a claude-code`. Or copy the skill folder (review-revise/scholarpeer-econ in franklee16/academic-research-skills) into .claude/skills/scholarpeer-econ in your project. Claude Code loads it when a task matches its description.

How do I install Scholarpeer Econ in Codex?

Run `npx skills add franklee16/academic-research-skills --skill scholarpeer-econ -a codex`. Or copy the skill folder (review-revise/scholarpeer-econ in franklee16/academic-research-skills) into .agents/skills/scholarpeer-econ in your project. Codex loads it when a task matches its description.

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

What does Scholarpeer Econ need to run?

Going by SKILL.md and its folder, Scholarpeer Econ needs Python for the scripts in its folder. Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash, Agent, Glob, Grep.

Does Scholarpeer Econ 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 Scholarpeer Econ safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Scholarpeer Econ use?

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

How many tokens does Scholarpeer Econ use?

About 2k tokens (SKILL.md is roughly 8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6.6k tokens, read only when the agent opens those files.

What are the alternatives to Scholarpeer Econ?

Skills that share tags, products or a category with Scholarpeer Econ: Paper Planning (EvoScientist/EvoSkills, 478 stars), Integrity Forensics (wanshuiyin/Auto-claude-code-research-in-sleep, 17k stars), Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars) and Academic Paper Reviewer (Imbad0202/academic-research-skills, 51k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Scholarpeer Econ?

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.