ClaudSkills / Science & Research / research-methods

Eval Autoresearch Fit

Quality score: 75/100  ·  Category: Science & Research  ·  Sub-category: research-methods
Trigger with "evaluate autoresearch fit", "score this skill for karpathy loop", "is this a good autoresearch candidate", "assess autoresearch viability for", "which skills are best for autonomous loop optimization", "score skills for 3-file architecture", or when the user wants to determine if a skill is a good candidate for applying the Karpathy autoresearch autonomous optimization loop pattern.

What this skill does

Eval Autoresearch Fit is a production-ready Claude Code skill (quality score 75/100) in the research-methods sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/eval-autoresearch-fit/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Eval Autoresearch Fit 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/eval-autoresearch-fit
curl -L https://claudskills.com/skills/eval-autoresearch-fit/SKILL.md \
  -o ~/.claude/skills/eval-autoresearch-fit/SKILL.md

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

Skills live at ~/.claude/skills/eval-autoresearch-fit/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\eval-autoresearch-fit\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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Part of ClaudSkills — the open registry for Claude Code skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt