Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Science & Research / math-stats

vc:autoresearch

Category: Science & Research  ·  Sub-category: math-stats  ·  Last updated:
Autonomous iterative optimization loop for measurable metrics like coverage, performance, or bundle size. Use when repeated experiments can be judged by a mechanical score.
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

vc:autoresearch includes explicit scope boundaries (an explicit 'when not to use' or 'out of scope' section); worked examples; 5 code blocks for direct copy-paste. The SKILL.md runs to about 788 words, in the catalog's typical mid-range.

Source
opencue.github.io/cuecards
License
MIT
Original author
opencue
Indexed lastmod
Catalog position
Science & Research · math-stats
Indexed related skills
10

How vc:autoresearch fits the catalog

vc:autoresearch sits in the Science & Research category under the math-stats sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

What this skill does

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

When to invoke it: Use when repeated experiments can be judged by a mechanical score.

Who uses this skill

The vc: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/vc-autoresearch
curl -L https://claudskills.com/skills/vc-autoresearch/SKILL.md \
  -o ~/.claude/skills/vc-autoresearch/SKILL.md

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

Skills live at ~/.claude/skills/vc-autoresearch/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\vc-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 vc:autoresearch Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/vc-autoresearch/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the vc:autoresearch skill do?
Autonomous iterative optimization loop for measurable metrics like coverage, performance, or bundle size. Use when repeated experiments can be judged by a mechanical score.
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 vc:autoresearch skill?
Use vc:autoresearch when your Claude Code task falls under the Science & Research category — specifically in the math stats 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 vc: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 vc: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. vc: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

Cite this skill

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

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

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge
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<script>
<script src="https://claudskills.com/embed/vc-autoresearch.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/vc-autoresearch.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: vc:autoresearch"></iframe>

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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Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Science & Research skills → Top 100 skills
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