ClaudSkills / Science & Research / research-methods

Qector Reproducibility

Q: What is a Claude Code skill and how does the Qector Reproducibility 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. Qector Reproducibility 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: 2026-08-20

Reproducibility and claim boundaries for QECTOR (manual 19, 22, 27, Appendix D). Covers the chapter 22.3 required-artifact metadata, the safe / unsafe wording rule (manual 22.5), the reproduction commands in Appendix D, the competitive-harness pipeline (same Stim circuit, same samples, same DEM, same observable scoring), the withdrawn benchmark policy, and the hot/cold path label. Load for any question about how to reproduce a result, what counts as evidence, or how to write a paper-ready claim.

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Source of authority: v1.0.0 reference manual, chapters 19, 22, 27; Appendix D.

What this skill does

Qector Reproducibility 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/qector-reproducibility/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Qector Reproducibility 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 188,000+ 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/qector-reproducibility
curl -L https://claudskills.com/skills/qector-reproducibility/SKILL.md \
  -o ~/.claude/skills/qector-reproducibility/SKILL.md

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

Skills live at ~/.claude/skills/qector-reproducibility/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\qector-reproducibility\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 Qector Reproducibility Claude Code skill?

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

What does the Qector Reproducibility 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 Qector Reproducibility skill?

Use Qector Reproducibility 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 Qector Reproducibility" or describe the task and let Claude pick). Browse related skills at /category/science/.

What is a Claude Code skill and how does the Qector Reproducibility 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. Qector Reproducibility 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/GuillaumeLessard/qector-claude-plugin/blob/HEAD/skills/qector-reproducibility/SKILL.md
Author: GuillaumeLessard
Website: https://qector.store

Cite this skill

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

APA

GuillaumeLessard. (2026). Qector Reproducibility [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/qector-reproducibility/

BibTeX

@misc{qector-reproducibility-2026,
  author    = {GuillaumeLessard},
  title     = {Qector Reproducibility [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/qector-reproducibility/}
}

Embed this skill

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Badge

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Security scan

Grade A · scanned 2026-08-20 — 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
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