Atlas / Skills / brycewang-stanford / Metadata

MetadataBLOCK

skills/brycewang-stanford/metadata

🔬 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
BLOCK
Grade
D
Trust score
69 /100
Version
—
Hosts
2 documented
License
NOASSERTION
Stars
4,537
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/sophosia/sophosia.git
npm install && npm run build
03

Host compatibility

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

HostStatusNotes
cursormentioned
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: metadata-skills
description: "24 metadata & bibliometrics skills. Trigger: DOI resolution, citation metrics, author disambiguation, bibliometrics. Design: metadata APIs and bibliometric analysis tools for scholarly records."
---

# Metadata & Bibliometrics — 24 Skills

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

| Skill | Description |
|-------|-------------|
| [academic-paper-summarizer](./academic-paper-summarizer/SKILL.md) | Summarize academic papers with structured extraction of key elements |
| [altmetrics-guide](./altmetrics-guide/SKILL.md) | Guide to altmetrics and research impact beyond traditional citations |
| [bibliometrix-guide](./bibliometrix-guide/SKILL.md) | Perform science mapping and bibliometric analysis with R bibliometrix |
| [citation-network-guide](./citation-network-guide/SKILL.md) | Analyze citation networks, impact metrics, and bibliometric patterns |
| [crossref-api](./crossref-api/SKILL.md) | Resolve DOIs and retrieve publication metadata from CrossRef registry |
| [crossref-event-data-api](./crossref-event-data-api/SKILL.md) | Track scholarly mentions across the web via Crossref Event Data |
| [datacite-api](./datacite-api/SKILL.md) | Resolve dataset DOIs and query research data metadata via DataCite |
| [doi-content-negotiation](./doi-content-negotiation/SKILL.md) | Retrieve structured metadata from any DOI via HTTP content negotiation |
| [doi-resolution-guide](./doi-resolution-guide/SKILL.md) | DOI content negotiation and metadata retrieval techniques |
| [h-index-guide](./h-index-guide/SKILL.md) | Understanding and calculating research impact metrics |
| [journal-metrics-guide](./journal-metrics-guide/SKILL.md) | Understand journal impact factors, h5-index, CiteScore, and SJR |
| [opencitations-api](./opencitations-api/SKILL.md) | Query open citation data and reference networks via OpenCitations |
| [orcid-api](./orcid-api/SKILL.md) | Look up researcher profiles and academic identities via the ORCID registry |
| [orcid-integration-guide](./orcid-integration-guide/SKILL.md) | Set up and leverage ORCID for researcher identification and profiles |
| [orkg-api](./orkg-api/SKILL.md) | Query the Open Research Knowledge Graph for structured research data |
| [plumx-metrics-api](./plumx-metrics-api/SKILL.md) | Track research impact beyond citations via PlumX altmetrics API |
| [ror-organization-api](./ror-organization-api/SKILL.md) | Identify and link research organizations via the ROR registry API |
| [sophosia-reference-guide](./sophosia-reference-guide/SKILL.md) | Reference manager with PDF viewer and Markdown note support |
| [viaf-authority-api](./viaf-authority-api/SKILL.md) | Disambiguate author identities via the VIAF authority file API |
| [wikidata-api-guide](./wikidata-api-guide/SKILL.md) | Query Wikidata SPARQL for scholarly metadata, authors, and entities |
| [zoplicate-dedup-guide](./zoplicate-dedup-guide/SKILL.md) | Detect and manage duplicate items in Zotero libraries |
| [zotero-actions-tags-guide](./zotero-actions-tags-guide/SKILL.md) | Zotero workflow automation with custom actions and tags |
| [zotmoov-guide](./zotmoov-guide/SKILL.md) | Zotero plugin for automatic attachment file organization |
| [zutilo-guide](./zutilo-guide/SKILL.md) | Zotero utility plugin for keyboard shortcuts and batch editing |
05

Trust audit

BLOCKgrade D · trust 69/100 Do not install this without reading the findings. The audit found something that could harm you or your machine.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)FAIL
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 (2)

CRITICALPrompt injection · prompt.transfer_instruction · CWE-94, CWE-1427
opencitations-api/SKILL.md:25
No authentication required. The OpenCitations API is fully open and free. No API key, registration, or email is needed. There are no published rate limits, but users should implement reasonable reques
Why it matters. an instruction to move sensitive data to an outside destination
Fix. remove; a skill never needs the user's secrets off the machine
CRITICALPrompt injection · prompt.transfer_instruction · CWE-94, CWE-1427
orcid-api/SKILL.md:30
curl -X POST "https://orcid.org/oauth/token" \
Why it matters. an instruction to move sensitive data to an outside destination
Fix. remove; a skill never needs the user's secrets off the machine

Gates applied: critical_finding, no_behavioural_pass, undeclared_transfer.

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

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdBLOCKD69first audit
07

Questions

What does the Metadata 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 Metadata safe to install?

No — not without reading the findings first. The audit graded it D (69/100) and found 2 critical or high issues in the source. Each one is listed on this page with the file and line it is on.

What can Metadata 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 Metadata?

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

Which assistants does Metadata work with?

Its documentation mentions cursor 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.

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