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Uncertainty And Units

Category: Growth & Marketing  ·  Sub-category: conversion  ·  Last updated:
lang:pythontype:audit
Track physical units and propagate measurement uncertainty in scientific calculations using pint and uncertainties. Use for unit conversion and dimensional checking, GUM uncertainty budgets, Type A and Type B evaluation, coverage factors and expanded uncertainty, Monte Carlo propagation, significant-figure and plus-minus reporting, error propagation through curve fits, CODATA constants, auditing Python code for stripped units or broken uncertainty propagation, and order-of-magnitude plausibility checks using dimensionless groups (Reynolds, Peclet, Damkohler, Knudsen, Biot, Womersley), characteristic scales such as diffusion time or Debye length, and observed magnitude ranges. Trigger on "is this number physically reasonable", "sanity check these units", "what regime is this flow in", or a result that looks off by orders of magnitude.
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About this skill (catalog notes)

Uncertainty And Units includes 16 code blocks for direct copy-paste. At roughly 2,376 words the SKILL.md is on the longer end of the catalog distribution.

Source
k-dense.ai
License
MIT
Original author
K-Dense-AI
Indexed lastmod
Catalog position
Growth & Marketing · conversion
Indexed related skills
10

How Uncertainty And Units fits the catalog

Uncertainty And Units sits in the Growth & Marketing category under the conversion 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

Uncertainty And Units is a community-contributed Claude Code skill in the conversion sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/uncertainty-and-units/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Uncertainty And Units Claude Code skill is built for growth marketers, product-led growth teams, founders running experiments, and performance marketing teams. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 191,000+ 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/uncertainty-and-units
curl -L https://claudskills.com/skills/uncertainty-and-units/SKILL.md \
  -o ~/.claude/skills/uncertainty-and-units/SKILL.md

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

Skills live at ~/.claude/skills/uncertainty-and-units/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\uncertainty-and-units\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 Uncertainty And Units Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/uncertainty-and-units/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Uncertainty And Units skill do?
Track physical units and propagate measurement uncertainty in scientific calculations using pint and uncertainties. Use for unit conversion and dimensional checking, GUM uncertainty budgets, Type A and Type B evaluation, coverage factors and expanded uncertainty, Monte Carlo propagation, significant-figure and plus-minus reporting, error propagation through curve fits, CODATA constants, auditing Python code for stripped units or broken uncertainty propagation, and order-of-magnitude plausibility checks using dimensionless groups (Reynolds, Peclet, Damkohler, Knudsen, Biot, Womersley), characteristic scales such as diffusion time or Debye length, and observed magnitude ranges. Trigger on "is this number physically reasonable", "sanity check these units", "what regime is this flow in", or a result that looks off by orders of magnitude.
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 Uncertainty And Units skill?
Use Uncertainty And Units when your Claude Code task falls under the Growth & Marketing category — specifically in the conversion 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 Uncertainty And Units" or describe the task and let Claude pick). Browse related skills at /category/growth/.
What is a Claude Code skill and how does the Uncertainty And Units 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. Uncertainty And Units is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Growth & Marketing 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
K-Dense-AI. (2026). Uncertainty And Units [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/uncertainty-and-units/
BibTeX
@misc{uncertainty-and-units-2026,
  author    = {K-Dense-AI},
  title     = {Uncertainty And Units [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/uncertainty-and-units/}
}

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Grade A · scanned 2026-08-25 — free static scan against the OWASP Agentic Skills Top 10.

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