Hybrid Cloud Outboxes
getsentry/sentry
Guide for creating and maintaining outbox-based eventually consistent operations in Sentry.
Agent skill
Simulation Architect
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Design and implementation of comprehensive simulation studies
Install Simulation Architect
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill simulation-architect -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills simulation-architect --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect .claude/skills/simulation-architect && rm -rf skills-srcUse ~/.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/
Install the "simulation-architect" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect into .claude/skills/simulation-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulation-architect", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/26-Data-Wise-scholar/skills/implementation/simulation-architectType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill simulation-architect -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills simulation-architect --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect .agents/skills/simulation-architect && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "simulation-architect" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect into .agents/skills/simulation-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulation-architect", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill simulation-architect -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills simulation-architect --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect .cursor/skills/simulation-architect && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "simulation-architect" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect into .cursor/skills/simulation-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulation-architect", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/26-Data-Wise-scholar/skills/implementation/simulation-architect--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill simulation-architect -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills simulation-architect --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect .gemini/skills/simulation-architect && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "simulation-architect" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect into .gemini/skills/simulation-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulation-architect", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills simulation-architectInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill simulation-architect -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect .github/skills/simulation-architect && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "simulation-architect" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect into .github/skills/simulation-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulation-architect", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill simulation-architect -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills simulation-architect --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect .opencode/skills/simulation-architect && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "simulation-architect" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/26-Data-Wise-scholar/skills/implementation/simulation-architect into .opencode/skills/simulation-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulation-architect", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
simulation-architect- GitHub stars
- 4.5k
- Token cost
- ~2.7k tokens
- SKILL.md length
- 540 words
- Files
- 2
- Skills in repo
- 364
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Design and implementation of comprehensive simulation studies
- Works in 5 steps: Aims: What question does the simulation… → Data-generating mechanisms: How is data… → Estimands: What is being estimated? → …
- Tasks that involve Database administration
- SKILL.md covers Morris et al Guidelines, Replication Counts, R Code Templates and Core Principles (Morris et…, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Simulation Architect is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Design and implementation of comprehensive simulation studies
Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `.backups/SKILL-2025-12-09T03-53-59-608Z.md`).
It sits in Databases, covering Database administration. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…
When your agent uses it
- Tasks that involve Database administration
Example prompts
- “/simulation-architect”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Aims: What question does the simulation answer?
- Data-generating mechanisms: How is data simulated?
- Estimands: What is being estimated?
- Methods: What estimators are compared?
- Performance measures: How is performance assessed?
What it can do on your machine
Read from SKILL.md and the folder at commit 9fa87d8. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are r and markdown).
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 Architect loads about 2.7k tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 540 words of instructions outside code blocks.
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 passed
The automated check found no risky patterns in SKILL.md.
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); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 540 words (~2,743 tokens).
“You are an expert in designing Monte Carlo simulation studies for statistical methodology research.”
- name
- simulation-architect
Files
SKILL.md and 1 other file in skills/26-Data-Wise-scholar/skills/implementation/simulation-architect of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- .backups/SKILL-2025-12-09T03-53-59-608Z.md
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Simulation Architect 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Simulation Architect this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~2.7k | Automated safety check: Pass | Custom licence | |
| Hybrid Cloud Outboxesgetsentry/sentry | 46k | — | ~4.8k | Automated safety check: Pass | Custom licence | |
| Replicate Video AdJingyi-Wu-Richael/replicate-video-ad | 107 | 1 repos | ~1.6k | Automated safety check: Pass | None | |
| Sea Orm 2FlyinPancake/yoink | 112 | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Pixel Perfect ReplicationYu-369/VibeCurb | 979 | — | ~8.7k | Automated safety check: Pass | MIT | |
| Horse Database PoolingHashLoad/horse | 1.4k | — | ~1.4k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Simulation Architect
What does Simulation Architect do?
Design and implementation of comprehensive simulation studies. Simulation Architect is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
When should I use Simulation Architect?
Simulation Architect fits situations like: tasks that involve Database administration.
How do I install Simulation Architect in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill simulation-architect -a claude-code`. Or copy the skill folder (skills/26-Data-Wise-scholar/skills/implementation/simulation-architect in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/simulation-architect in your project. Claude Code loads it when a task matches its description.
How do I install Simulation Architect in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill simulation-architect -a codex`. Or copy the skill folder (skills/26-Data-Wise-scholar/skills/implementation/simulation-architect in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/simulation-architect in your project. Codex loads it when a task matches its description.
Can I use Simulation Architect 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill simulation-architect -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-architect, .gemini/skills/simulation-architect, .github/skills/simulation-architect and .opencode/skills/simulation-architect in your project.
What does Simulation Architect need to run?
SKILL.md names no scripts, command-line tools or credentials: Simulation Architect is instructions for the agent only.
Does Simulation Architect 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 Architect safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Simulation Architect use?
Simulation Architect has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Simulation Architect use?
About 2.7k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Simulation Architect?
Skills that share tags, products or a category with Simulation Architect: Hybrid Cloud Outboxes (getsentry/sentry, 46k stars), Replicate Video Ad (Jingyi-Wu-Richael/replicate-video-ad, 107 stars), Sea Orm 2 (FlyinPancake/yoink, 112 stars) and Pixel Perfect Replication (Yu-369/VibeCurb, 979 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Simulation Architect?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,529 GitHub stars. The repository holds 364 skills in this directory. The repository was last updated on October 5, 2026.
Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.