Orchestrate multi-simulation campaigns including parameter sweeps, batch jobs, and result aggregation.

No licenceAuto-check: notesBackend & APIs

Install Simulation Orchestrator

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill simulation-orchestrator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills simulation-orchestrator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/simulation-orchestrator .claude/skills/simulation-orchestrator && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
simulation-orchestrator
GitHub stars
3.1k
Used in
1 other repo
Token cost
~1.9k tokens
SKILL.md length
482 words
Files
8 (incl. scripts, references)
Skills in repo
173
Repo updated
First seen
Licence
None found

At a glance

Orchestrate multi-simulation campaigns including parameter sweeps, batch jobs, and result aggregation.

  • Works in 4 steps: Generate Parameter Sweep → Initialize Campaign → Track Job Status → …
  • Running parameter studies
  • SKILL.md covers Goal, Requirements, Inputs to Gather and Decision Guidance, plus 9 more sections
  • Runs Python scripts from its folder; calls python3 and python

What it does

Simulation Orchestrator is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Orchestrate multi-simulation campaigns including parameter sweeps, batch jobs, and result aggregation. Use for running parameter studies, managing simulation batches, tracking job status, combining results from multiple runs, or automating simulation workflows.

Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts and reference files (for example `references/aggregation_methods.md`, `references/campaign_patterns.md` and `references/sweep_strategies.md`).

It sits in Backend & APIs, covering Background jobs. It works with Python. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • Running parameter studies
  • Managing simulation batches
  • Tracking job status
  • Combining results from multiple runs

Example prompts

  • “/simulation-orchestrator”

Requirements

  • Python 3
  • Pre-approved tools (allowed-tools): Read, Bash, Write, Grep, Glob

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Generate Parameter Sweep
  2. Initialize Campaign
  3. Track Job Status
  4. Aggregate Results

What it can do on your machine

Read from SKILL.md and the folder at commit b1f9b6e. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Bash
    • Write
    • Grep
    • Glob

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 4 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3
    • python

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Simulation Orchestrator loads about 1.9k tokens when it runs, and up to ~4.7k if it reads all its reference files. Until then it costs about 71 tokens; SKILL.md has 482 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~71
When it runs · the whole SKILL.md, loaded when a task matches
~1.9k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~4.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Read, Bash, Write, Grep, Glob

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 482 words (~1,870 tokens).

“Provide tools to manage multi-simulation campaigns: generate parameter sweeps, track job execution status, and aggregate results from completed runs.”

— opening of SKILL.md by FreedomIntelligence
name
simulation-orchestrator
allowed-tools
Read, Bash, Write, Grep, Glob

Read the full SKILL.md on GitHub

Files

SKILL.md and 7 other files (scripts, references) in skills/simulation-orchestrator of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • references/aggregation_methods.md
  • references/campaign_patterns.md
  • references/sweep_strategies.md
  • scripts/campaign_manager.py
  • scripts/job_tracker.py
  • scripts/result_aggregator.py
  • scripts/sweep_generator.py

Open the folder on GitHubat commit b1f9b6e

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in FreedomIntelligence/OpenClaw-Medical-Skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Simulation Orchestrator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Simulation Orchestrator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Simulation Orchestrator this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~1.9kAutomated safety check: NotesNone
Trigger.dev Configurationpapermark/papermark9.2k—~1.2kAutomated safety check: PassCustom licence
K8e Sandboxxiaods/k8e499—~6kAutomated safety check: PassApache-2.0
Temporal Developertemporalio/skill-temporal-developer230—~2.5kAutomated safety check: PassMIT
FbaZhongye1/KnowAgenticRAG143—~758Automated safety check: PassNone
Dv Adminmicrosoft/Dataverse-skills241—~5.1kAutomated safety check: PassMIT

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Works with

Categories

Questions about Simulation Orchestrator

What does Simulation Orchestrator do?

Orchestrate multi-simulation campaigns including parameter sweeps, batch jobs, and result aggregation. Simulation Orchestrator is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Orchestrate multi-simulation campaigns including parameter sweeps, batch jobs, and result aggregation.

When should I use Simulation Orchestrator?

Simulation Orchestrator fits situations like: running parameter studies; managing simulation batches; tracking job status; combining results from multiple runs.

How do I install Simulation Orchestrator in Claude Code?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill simulation-orchestrator -a claude-code`. Or copy the skill folder (skills/simulation-orchestrator in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/simulation-orchestrator in your project. Claude Code loads it when a task matches its description.

How do I install Simulation Orchestrator in Codex?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill simulation-orchestrator -a codex`. Or copy the skill folder (skills/simulation-orchestrator in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/simulation-orchestrator in your project. Codex loads it when a task matches its description.

Can I use Simulation Orchestrator in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill simulation-orchestrator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/simulation-orchestrator, .gemini/skills/simulation-orchestrator, .github/skills/simulation-orchestrator and .opencode/skills/simulation-orchestrator in your project.

What does Simulation Orchestrator need to run?

Going by SKILL.md and its folder, Simulation Orchestrator needs Python for the scripts in its folder and the command-line tools its instructions call (python3 and python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Bash, Write, Grep, Glob.

Does Simulation Orchestrator access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Simulation Orchestrator safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Simulation Orchestrator use?

No licence was found for Simulation Orchestrator or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Simulation Orchestrator use?

About 1.9k tokens (SKILL.md is roughly 7.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.8k tokens, read only when the agent opens those files.

What are the alternatives to Simulation Orchestrator?

Skills that share tags, products or a category with Simulation Orchestrator: Trigger.dev Configuration (papermark/papermark, 9.2k stars), K8e Sandbox (xiaods/k8e, 499 stars), Temporal Developer (temporalio/skill-temporal-developer, 230 stars) and Fba (Zhongye1/KnowAgenticRAG, 143 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Simulation Orchestrator?

FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,051 GitHub stars. The repository holds 173 skills in this directory. The repository was last updated on July 21, 2026.

Source: FreedomIntelligence/OpenClaw-Medical-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.