Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Product / roadmap

Iokr Kernel Regression Scoring

Category: Product  ·  Sub-category: roadmap  ·  Last updated:
Use when when you have paired genomics (antiSMASH-detected BGCs with MIBiG homology assignments) and metabolomics data (MS2 spectra from GNPS), and you need to score BGC-spectrum links using molecular structure similarity rather than strain co-occurrence patterns.
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Iokr Kernel Regression Scoring includes explicit scope boundaries (an explicit 'when not to use' or 'out of scope' section). The SKILL.md runs to about 1,073 words, in the catalog's typical mid-range.

Source
holobiomicslab.cnrs.fr
License
Apache-2.0
Original author
HolobiomicsLab
Indexed lastmod
Catalog position
Product · roadmap
Indexed related skills
10

How Iokr Kernel Regression Scoring fits the catalog

Iokr Kernel Regression Scoring sits in the Product category under the roadmap 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

Iokr Kernel Regression Scoring is a community-contributed Claude Code skill in the roadmap sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/iokr-kernel-regression-scoring/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when when you have paired genomics (antiSMASH-detected BGCs with MIBiG homology assignments) and metabolomics data (MS2 spectra from GNPS), and you need to score BGC-spectrum links using molecular structure similarity rather than strain co-occurrence patterns.

Who uses this skill

The Iokr Kernel Regression Scoring Claude Code skill is built for product managers, product designers, and cross-functional teams planning, shipping, and measuring product features. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 146,000+ 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/iokr-kernel-regression-scoring
curl -L https://claudskills.com/skills/iokr-kernel-regression-scoring/SKILL.md \
  -o ~/.claude/skills/iokr-kernel-regression-scoring/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/iokr-kernel-regression-scoring/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/iokr-kernel-regression-scoring/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\iokr-kernel-regression-scoring\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 Iokr Kernel Regression Scoring Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/iokr-kernel-regression-scoring/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Iokr Kernel Regression Scoring skill do?
Use when when you have paired genomics (antiSMASH-detected BGCs with MIBiG homology assignments) and metabolomics data (MS2 spectra from GNPS), and you need to score BGC-spectrum links using molecular structure similarity rather than strain co-occurrence patterns.
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 Iokr Kernel Regression Scoring skill?
Use Iokr Kernel Regression Scoring when your Claude Code task falls under the Product category — specifically in the roadmap 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 Iokr Kernel Regression Scoring" or describe the task and let Claude pick). Browse related skills at /category/product/.
What is a Claude Code skill and how does the Iokr Kernel Regression Scoring 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. Iokr Kernel Regression Scoring is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Product 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
HolobiomicsLab. (2026). Iokr Kernel Regression Scoring [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/iokr-kernel-regression-scoring/
BibTeX
@misc{iokr-kernel-regression-scoring-2026,
  author    = {HolobiomicsLab},
  title     = {Iokr Kernel Regression Scoring [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/iokr-kernel-regression-scoring/}
}

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
[![ClaudSkills](https://claudskills.com/badge/iokr-kernel-regression-scoring.svg)](https://claudskills.com/skills/iokr-kernel-regression-scoring/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/iokr-kernel-regression-scoring.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/iokr-kernel-regression-scoring.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: Iokr Kernel Regression Scoring"></iframe>

Security scan

Grade A · scanned 2026-07-06 — 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 ›

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

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/iokr-kernel-regression-scoring/#security)

Free. No spam. Unsubscribe in one click.

More Product skills

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

Browse all Product skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore