ClaudSkills / Science & Research / research-methods

Paper Autoraters

Quality score: 70/100  ·  Category: Science & Research  ·  Sub-category: research-methods
type:review
Run the four paper-quality autoraters from PaperOrchestra (arXiv:2604.05018, App. F.3) — Citation F1 (P0/P1 partition + Precision/Recall/F1), Literature Review Quality (6-axis 0-100 with anti-inflation rules), SxS Overall Paper Quality (side-by-side), and SxS Literature Review Quality (side-by-side). TRIGGER when the user asks to "score this paper draft", "evaluate against the benchmark", "compare two papers", or "run the autoraters".

What this skill does

Paper Autoraters is a production-ready Claude Code skill (quality score 70/100) in the research-methods sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/paper-autoraters/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Paper Autoraters skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/paper-autoraters
curl -L https://claudskills.com/skills/paper-autoraters/SKILL.md \
  -o ~/.claude/skills/paper-autoraters/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/paper-autoraters/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/paper-autoraters/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\paper-autoraters\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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