Agent skill

Ijcai Reproducibility

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when strengthening IJCAI or IJCAI-ECAI reproducibility evidence for theory, algorithms, datasets, and computational experiments under the official…

No licenceAuto-check passedResearch & Science

Install Ijcai Reproducibility

skills CLI
$ npx skills add franklee16/academic-research-skills --skill ijcai-reproducibility -a claude-code

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills ijcai-reproducibility --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/IJCAI-Skills/skills/ijcai-reproducibility .claude/skills/ijcai-reproducibility && 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
ijcai-reproducibility
GitHub stars
223
Used in
1 other repo
Token cost
~400 tokens
SKILL.md length
136 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when strengthening IJCAI or IJCAI-ECAI reproducibility evidence for theory, algorithms, datasets, and computational experiments under the official…

  • Strengthening IJCAI
  • SKILL.md covers Evidence map and Output format
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • IJCAI-ECAI reproducibility evidence for theory

What it does

Ijcai Reproducibility is an agent skill from franklee16/academic-research-skills. Use when strengthening IJCAI or IJCAI-ECAI reproducibility evidence for theory, algorithms, datasets, and computational experiments under the official convincing/credible/irreproducible reviewer rubric and optional reproducibility-section guidance.

Its SKILL.md is about 400 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 Reproducible research and Quizzes and assessments. 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

  • Strengthening IJCAI
  • IJCAI-ECAI reproducibility evidence for theory

Example prompts

  • “/ijcai-reproducibility”

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

Ijcai Reproducibility loads about 400 tokens when it runs. Until then it costs about 68 tokens; SKILL.md has 136 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~68
When it runs · the whole SKILL.md, loaded when a task matches
~400

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 136 words (~400 tokens).

“Use this before submission and again before camera-ready. Reopen the current reproducibility page; IJCAI's rubric and checklist can change.”

— opening of SKILL.md by franklee16
name
ijcai-reproducibility

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/IJCAI-Skills/skills/ijcai-reproducibility 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

Ijcai Reproducibility 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.

Ijcai Reproducibility compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ijcai Reproducibility this skillfranklee16/academic-research-skills2231 repos~400Automated safety check: PassNone
Scholar Journaljoshzyj/open-scholar-skill168—~15kAutomated safety check: PassCustom licence
Hypothesis Gengaasher/Agent-Loop-Skills174—~2.6kAutomated safety check: PassMIT
Scientific Figuregaasher/Agent-Loop-Skills174—~3.8kAutomated safety check: PassMIT
Modeling Code and Result Contractsyushui2022/MathModel-Skill454—~1.4kAutomated safety check: PassMIT
Meta-model-agent Math Modeling PipelineWuXinbo-bo/Math-model-skills111—~2.3kAutomated safety check: PassMIT

Similar skills

  • Scholar Journal

    joshzyj/open-scholar-skill

    Format, select, and prepare a manuscript for journal submission.

    168 GitHub stars~15k tokensUpdated 22 days ago
    Business, Finance & HRAuto-check passed
  • Hypothesis Gen

    gaasher/Agent-Loop-Skills

    A skill your agent uses when the user wants to generate and literature-vet a pool of novel, testable research hypotheses for a question or domain.

    174 GitHub stars~2.6k tokensUpdated 3 mo ago
    Research & ScienceAuto-check passed
  • Scientific Figure

    gaasher/Agent-Loop-Skills

    A skill your agent uses when the user has scientific data (or a prompt alluding to scientific data) and wants a publication-quality figure made from it.

    174 GitHub stars~3.8k tokensUpdated 3 mo ago
    Research & ScienceAuto-check passed
  • Modeling Code and Result Contracts

    yushui2022/MathModel-Skill

    Generates result-evidence contracts, tables and runnable q1 to q3 modeling code scaffolds for a math modeling paper from a model route, a data plan and cleaned data.

    454 GitHub stars~1.4k tokensUpdated 4 days ago
    Research & ScienceAuto-check passed
  • Meta-model-agent Math Modeling Pipeline

    WuXinbo-bo/Math-model-skills

    Runs a staged pipeline for mathematical modeling research and contest papers, from problem analysis and computation to paper writing, review rounds and submission checks.

    111 GitHub stars~2.3k tokensUpdated 20 days ago
    Research & ScienceAuto-check passed
  • Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.

    277k GitHub starsUsed in 1 repo~1.2k tokens
    Research & ScienceAuto-check passed

More from franklee16/academic-research-skills

All 1,617 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 22 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 22 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 22 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 22 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 22 days ago
    Auto-check passed

Questions about Ijcai Reproducibility

What does Ijcai Reproducibility do?

A skill your agent uses when strengthening IJCAI or IJCAI-ECAI reproducibility evidence for theory, algorithms, datasets, and computational experiments under the official…. Ijcai Reproducibility is an agent skill from franklee16/academic-research-skills. Use when strengthening IJCAI or IJCAI-ECAI reproducibility evidence for theory, algorithms, datasets, and computational experiments under the official convincing/credible/irreproducible reviewer rubric and optional reproducibility-section guidance.

When should I use Ijcai Reproducibility?

Ijcai Reproducibility fits situations like: strengthening IJCAI; IJCAI-ECAI reproducibility evidence for theory.

How do I install Ijcai Reproducibility in Claude Code?

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

How do I install Ijcai Reproducibility in Codex?

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

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

What does Ijcai Reproducibility need to run?

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

Does Ijcai Reproducibility 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 Ijcai Reproducibility 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 Ijcai Reproducibility use?

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

How many tokens does Ijcai Reproducibility use?

About 400 tokens (SKILL.md is roughly 1.6k 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 Ijcai Reproducibility?

Skills that share tags, products or a category with Ijcai Reproducibility: Scholar Journal (joshzyj/open-scholar-skill, 168 stars), Hypothesis Gen (gaasher/Agent-Loop-Skills, 174 stars), Scientific Figure (gaasher/Agent-Loop-Skills, 174 stars) and Modeling Code and Result Contracts (yushui2022/MathModel-Skill, 454 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ijcai Reproducibility?

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.