Agent skill

Jape Workflow

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when planning the full Journal of Applied Econometrics (JAE) manuscript lifecycle end to end — confirming an applied (not pure-theory) fit, running reproducible analysis…

No licenceAuto-check passedResearch & Science

Install Jape Workflow

skills CLI
$ npx skills add franklee16/academic-research-skills --skill jape-workflow -a claude-code

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills jape-workflow --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-Applied-Econometrics-Skills/skills/jape-workflow .claude/skills/jape-workflow && 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
jape-workflow
GitHub stars
223
Used in
1 other repo
Token cost
~667 tokens
SKILL.md length
235 words
Files
1
Skills in repo
1,616
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when planning the full Journal of Applied Econometrics (JAE) manuscript lifecycle end to end — confirming an applied (not pure-theory) fit, running reproducible analysis…

  • Works in 10 steps: Fit & framing — application on real… → Positioning — applied-econometrics… → Design — credible identification… → …
  • Planning the full Journal of Applied Econometrics (JAE) manuscript lifecycle end to end — confirming an applied (not pure-theory) fit
  • SKILL.md covers When to trigger, Orient first, Lifecycle → owning skill and Anti-patterns, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jape Workflow is an agent skill from franklee16/academic-research-skills. Use when planning the full Journal of Applied Econometrics (JAE) manuscript lifecycle end to end — confirming an applied (not pure-theory) fit, running reproducible analysis under the 35-page limit, and staging the mandatory JAE Data Archive deposit. Orchestrator skill; routes to the other eleven.

Its SKILL.md is about 670 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 Econometrics and empirical research. 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

  • Planning the full Journal of Applied Econometrics (JAE) manuscript lifecycle end to end — confirming an applied (not pure-theory) fit
  • Running reproducible analysis under the 35-page limit
  • Staging the mandatory JAE Data Archive deposit

Example prompts

  • “/jape-workflow”

Workflow steps

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

  1. Fit & framing — application on real data, not a theorem → jape-topic-selection, jape-contribution-framing
  2. Positioning — applied-econometrics precedent + JAE corpus → jape-literature-positioning
  3. Design — credible identification defended on real data → jape-identification-strategy
  4. Analysis — reproducible estimation, robust inference → jape-data-analysis
  5. Exhibits — within the 35-page limit; detail to the unlimited online appendix → jape-tables-figures
  6. Writing — 100-word citation-free summary, six keywords, COI statement → jape-writing-style
  7. Replication — plain ASCII/CSV + readme + programs → jape-replication-and-data-policy
  8. Submit — Free Format via Editorial Express; ≤ 3 papers per author under review → jape-submission
  9. Review — single-blind; Editor-in-Chief decides → jape-review-process
  10. Revise — rebuttal to single-blind referees → jape-rebuttal

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

Jape Workflow loads about 667 tokens when it runs. Until then it costs about 78 tokens; SKILL.md has 235 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~78
When it runs · the whole SKILL.md, loaded when a task matches
~667

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 235 words (~667 tokens).

“JAE (Wiley, since 1986, Editor-in-Chief Barbara Rossi, 7 issues/year) publishes applied econometrics — techniques applied to real data, not pure theory. Its signature is reproducibility: accepted papers must deposit a complete set of non-confidential data (and typically code) in the…”

— opening of SKILL.md by franklee16
name
jape-workflow

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Applied-Econometrics-Skills/skills/jape-workflow 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

Jape Workflow 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.

Jape Workflow compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jape Workflow this skillfranklee16/academic-research-skills2231 repos~667Automated safety check: PassNone
Statadylantmoore/stata-skill2911 repos~4.2kAutomated safety check: PassCustom licence
Stata C Pluginsdylantmoore/stata-skill2911 repos~5.8kAutomated safety check: PassCustom licence
Example Datasetspymc-labs/CausalPy1.2k—~587Automated safety check: PassApache-2.0
Stata AuditSepineTam/mcp-for-stata264—~1.2kAutomated safety check: PassAGPL-3.0
Stata Skill Contributordylantmoore/stata-skill2911 repos~2.4kAutomated safety check: PassCustom licence

Similar skills

  • Stata

    dylantmoore/stata-skill

    Comprehensive Stata reference for writing correct .do files, data management, econometrics, causal inference, graphics, Mata programming, and 20 community packages (reghdfe, estout, did, rdrobust…

    291 GitHub starsUsed in 1 repo~4.2k tokens
    Research & ScienceAuto-check passed
  • Stata C Plugins

    dylantmoore/stata-skill

    Develop high-performance C/C++ plugins for Stata using the stplugin.h SDK.

    291 GitHub starsUsed in 1 repo~5.8k tokens
    Research & ScienceAuto-check passed
  • Example Datasets

    pymc-labs/CausalPy

    Load built-in CausalPy example datasets for demos, tutorials, tests, and quick causal-analysis prototypes.

    1.2k GitHub stars~587 tokensUpdated yesterday
    Research & ScienceAuto-check passed
  • Stata Audit

    SepineTam/mcp-for-stata

    Inspect, validate, summarize, and render local Stata-MCP audit evidence under .statamcp.

    264 GitHub stars~1.2k tokensUpdated 3 days ago
    Research & ScienceAuto-check passed
  • Stata Skill Contributor

    dylantmoore/stata-skill

    Guide for contributing to the stata-skill project. An agent skill from dylantmoore/stata-skill.

    291 GitHub starsUsed in 1 repo~2.4k tokens
    Research & ScienceAuto-check passed
  • Review Paper

    maxwell2732/paper-replicate-agent-demo

    Comprehensive manuscript review covering argument structure, econometric specification, citation completeness, and potential referee objections

    137 GitHub starsUsed in 3 repos~1.1k tokens
    Research & ScienceAuto-check passed

More from franklee16/academic-research-skills

All 1,616 skills in this repo
  • Econometric Research Writing

    franklee16/academic-research-skills

    End-to-end econometric analysis and economics/management paper-writing workflow.

    223 GitHub stars~2.4k tokensUpdated 20 days ago
    Auto-check passed
  • Paper Revision

    franklee16/academic-research-skills

    Comprehensive workflow for handling journal Revise and Resubmit (R&R) decisions.

    223 GitHub stars~3.4k tokensUpdated 20 days ago
    Auto-check passed
  • Sci Ssci Polishing

    franklee16/academic-research-skills

    A skill your agent uses when researchers need Chinese academic prose translated into publication-oriented English or English manuscript paragraphs and complete sections polished for SCI, SSCI, or…

    223 GitHub starsUsed in 1 repo~1.5k tokens
    Auto-check passed
  • Research Defense Radar

    franklee16/academic-research-skills

    Assess and monitor an ongoing research project's competitor landscape, novelty risk, and method/data opportunities from a proposal, paper, research question, data or method notes, or a suspected…

    223 GitHub stars~4k tokensUpdated 20 days ago
    Auto-check passed
  • Academic Grant

    franklee16/academic-research-skills

    Generate or fill in academic grant application forms (project statement, education plan, pathway to impact, references) using draft research material.

    223 GitHub stars~2.8k tokensUpdated 20 days ago
    Auto-check: notes
  • Chinese Reference Formatter Skill

    franklee16/academic-research-skills

    A skill your agent uses when a user needs通用中文参考文献、GB/T 7714-style bibliography entries, Chinese academic reference formatting, or BibTeX completion from Chinese or English literature titles…

    223 GitHub stars~1.1k tokensUpdated 20 days ago
    Auto-check passed

Questions about Jape Workflow

What does Jape Workflow do?

A skill your agent uses when planning the full Journal of Applied Econometrics (JAE) manuscript lifecycle end to end — confirming an applied (not pure-theory) fit, running reproducible analysis…. Jape Workflow is an agent skill from franklee16/academic-research-skills. Use when planning the full Journal of Applied Econometrics (JAE) manuscript lifecycle end to end — confirming an applied (not pure-theory) fit, running reproducible analysis under the 35-page limit, and staging the mandatory JAE Data Archive deposit.

When should I use Jape Workflow?

Jape Workflow fits situations like: planning the full Journal of Applied Econometrics (JAE) manuscript lifecycle end to end — confirming an applied (not pure-theory) fit; running reproducible analysis under the 35-page limit; staging the mandatory JAE Data Archive deposit.

How do I install Jape Workflow in Claude Code?

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

How do I install Jape Workflow in Codex?

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

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

What does Jape Workflow need to run?

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

Does Jape Workflow 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 Jape Workflow 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 Jape Workflow use?

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

How many tokens does Jape Workflow use?

About 667 tokens (SKILL.md is roughly 2.7k 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 Jape Workflow?

Skills that share tags, products or a category with Jape Workflow: Stata (dylantmoore/stata-skill, 291 stars), Stata C Plugins (dylantmoore/stata-skill, 291 stars), Example Datasets (pymc-labs/CausalPy, 1.2k stars) and Stata Audit (SepineTam/mcp-for-stata, 264 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jape Workflow?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,616 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.