Theory Simulation

Q: What is a Claude Code skill and how does the Theory Simulation 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. Theory Simulation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: design-creative · Last updated: 2026-05-29

type:audit

Bridge between theoretical results and Monte Carlo simulation, built to top-stat-journal standards (AoS, JASA, JRSS-B, Biometrika, Bernoulli). Two modes: (1) DESIGN mode — for each theoretical claim, design new simulations that verify rates, coverage, stress-test assumptions, and reveal theory-improvement opportunities; (2) AUDIT mode — when the paper already has simulations, evaluate whether they actually verify the theorems, identify claim-coverage gaps and adequacy flaws, and propose targeted improvements (extend / add / reformat) rather than full redesign. Produces publication-grade figures (no titles, content in caption, color-blind safe) and feeds findings back to refine theory. Use when user says "simulation plan", "Monte Carlo", "验证理论", "审查 simulation", "audit simulation", "模拟实验", "已有 simulation 检查", "stress test theory", "bridge simulation", "rate verification", or wants reproducible stat-journal simulations tied to theorems.

Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Theory Simulation includes pricing or quota commentary; 30 code blocks for direct copy-paste. At roughly 10,081 words the SKILL.md is on the longer end of the catalog distribution.

License: MIT
Original author: gyf9712
Indexed lastmod: 2026-05-29
Catalog position: General · design-creative
Indexed related skills: 10

How Theory Simulation fits the catalog

Theory Simulation sits in the General category under the design-creative 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.

Is Theory Simulation safe to install?

A free static scan against the OWASP Agentic Skills Top 10 found no risk patterns in Theory Simulation’s SKILL.md — no data-exfiltration, prompt-injection, or unexpected-execution signatures. The full security scan is below.

Installing & verifying

Installing Theory Simulation writes its SKILL.md to ~/.claude/skills/theory-simulation/SKILL.md; Claude Code discovers it automatically on the next session — no restart flag needed. It declares no allowed-tools restriction, so it inherits your session’s existing tool access rather than narrowing it. To confirm it loaded, ask Claude to list its available skills — theory-simulation should appear by name.

What Theory Simulation needs to run

External services: The SKILL.md references pricing, quota, or rate limits — it likely calls a paid or rate-limited API. Check the source before wiring it into unattended automation.
Worked code: 30 copy-paste code blocks in the body.
Depth: ~10,081 words, substantial — top of the catalog distribution.

When to reach for it

There are 10 related skills in General — a two-minute scan of the alternatives usually confirms whether Theory Simulation is the right pick.

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.

From the source SKILL.md

Bridges theoretical results and simulation experiments, two-way:

Theory ←————— stress tests, rate slopes ——————→ Simulation
       ←————— sharper bounds, weakened —————→
              assumptions discovered from sim

What this skill does

Theory Simulation is a community-contributed Claude Code skill in the design-creative sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/theory-simulation/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when user says "simulation plan", "Monte Carlo", "验证理论", "审查 simulation", "audit simulation", "模拟实验", "已有 simulation 检查", "stress test theory", "bridge simulation", "rate verification", or wants reproducible stat-journal simulations tied to theorems.

Who uses this skill

The Theory Simulation Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 178,000+ 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/theory-simulation
curl -L https://claudskills.com/skills/theory-simulation/SKILL.md \
  -o ~/.claude/skills/theory-simulation/SKILL.md

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

Skills live at ~/.claude/skills/theory-simulation/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\theory-simulation\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 Theory Simulation Claude Code skill?

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

What does the Theory Simulation 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 Theory Simulation skill?

Use Theory Simulation when your Claude Code task falls under the General category — specifically in the design creative 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 Theory Simulation" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Theory Simulation 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. Theory Simulation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/gyf9712/stat-theory-skills/blob/HEAD/skills/theory-simulation/SKILL.md
License: MIT
Author: gyf9712

Cite this skill

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

APA

gyf9712. (2026). Theory Simulation [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/theory-simulation/

BibTeX

@misc{theory-simulation-2026,
  author    = {gyf9712},
  title     = {Theory Simulation [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/theory-simulation/}
}

Embed this skill

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Badge

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Security scan

Grade A · scanned 2026-08-08 — 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
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

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

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/theory-simulation/#security)

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

Browse all General skills → Top 100 skills

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