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ClaudSkills / Science & Research / science-misc

Create Autoresearch

Category: Science & Research  ·  Sub-category: science-misc  ·  Last updated:
Use when the user wants to create a self-improving evaluation loop (autoresearch pattern) to guarantee a Claude Code skill works at 100% effectiveness. Guides step-by-step with bias detection for evaluation criteria.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Cree une boucle d'amelioration automatique (pattern autoresearch) pour un skill Claude Code. Le skill genere un output -- on evalue l'output via assertions binaires -- si score < max, on mute le skill.md -- on recommence overnight.

What this skill does

Create Autoresearch is a community-contributed Claude Code skill in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/create-autoresearch/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the user wants to create a self-improving evaluation loop (autoresearch pattern) to guarantee a Claude Code skill works at 100% effectiveness. Guides step-by-step with bias detection for evaluation criteria.

Who uses this skill

The Create Autoresearch Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 161,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

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

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

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

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

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.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Create Autoresearch Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/create-autoresearch/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Create Autoresearch skill do?
Use when the user wants to create a self-improving evaluation loop (autoresearch pattern) to guarantee a Claude Code skill works at 100% effectiveness. Guides step-by-step with bias detection for evaluation criteria.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Create Autoresearch skill?
Use Create Autoresearch when your Claude Code task falls under the Science & Research category — specifically in the science misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Create Autoresearch" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Create Autoresearch skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Create Autoresearch is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
ClaudSkills. (2026). Create Autoresearch [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/create-autoresearch/
BibTeX
@misc{create-autoresearch-2026,
  author    = {ClaudSkills},
  title     = {Create Autoresearch [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/create-autoresearch/}
}

Embed this skill

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Badge
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<script>
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<iframe>
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Security scan

Grade A · scanned 2026-07-26 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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