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Updated 2mo ago

by ai4s-research

ai4s-skills

Open-source agent skills for AI for Science: topic exploration, literature survey, experiments, paper writing, and integrity audit — driven by any coding agent.

Works with
  • Claude
  • OpenCode
View on GitHub (opens in a new tab)

239 GitHub stars (239)

+7 in 20 days

Stars gained per day · daily snapshots since Sep 26
Stars gained per day, Sep 26 to Oct 16: +7 in total; the busiest day was Sep 29 with +2 stars.Sep 27: 0 starsSep 28: +1 starsSep 29: +2 starsSep 30: 0 starsOct 1: 0 starsOct 2: 0 starsOct 3: 0 starsOct 4: 0 starsOct 5: 0 starsOct 6: 0 starsOct 7: +2 starsOct 8: 0 starsOct 9: 0 starsOct 10: −1 starsOct 11: +1 starsOct 12: 0 starsOct 13: −1 starsOct 14: 0 starsOct 15: +1 starsOct 16: +2 stars
Stars gained between daily snapshots
PeriodNew stars
Sep 270
Sep 28+1
Sep 29+2
Sep 300
Oct 10
Oct 20
Oct 30
Oct 40
Oct 50
Oct 60
Oct 7+2
Oct 80
Oct 90
Oct 10−1
Oct 11+1
Oct 120
Oct 13−1
Oct 140
Oct 15+1
Oct 16+2
  • 7 skills (7 skills found in its SKILL.md files)
  • 22 forks (22 forks)
  • 2mo ago last update (Last updated 2mo ago)

Install

Skills CLI

npx skills add ai4s-research/ai4s-skills

Asks which skills and agents to install. Just one: npx skills add ai4s-research/ai4s-skills --skill ai4s-agent — add -g for every project.

Claude Code

git clone https://github.com/ai4s-research/ai4s-skillscp -r "ai4s-skills/skills/ai4s-agent" ~/.claude/skills/

Copies the ai4s-agent skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add ai4s-research/ai4s-skills

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • ai4s-agent

    Use when the user wants an end-to-end AI4S research pipeline — broad direction or specific topic in, full research package out (exploration + literature survey + experiment + paper). Meta-skill that chains the four downstream skills in order. Pure markdown, no Python runtime.

    skills/ai4s-agent/SKILL.md on GitHub (opens in a new tab)

  • experiment-suite

    Use when the user has a research question and needs a complete experiment package — design document, runnable code, results (measured or simulated with honest provenance), publication-grade figures, structured report. Single-stage, no Python runtime.

    skills/experiment-suite/SKILL.md on GitHub (opens in a new tab)

  • integrity-auditor

    Use when the user wants a paper audited for integrity issues — image misuse, numerical anomalies, logical gaps — and needs a reviewable evidence report. Works on external papers (PDF / DOI / arXiv) and on outputs from a local paper-writer run. Single-stage skill.

    skills/integrity-auditor/SKILL.md on GitHub (opens in a new tab)

  • literature-survey

    Use when the user wants a comprehensive literature survey on a specific research topic. Outputs a complete PDF survey (6–20 pages, 60+ real citations, 100+ recommended) with LaTeX source, topic-specific publication figures, and a classified literature table. Single-stage, no Python runtime.

    skills/literature-survey/SKILL.md on GitHub (opens in a new tab)

  • mindmap-render

    Generate beautiful, high-resolution mindmaps from Markdown unordered lists. Outputs interactive HTML, HD PNG, and PDF with colorful branch themes.

    skills/mindmap-render/SKILL.md on GitHub (opens in a new tab)

  • paper-writer

    Use when the user wants a complete, publication-grade research paper on a specific topic — produces 200+ real citations, 4–8 publication-grade figures, and 7 sections of substantive prose compiled to PDF in one pass. No skeleton stage.

    skills/paper-writer/SKILL.md on GitHub (opens in a new tab)

  • research-explorer

    Use when the user has a vague research direction and wants to explore feasible specific topics. Outputs a structured analysis with candidate topics, innovation/feasibility scoring, and a pre-survey of 20–30 representative works. Single-stage, no Python runtime.

    skills/research-explorer/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.