papersgpt-for-zotero
Professional AI research tool for Zotero: chat with PDFs, whole-library search, Literature Radar, AutoPilot. 30+ LLMs or local models; built-in MCP server.
No outside reports on file
Use this tool only with non-sensitive research papers, keep your AI API keys secure, and be aware that paper content will be sent to external AI services unless you use only local models.
Based on public adoption and transparency signals as of Oct 22, 2026. Our opinion, not a code audit or security guarantee.
What it can access
- Local filesReads local filesNOTED
- Command executionNo shell command runner notedLOW
- Network reachConnects to outside service APINOTED
- CredentialsRequires API key or tokenREVIEW
- Package sourceGitHub (papersgpt/papersgpt-for-zotero)PUBLIC
Inferred from this listing’s public package details and description. Check the project’s source before installing.
Install
No npm or PyPI package is listed. Install from source: github.com/papersgpt/papersgpt-for-zotero ↗
About Papersgpt For Zotero
This is a plugin for Zotero (a research library tool) that uses AI to help you search and understand your research papers. It can chat with PDF documents, search your entire library at once, and suggests related papers automatically. It works with 30+ different AI models including local ones you run yourself.
Who it’s for
Researchers, academics, and students who use Zotero to organize papers and want AI help understanding them. Anyone doing literature reviews or needing to quickly search large collections of research documents.
Alternatives
- Obsidian with AI plugins: Note-taking system with AI add-ons for document analysis
- ChatPDF or similar web tools: Cloud-based PDF chat services (but no library integration)
- Local LLaMA or Ollama with Zotero: Run open AI models locally without plugins for more control
- Traditional Zotero with manual note-taking: Use Zotero alone without AI to avoid dependency and data risks
Setup
Check these steps against the project’s own instructions before running anything.
Follow the project's README on GitHub for detailed installation steps. The tool integrates into Zotero as a plugin, so setup will depend on your Zotero version and which AI models or API keys you choose to use.
Why this grade
Signal-based grade (3/7 points): well starred on GitHub, public source code. This reflects adoption and transparency, not a code review.
Popularity and upkeep
- GitHub stars
- 2.7k
- Listing last refreshed
- 2026-10-29
These are public popularity signals, not a maintenance check. Look at the repository’s commit history and open issues.
Security reports
No reports found for this package in our research (last checked 2026-10-29).
Risks to watch for
- API key exposure: If you use cloud AI models, your API keys could leak if stored insecurely, letting attackers access your AI accounts and billing
- Paper content shared with AI: PDFs you analyze get sent to whatever AI service you configure, so sensitive or confidential research leaves your computer
- Local model risks: Running large AI models locally requires significant computer resources and could slow your system or be exploited if the model itself has vulnerabilities
- Injection attacks in PDFs: Malicious PDFs could contain hidden text designed to trick the AI into revealing information or behaving unexpectedly
- Unvetted code: The plugin is open-source on GitHub but not audited; bugs or malicious code could theoretically be added by contributors
How to lower the risk
Least-privilege permissions
- Use read-only API keys for AI services if available
- Limit which papers the tool can access if Zotero permissions allow it
Network isolation
- Run local AI models offline when possible instead of cloud services
- Monitor which servers the plugin connects to and block unnecessary ones
Monitoring
- Check your AI service API logs for unusual activity or usage spikes
- Review Zotero plugin activity logs if available for errors or odd behavior
Red flags to watch for
- Sudden slowdown or high CPU use (may indicate unauthorized processing)
- Unexpected charges from AI services you configured
- Error messages about network failures or auth failures that repeat
Questions
How do I install Papersgpt For Zotero?
Papersgpt For Zotero does not publish a standalone npm or PyPI package. Clone or follow the setup instructions in its source repository at github.com/papersgpt/papersgpt-for-zotero.
Are there security reports about Papersgpt For Zotero?
No reports found for this package in our research (last checked 2026-10-29). Papersgpt For Zotero currently holds Grade C (Moderate risk signals) based on public adoption and transparency signals. Key risk areas to watch include api key exposure, paper content shared with ai, local model risks.
Is Papersgpt For Zotero actively maintained?
Papersgpt For Zotero has 2.7k GitHub stars. Our directory data was last refreshed on 2026-10-29. Check recent commit activity, release tags, and open issues at github.com/papersgpt/papersgpt-for-zotero before pinning it in production.
What are alternatives to Papersgpt For Zotero?
Notable alternatives to Papersgpt For Zotero include Obsidian with AI plugins (Note-taking system with AI add-ons for document analysis), ChatPDF or similar web tools (Cloud-based PDF chat services (but no library integration)), Local LLaMA or Ollama with Zotero (Run open AI models locally without plugins for more control), Traditional Zotero with manual note-taking (Use Zotero alone without AI to avoid dependency and data risks). You can also compare Papersgpt For Zotero side by side with other MCP servers in the Related tools section on this page.
README badge and team notes
Maintain or use Papersgpt For Zotero? Show its live grade in your GitHub README, docs site, or run a check from the terminal before you install.
GitHub README Markdown:
[](https://agentarmorhq.com/skills/papersgpt-papersgpt-for-zotero)HTML embed:
<a href="https://agentarmorhq.com/skills/papersgpt-papersgpt-for-zotero"><img src="https://agentarmorhq.com/api/badge/papersgpt-papersgpt-for-zotero" alt="AgentArmorHQ Risk Grade for Papersgpt For Zotero" height="20" /></a>Terminal check:
curl -fsSL https://agentarmorhq.com/api/cli | node --input-type=module - check "papersgpt-papersgpt-for-zotero"- Compare Papersgpt For Zotero →
- Add to a team allowlist
- Claude and terminal guide →
- Download the PDF guide
Share with your security lead
Need sign-off to use papersgpt-for-zotero? Copy this note for Slack, a ticket or a pull request.
### AgentArmorHQ Security Review Memo: papersgpt-for-zotero
- **Listing URL:** https://agentarmorhq.com/skills/papersgpt-papersgpt-for-zotero
- **Type:** App connector
- **Risk Grade:** Grade C (Moderate risk signals)
- **Outside Security Advisories on File:** 0
- **Public Adoption:** 2.7k GitHub stars
#### Permission & Blast-Radius Signals
- **Local files:** Reads local files
- **Command execution:** No shell command runner noted
- **Network reach:** Connects to outside service API
- **Credentials:** Requires API key or token
- **Package source:** GitHub (papersgpt/papersgpt-for-zotero)
#### Recommended Hardened Setup
- **Source Repo:** https://github.com/papersgpt/papersgpt-for-zotero
- **Controls:** Pin an exact version in `.mcp.json`, scope access to a single workspace folder, and use a least-privilege read-only token where supported.
_Based on public adoption and transparency signals as of Oct 22, 2026. Our opinion, not a code audit or security guarantee._Key facts
- Type
- App connector
- Publisher
- papersgpt
- Source code
- github.com/papersgpt/papersgpt-for-zotero
- Est. context load
- ~900 tokens / turn (~5 tool schemas, 0.45% of 200k context)
- Popularity
- 2.7k GitHub stars
- Last updated
- 2026-10-29
- Last graded
- 2026-10-22
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