ClaudSkills / Science & Research / research-methods

autoresearch

Q: What is a Claude Code skill and how does the 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. autoresearch is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Science & Research · Sub-category: research-methods · Last updated: 2026-08-02

Autonomous experiment loop: edit code, commit, run benchmark, extract metrics, keep improvements or revert, repeat forever. Use this skill when the user asks to "run autoresearch", "start an experiment loop", "optimize a metric autonomously", "autonomous experiments", "autoresearch setup", "benchmark loop", "keep/discard experiments", "optimize test speed", "optimize bundle size", "optimize build time", "run experiments overnight", "speed up my tests", "make my build faster", "reduce compile time", "optimize this automatically", "keep trying until it's faster", "run experiments while I sleep", "overnight optimization", "edit-measure-keep loop", "cancel autoresearch", "stop autoresearch", "autoresearch status", "how many experiments", or mentions "autoresearch", "experiment loop", "autonomous optimization". Always use this skill when the user wants to iteratively and autonomously improve any measurable metric — even if they don't use the word "autoresearch". Also use when the user asks about the status of a running autoresearch session or wants to cancel/stop one.

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

An autonomous optimization loop where Claude edits code, runs a benchmark, measures a metric, and keeps improvements or reverts — repeating forever until stopped.

What this skill does

autoresearch is a community-contributed Claude Code skill in the research-methods sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/autoresearch-proyecto26-autoresearch-ai-plug/ and loads when your prompt matches the skill's trigger.

When to invoke it: use when the user asks about the status of a running autoresearch session or wants to cancel/stop one.

Who uses this skill

The 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 174,000+ 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/autoresearch-proyecto26-autoresearch-ai-plug
curl -L https://claudskills.com/skills/autoresearch-proyecto26-autoresearch-ai-plug/SKILL.md \
  -o ~/.claude/skills/autoresearch-proyecto26-autoresearch-ai-plug/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/autoresearch-proyecto26-autoresearch-ai-plug/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/autoresearch-proyecto26-autoresearch-ai-plug/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\autoresearch-proyecto26-autoresearch-ai-plug\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 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.

See pricing → Download desktop app

Frequently asked questions

How do I install the autoresearch Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/autoresearch-proyecto26-autoresearch-ai-plug/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the autoresearch skill do?

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 autoresearch skill?

Use autoresearch when your Claude Code task falls under the Science & Research category — specifically in the research methods 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 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 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. 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/.

Attribution & license

Source: https://github.com/majiayu000/claude-skill-registry/blob/HEAD/skills/agent/autoresearch-proyecto26-autoresearch-ai-plug/SKILL.md
License: MIT
Author: majiayu000
Website: https://majiayu000.github.io/claude-skill-registry/

Cite this skill

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

APA

majiayu000. (2026). autoresearch [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/autoresearch-proyecto26-autoresearch-ai-plug/

BibTeX

@misc{autoresearch-proyecto26-autoresearch-ai-plug-2026,
  author    = {majiayu000},
  title     = {autoresearch [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/autoresearch-proyecto26-autoresearch-ai-plug/}
}

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Security scan

Grade A · scanned 2026-08-02 — 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 ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/autoresearch-proyecto26-autoresearch-ai-plug/#security)

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