ClaudSkills / Science & Research / math-stats

Simulation Orchestrator

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

Category: Science & Research · Sub-category: math-stats · Last updated: 2026-05-21

type:generator

Orchestrate multi-simulation campaigns — generate parameter sweep configurations (grid, linspace, or Latin Hypercube sampling), initialize and track batch job campaigns, monitor job completion status, and aggregate results with summary statistics across all runs. Use when running a parameter study across dt, kappa, or other simulation inputs, managing dozens or hundreds of simulation configurations, combining outputs from completed batch runs to find the best result, or automating the generate-run-collect workflow for systematic studies, even if the user only says "I need to try many parameter combinations" or "how do I organize a sweep."

Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Simulation Orchestrator includes 7 code blocks for direct copy-paste. The SKILL.md runs to about 1,185 words, in the catalog's typical mid-range.

Original author: FreedomIntelligence
Indexed lastmod: 2026-05-21
Catalog position: Science & Research · math-stats
Indexed related skills: 10

How Simulation Orchestrator fits the catalog

Simulation Orchestrator sits in the Science & Research category under the math-stats 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

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

When to invoke it: Use when running a parameter study across dt, kappa, or other simulation inputs, managing dozens or hundreds of simulation configurations, combining outputs from completed batch runs to find the best result, or automating the generate-run-collect workflow for systematic studies, even if the user only says "I need to try many parameter combinations" or "how do I organize a sweep.

Who uses this skill

The Simulation Orchestrator 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 115,000+ 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/simulation-orchestrator
curl -L https://claudskills.com/skills/simulation-orchestrator/SKILL.md \
  -o ~/.claude/skills/simulation-orchestrator/SKILL.md

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

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

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

What does the Simulation Orchestrator 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 Simulation Orchestrator skill?

Use Simulation Orchestrator when your Claude Code task falls under the Science & Research category — specifically in the math stats 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 Simulation Orchestrator" or describe the task and let Claude pick). Browse related skills at /category/science/.

What is a Claude Code skill and how does the Simulation Orchestrator 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. Simulation Orchestrator 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/.

Attribution & license

Source: https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/blob/HEAD/skills/simulation-orchestrator/SKILL.md
Author: FreedomIntelligence

Cite this skill

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

APA

FreedomIntelligence. (2026). Simulation Orchestrator [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/simulation-orchestrator/

BibTeX

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

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

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Security scan

Grade A · scanned 2026-06-13 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (execution), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

✓ 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/simulation-orchestrator/#security)

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Browse all Science & Research skills → Top 100 skills

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