AutomationSAFE
🔬 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 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.
Overview
🔬 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 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.
e1ba289846fdOBSERVED · 2026-10-08Install
Commands as the repository documents them. They are shown, not run.
git clone https://github.com/SakanaAI/AI-Scientist-v2.git
pip install -r requirements.txt
pip install aim
pip install kedro
pip install -e ".[dev]"
pip install kedro-viz
Host compatibility
What the documentation claims. We have not run a compatibility test.
| Host | Status | Notes |
|---|---|---|
| claude-code | mentioned | |
| openclaw | mentioned |
What it tells the agent
The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
--- name: automation-skills description: "10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools." --- # Research Automation — 10 Skills Select the skill matching the user's need, then `read` its SKILL.md. | Skill | Description | |-------|-------------| | [ai-scientist-v2-guide](./ai-scientist-v2-guide/SKILL.md) | Automated scientific discovery via agentic tree search by Sakana AI | | [aim-experiment-guide](./aim-experiment-guide/SKILL.md) | Track and compare research experiments with Aim experiment tracker | | [claude-academic-workflow-guide](./claude-academic-workflow-guide/SKILL.md) | Claude Code template for LaTeX, Beamer, and R research workflows | | [data-collection-automation](./data-collection-automation/SKILL.md) | Automate survey deployment, data collection, and pipeline management | | [datagen-research-guide](./datagen-research-guide/SKILL.md) | AI-driven multi-agent research assistant for end-to-end studies | | [kedro-pipeline-guide](./kedro-pipeline-guide/SKILL.md) | Build reproducible data science pipelines with Kedro for research projects | | [mle-agent-guide](./mle-agent-guide/SKILL.md) | Intelligent companion for ML engineering with arXiv integration | | [paper-to-agent-guide](./paper-to-agent-guide/SKILL.md) | Transform research papers into interactive AI agents for exploration | | [rd-agent-guide](./rd-agent-guide/SKILL.md) | Microsoft AI-driven R&D agent for automated data and model development | | [research-workflow-automation](./research-workflow-automation/SKILL.md) | Automate repetitive research tasks with pipelines, schedulers, and scripting |
Trust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (0)
No findings outside the package's declared scope.
Gates applied: no_behavioural_pass.
e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__automation.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-08 | e1ba289846fd | SAFE | B | 89 | first audit |
Questions
What does the Automation skill do?
🔬 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 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.
Is Automation safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Automation access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
What do I need installed to use Automation?
Its own instructions reference read. Dependencies are pinned to exact versions.
Which assistants does Automation work with?
Its documentation mentions claude-code and openclaw. That is what the text claims, not a compatibility test we ran.
How current is this page?
The grade is for one exact copy of the source (e1ba289846fd), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.