Reference Manager ComparisonSAFE
🔬 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 · 2026-10-08Host 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: reference-manager-comparison
description: "Compare Zotero, Mendeley, EndNote, and Paperpile for research use"
metadata:
openclaw:
emoji: "🗂️"
category: "writing"
subcategory: "citation"
keywords: ["reference manager", "Zotero", "Mendeley", "EndNote", "Paperpile", "citation management"]
source: "wentor-research-plugins"
---
# Reference Manager Comparison
A skill for selecting and configuring the right reference management tool for your research workflow. Provides an in-depth comparison of Zotero, Mendeley, EndNote, and Paperpile across features, pricing, integration, collaboration, and discipline-specific needs.
## Feature Comparison
### Overview Matrix
| Feature | Zotero | Mendeley | EndNote | Paperpile |
|---------|--------|----------|---------|-----------|
| Cost | Free (300MB cloud) | Free (2GB cloud) | ~$275 or institutional | $36/year (academic) |
| Platform | Win/Mac/Linux | Win/Mac/Linux | Win/Mac | Web + Chrome |
| Word plugin | Yes | Yes | Yes | Yes (Google Docs too) |
| LaTeX export | BibTeX, BibLaTeX | BibTeX | BibTeX | BibTeX |
| PDF annotation | Basic (built-in reader) | Yes | Yes | Yes |
| Group libraries | Yes (unlimited, 300MB free) | Yes (limited free) | Via EndNote Online | Yes |
| Browser extension | Excellent (Zotero Connector) | Web Importer | Capture (limited) | Excellent |
| Open source | Yes (GPLv3) | No | No | No |
| Offline access | Full | Full | Full | Limited |
| Storage upgrade | $20/year (2GB) | $55/year (5GB) | Unlimited (desktop) | Unlimited |
## Zotero
### Strengths
```
- Free and open source with strong community
- Best browser extension for capturing metadata
- Excellent plugin ecosystem:
* Better BibTeX (superior LaTeX integration)
* ZotFile (PDF management and renaming)
* Zotero OCR (extract text from scanned PDFs)
* Scite (citation context analysis)
- Works on all platforms including Linux
- Syncs across devices; self-hosting is possible
- Transparent data format (SQLite, exportable)
```
### Zotero Setup for Researchers
```python
def recommended_zotero_plugins() -> list[dict]:
"""
Essential Zotero plugins for academic researchers.
"""
return [
{
"name": "Better BibTeX",
"purpose": "Automatic .bib file export, stable citation keys",
"install": "github.com/retorquere/zotero-better-bibtex",
"priority": "Essential for LaTeX users"
},
{
"name": "ZotFile",
"purpose": "Rename and organize attached PDFs",
"install": "zotfile.com",
"priority": "Highly recommended"
},
{
"name": "Zotero Storage Scanner",
"purpose": "Find broken attachments and duplicates",
"install": "Available via Zotero plugin manager",
"priority": "Useful for library maintenance"
},
{
"name": "DOI Manager",
"purpose": "Fetch missing DOIs for your references",
"install": "Available via Zotero plugin manager",
"priority": "Recommended for bibliography accuracy"
}
]
```
## Mendeley
### Strengths
```
- Free with generous 2GB cloud storage
- Built-in PDF reader with annotation tools
- Mendeley Suggest recommends related papers
- Strong institutional adoption
- Social features (researcher profiles, groups)
```
### Limitations
```
- Owned by Elsevier (data privacy concerns for some users)
- Desktop app development has slowed (focus shifted to web)
- Limited plugin ecosystem compared to Zotero
- BibTeX export can have formatting inconsistencies
- Group library size limitations on free tier
```
## EndNote
### Strengths
```
- Deep integration with Web of Science
- Mature product with decades of development
- Excellent Word plugin (Cite While You Write)
- Strong institutional support and training resources
- Handles very large libraries (10,000+ references) well
```
### Limitations
```
- Expensive for individual purchase
- No Linux support
- Closed format (vendor lock-in risk)
- Steeper learning curve
- Limited free collaboration features
```
## Paperpile
### Strengths
```
- Excellent Google Docs and Google Scholar integration
- Clean, modern interface
- Very fast browser-based workflow
- Built-in PDF viewer with annotation
- Automatic metadata extraction from PDFs
```
### Limitations
```
- No desktop app (requires internet for full functionality)
- Chrome-only browser extension
- No Linux-native app (web-based works on all platforms)
- Smaller user community than Zotero or Mendeley
```
## Decision Guide
### Choosing by Use Case
```
If you use LaTeX primarily:
-> Zotero + Better BibTeX (best .bib integration)
If you use Google Docs primarily:
-> Paperpile (native Docs integration)
If your institution provides it:
-> EndNote (maximize institutional support)
If you want free + open source:
-> Zotero (no contest)
If you need built-in recommendations:
-> Mendeley or Paperpile (suggest related papers)
If you collaborate heavily:
-> Zotero groups or Paperpile shared folders
If you have a very large library (50,000+ items):
-> EndNote or Zotero (both handle large libraries well)
```
## Migration Between Tools
### Exporting and Importing
All major reference managers support BibTeX and RIS export formats, making migration possible:
```
Export from source tool:
- Zotero: File > Export Library > BibTeX/RIS
- Mendeley: Tools > Export (BibTeX)
- EndNote: File > Export > RIS/BibTeX
- Paperpile: Settings > Export > BibTeX
Import to target tool:
- Drag and drop the exported file into the new tool
- Review imported entries for metadata accuracy
- Re-attach PDFs if they did not transfer automatically
```
### What Transfers and What Does Not
| Data | Transfers? | Notes |
|------|-----------|-------|
| Metadata (title, author, year) | Yes | Via BibTeX/RIS |
| PDFs | Sometimes | Depends on export settings |
| Annotations/highlights | Rarely | UsTrust 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__reference-manager-comparison.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 Reference Manager Comparison 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 Reference Manager Comparison 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 Reference Manager Comparison access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
Which assistants does Reference Manager Comparison 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.