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

Verification Layer

Category: Science & Research  ·  Sub-category: ml-research  ·  Last updated:
type:generatortype:review
Adversarial review protocol applied across three domains: external research that informs decisions (research domain — ADR-008), production implementations whose behaviour matters (implementation domain), and architecture decisions before they are accepted (design domain). Each domain pairs a Generator with a Critic that uses a different tool family and may cite only primary sources. Bounded GAN-style iteration, per-domain opt-in via .claude/verification.yml, and a shared severity vocabulary. Reference this Skill when an artifact in any of the three domains will be consumed by a downstream agent for a decision.

About this skill (catalog notes)

Verification Layer includes pricing or quota commentary. The SKILL.md runs to about 1,008 words, in the catalog's typical mid-range.

Indexed lastmod
Catalog position
Science & Research · ml-research
Indexed related skills
10

How Verification Layer fits the catalog

Verification Layer sits in the Science & Research category under the ml-research 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

Verification Layer is a community-contributed Claude Code skill in the ml-research sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/verification-layer/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Verification Layer 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 93,000+ 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/verification-layer
curl -L https://claudskills.com/skills/verification-layer/SKILL.md \
  -o ~/.claude/skills/verification-layer/SKILL.md

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

Skills live at ~/.claude/skills/verification-layer/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\verification-layer\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Verification Layer Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/verification-layer/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Verification Layer skill do?
Adversarial review protocol applied across three domains: external research that informs decisions (research domain — ADR-008), production implementations whose behaviour matters (implementation domain), and architecture decisions before they are accepted (design domain). Each domain pairs a Generator with a Critic that uses a different tool family and may cite only primary sources. Bounded GAN-style iteration, per-domain opt-in via .claude/verification.yml, and a shared severity vocabulary. Reference this Skill when an artifact in any of the three domains will be consumed by a downstream agent for a decision.
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 Verification Layer skill?
Use Verification Layer when your Claude Code task falls under the Science & Research category — specifically in the ml research 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 Verification Layer" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Verification Layer 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. Verification Layer 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). Verification Layer [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/verification-layer/
BibTeX
@misc{verification-layer-2026,
  author    = {ClaudSkills},
  title     = {Verification Layer [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/verification-layer/}
}

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More Science & Research skills

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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