Atlas / Skills / brycewang-stanford / Discovery

DiscoverySAFE

skills/brycewang-stanford/discovery

🔬 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.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
1 documented
License
NOASSERTION
Stars
4,535
01

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.

Read from source at commit e1ba289846fdOBSERVED · 2026-10-08
02

Install

Commands as the repository documents them. They are shown, not run.

git clone https://github.com/papers-we-love/papers-we-love.git
03

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
openclawmentioned
04

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: discovery-skills
description: "9 paper discovery skills. Trigger: finding new relevant papers, tracking citations, staying current. Design: automated monitoring, recommendation engines, and alert setup guides."
---

# Paper Discovery — 9 Skills

Select the skill matching the user's need, then `read` its SKILL.md.

| Skill | Description |
|-------|-------------|
| [citation-alert-guide](./citation-alert-guide/SKILL.md) | Set up citation alerts and track new papers citing key references |
| [conference-proceedings-guide](./conference-proceedings-guide/SKILL.md) | Find, access, and cite conference papers and proceedings effectively |
| [literature-mapping-guide](./literature-mapping-guide/SKILL.md) | Visual literature mapping and connected papers exploration |
| [paper-recommendation-guide](./paper-recommendation-guide/SKILL.md) | Systematic paper recommendation and discovery using multiple methods |
| [papers-we-love-guide](./papers-we-love-guide/SKILL.md) | Community-curated directory of influential CS research papers |
| [rss-paper-feeds](./rss-paper-feeds/SKILL.md) | Set up RSS feeds and alerts to track new publications in your research area |
| [semantic-paper-radar](./semantic-paper-radar/SKILL.md) | Semantic literature discovery and synthesis using embeddings |
| [semantic-scholar-recs-guide](./semantic-scholar-recs-guide/SKILL.md) | Paper discovery via recommendation APIs (OpenAlex, CrossRef citation networks) |
| [zotero-arxiv-daily-guide](./zotero-arxiv-daily-guide/SKILL.md) | Guide to Zotero arXiv Daily for personalized daily paper recommendations |
05

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.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (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.

Audited 2026-10-08 · audit v0.4.1 · source sha e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__discovery.json · Report an issue / request a re-scan
06

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdSAFEB89first audit
07

Questions

What does the Discovery 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 Discovery 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 Discovery 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 Discovery?

Its own instructions reference read. Dependencies are pinned to exact versions.

Which assistants does Discovery 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.

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