ScrapingCAUTION
🔬 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.
pip install kaggle
git clone https://github.com/NaiboWang/EasySpider.git
npm install
Host compatibility
What the documentation claims. We have not run a compatibility test.
| Host | Status | Notes |
|---|---|---|
| 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: scraping-skills description: "6 web scraping & data collection skills. Trigger: collecting web data, finding datasets, API access for research. Design: ethical scraping methods with rate limiting and data quality checks." --- # Web Scraping & Data Collection — 6 Skills Select the skill matching the user's need, then `read` its SKILL.md. | Skill | Description | |-------|-------------| | [academic-web-scraping](./academic-web-scraping/SKILL.md) | Ethical web scraping and API-based data collection for research | | [dataset-finder-guide](./dataset-finder-guide/SKILL.md) | Search and download research datasets from Kaggle, HuggingFace, and repos | | [easy-spider-guide](./easy-spider-guide/SKILL.md) | Guide to EasySpider for visual no-code web data collection | | [google-scholar-scraper](./google-scholar-scraper/SKILL.md) | Ethical Google Scholar data collection techniques and best practices | | [repository-harvesting-guide](./repository-harvesting-guide/SKILL.md) | Harvest metadata from open repositories using OAI-PMH protocol | | [web-scraping-ethics-guide](./web-scraping-ethics-guide/SKILL.md) | Scrape web data ethically and legally for research purposes |
Trust audit
CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | FAIL |
| 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 (1)
| CORE | Open access papers | 10 req/sec | API key (free) |
Gates applied: no_behavioural_pass.
e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__scraping.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 | CAUTION | B | 89 | first audit |
Questions
What does the Scraping 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 Scraping safe to install?
With care. The audit graded it B (89/100) and found 1 thing worth knowing before you trust this skill, listed below with the exact line each was found on.
What can Scraping 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 Scraping?
Its own instructions reference read. Dependencies are pinned to exact versions.
Which assistants does Scraping work with?
Its documentation mentions 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.