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papersgpt-for-zotero MCP Server

papersgpt/papersgpt-for-zotero

Score: 70.3 ↑ 6.2% Rank #3988 MCP Server
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A powerful Zotero AI and MCP plugin with ChatGPT, Gemini 3.7, Claude Fable 5, Claude Opus 5, DeepSeek V4, Grok, OpenRouter, Kimi k3, GLM 5.3, SiliconFlow, GPT-oss, Gemma 4, Qwen 3.8

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Overview

papersgpt/papersgpt-for-zotero is a JavaScript tool licensed under AGPL-3.0. A powerful Zotero AI and MCP plugin with ChatGPT, Gemini 3.7, Claude Fable 5, Claude Opus 5, DeepSeek V4, Grok, OpenRouter, Kimi k3, GLM 5.3, SiliconFlow, GPT-oss, Gemma 4, Qwen 3.8 Topics: zotero, mistral, claude, chatgpt, llama, ai, chat, pdf, deepseek, gemini, gpt-5, gpt-oss, openrouter, mcp, deepresearch, gemma4, claude-fable-5, kimi-k3, deepseek-v4-pro, glm-5-3.

Ranked #3988 out of 24846 indexed tools.

Has 2,667 GitHub stars.

Ecosystem

JavaScript AGPL-3.0
zoteromistralclaudechatgptllamaaichatpdfdeepseekgeminigpt-5gpt-ossopenroutermcpdeepresearchgemma4claude-fable-5kimi-k3deepseek-v4-proglm-5-3

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 2,667

2,667 stars → well-known project

Freshness 25% 28d ago

Last commit 28d ago → recently updated

Issue Health 25% 32%

36/112 issues closed → many open issues

Contributors 10% 6

6 contributors → small team

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 98
Description Detailed
License AGPL-3.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Issue Health high impact

You have 76 open vs 36 closed issues — triaging stale issues improves health

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for papersgpt/papersgpt-for-zotero
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Matched Queries

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From the README

# PapersGPT

## Industrial-Scale Multi-Document Intelligence for Zotero. 100% Local. Zero Hallucinations.

**PapersGPT** is a professional-grade Zotero extension engineered in Native C++ to transform thousands of isolated PDFs into a single, high-precision knowledge engine. While standard tools struggle with single-file chat or slow, "fuzzy" embeddings, PapersGPT delivers instant, cross-document synthesis and global library search with absolute data sovereignty.

---

## ⚡ Extreme Performance: Built for "Big Data" Researchers

Stop waiting for embedding progress bars. Most AI tools use Python/JS scripts that lag or crash as your library grows. PapersGPT is built to handle professional-scale research. It turns massive document silos into instant knowledge bases. Whether you have 100 or 10,000+ PDFs, the experience remains lightning-fast. **PapersGPT’s Enterprise-Grade Performance:**

*   **Massive Throughput:** 10,000 PDFs (170k pages) totaling **42GB** indexed in just **7 minutes**.
* 
Read full README on GitHub →

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