Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Engineering / architecture

Mechanism Derivation

Category: Engineering  ·  Sub-category: architecture  ·  Last updated:
Derive a formalism, architecture, learning rule, or algorithm so that each piece is forced rather than asserted — and stress-test it afterwards. Use when designing or explaining a model architecture, deriving a loss or update rule, reading a paper whose equations feel arbitrary, choosing an objective, deciding what to ablate, or figuring out what a system has actually learned.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

For getting a formalism out: an architecture, an objective, an update rule, an algorithm. Every equation should arrive as the only thing that could have answered a question you already asked.

What this skill does

Mechanism Derivation is a community-contributed Claude Code skill in the architecture sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/mechanism-derivation/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when designing or explaining a model architecture, deriving a loss or update rule, reading a paper whose equations feel arbitrary, choosing an objective, deciding what to ablate, or figuring out what a system has actually learned.

Who uses this skill

The Mechanism Derivation Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 196,000+ 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/mechanism-derivation
curl -L https://claudskills.com/skills/mechanism-derivation/SKILL.md \
  -o ~/.claude/skills/mechanism-derivation/SKILL.md

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

Skills live at ~/.claude/skills/mechanism-derivation/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\mechanism-derivation\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 Mechanism Derivation Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/mechanism-derivation/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Mechanism Derivation skill do?
Derive a formalism, architecture, learning rule, or algorithm so that each piece is forced rather than asserted — and stress-test it afterwards. Use when designing or explaining a model architecture, deriving a loss or update rule, reading a paper whose equations feel arbitrary, choosing an objective, deciding what to ablate, or figuring out what a system has actually learned.
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 Mechanism Derivation skill?
Use Mechanism Derivation when your Claude Code task falls under the Engineering category — specifically in the architecture 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 Mechanism Derivation" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the Mechanism Derivation 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. Mechanism Derivation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering 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
tiendungchs. (2026). Mechanism Derivation [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/mechanism-derivation/
BibTeX
@misc{mechanism-derivation-2026,
  author    = {tiendungchs},
  title     = {Mechanism Derivation [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/mechanism-derivation/}
}

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/mechanism-derivation.svg)](https://claudskills.com/skills/mechanism-derivation/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/mechanism-derivation.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/mechanism-derivation.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: Mechanism Derivation"></iframe>

Security scan

Grade A · scanned 2026-09-28 — 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/mechanism-derivation/#security)

Free. No spam. Unsubscribe in one click.

More Engineering skills

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

Browse all Engineering 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

Categories

Use cases

Popular tags

Learn

Site