papersgpt-for-zotero

Name: papersgpt-for-zotero
Author: papersgpt

2.5kstars89forks

How to install papersgpt-for-zotero?

papersgpt/papersgpt-for-zotero

$git clone https://github.com/papersgpt/papersgpt-for-zotero

Installs into the current project.

Summary

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, cro

Files · 1

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README.md

1	# PapersGPT
2	## Industrial-Scale Multi-Document Intelligence for Zotero. 100% Local. Zero Hallucinations.
3
4	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.
5
6	---
7
8	## ⚡ Extreme Performance: Built for "Big Data" Researchers
9
10	Stop waiting for embedding progress bars. Most AI tools use Python/JS scripts that lag or crash as your library grows. PapersGPT’s C++ core provides:
11
12	- Near-Instant Indexing: Process 1,000+ documents in minutes, not hours.
13	- Hardware Efficiency: Millisecond-level retrieval with minimal RAM usage, leaving your system resources free for other tasks.
14	- Zero-Cloud Dependency: High-speed structural indexing occurs 100% on your machine. No external APIs, no cloud bottlenecks, even works in Airplane Mode.
15
16	---
17
18	## 🎯 Superior Multi-Doc Intelligence & Accuracy
19
20	PapersGPT moves beyond the "fuzzy" matching of standard semantic search by embeddings. Our engine understands document structure, ensuring that cross-paper comparisons are logically sound and factually accurate.
21
22	- Deep Cross-Document Comparison
23	“Compare the sample sizes and p-values of all 50 clinical trials in my 'Cardiology' folder.”
24	AI synthesizes data from multiple files into structured tables or reports without losing the nuances of individual studies.
25
26	- Global Library Synthesis
27	Ask questions across your entire Zotero library. Identify trends, evolution of terms, or conflicting evidence across 10,000+ documents simultaneously.
28
29	- Verifiable Evidence (Click-to-Jump)
30	Accuracy is useless without proof. Every synthesis includes interactive citations. Every AI response includes precise citations; clicking on them takes you directly to the specific paper being cited.
31
32	- Ensure the absolute 100% privacy and security of your local sensitive Zotero data
33
34	- Support 100% offline local LLMs
35	PapersGPT currently supports three different ways to connect to local large language models (LLMs):
36
37	1. Integrated SOTA open-source LLMs – such as Gemma 4 12B and Qwen3.5 4B. These models can be downloaded and run with a single click, eliminating the need for complex installation procedures; simply selecting a model from the "Local LLM" option triggers an automatic download from Hugging Face and launches the model.
38
39	2. Custom OpenAI-compatible endpoint – connect to a flexible OpenAI-compatible privately deployed LLM endpoint by configuring a customized LLM API within PapersGPT.
40
41	3. Ollama integration – supports connections to local Ollama instances; any LLM deployed and running locally via Ollama can be connected and used simply by configuring it within PapersGPT.
42
43	- Parsing, Indexing and Searching documents in Zotero are performed locally, there is no reliance on the clouds, and these operations can be run offline.
44
45	- Local LLMs and local document processing ensure "zero-byte" data leakage from your device.
46
47	---
48
49	## ✨ Core Unique Features
50
51	- AutoPilot Automation: The world's first "Autonomous Researcher" for Zotero. Define a research goal and let AI batch-process 1,000+ papers overnight, saving insights directly into Zotero Notes while you sleep.
52	- SOTA Model Cowork: Seamlessly switch between Claude Fable 5, Claude Sonnet 5, GPT-5.6, Gemini 3.6, GLM 5.2, Kimi k3 and DeepSeek, or run Free Local LLMs (via Ollama) for a total air-gapped experience.
53	- Zotero MCP Server: Integrate your local knowledge base as a primary "skill" for agentic platforms like Claude Code, Cursor, or Windsurf.
54
55	---
56
57	## 📖 Quickstart
58
59	### Step 1: Download and Install
60
61	1. First, download the latest [PapersGPT](https://github.com/papersgpt/papersgpt-for-zotero/releases/download/papersgpt-v0.6.1/papersgpt-v

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papersgpt-for-zotero

2.5kstars89forks

View on GitHub

How to install papersgpt-for-zotero?

papersgpt/papersgpt-for-zotero

$git clone https://github.com/papersgpt/papersgpt-for-zotero

Installs into the current project.

Summary

Files · 1

View on GitHub

README.md

1	# PapersGPT
2	## Industrial-Scale Multi-Document Intelligence for Zotero. 100% Local. Zero Hallucinations.
3
4	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.
5
6	---
7
8	## ⚡ Extreme Performance: Built for "Big Data" Researchers
9
10	Stop waiting for embedding progress bars. Most AI tools use Python/JS scripts that lag or crash as your library grows. PapersGPT’s C++ core provides:
11
12	- Near-Instant Indexing: Process 1,000+ documents in minutes, not hours.
13	- Hardware Efficiency: Millisecond-level retrieval with minimal RAM usage, leaving your system resources free for other tasks.
14	- Zero-Cloud Dependency: High-speed structural indexing occurs 100% on your machine. No external APIs, no cloud bottlenecks, even works in Airplane Mode.
15
16	---
17
18	## 🎯 Superior Multi-Doc Intelligence & Accuracy
19
20	PapersGPT moves beyond the "fuzzy" matching of standard semantic search by embeddings. Our engine understands document structure, ensuring that cross-paper comparisons are logically sound and factually accurate.
21
22	- Deep Cross-Document Comparison
23	“Compare the sample sizes and p-values of all 50 clinical trials in my 'Cardiology' folder.”
24	AI synthesizes data from multiple files into structured tables or reports without losing the nuances of individual studies.
25
26	- Global Library Synthesis
27	Ask questions across your entire Zotero library. Identify trends, evolution of terms, or conflicting evidence across 10,000+ documents simultaneously.
28
29	- Verifiable Evidence (Click-to-Jump)
30	Accuracy is useless without proof. Every synthesis includes interactive citations. Every AI response includes precise citations; clicking on them takes you directly to the specific paper being cited.
31
32	- Ensure the absolute 100% privacy and security of your local sensitive Zotero data
33
34	- Support 100% offline local LLMs
35	PapersGPT currently supports three different ways to connect to local large language models (LLMs):
36
37	1. Integrated SOTA open-source LLMs – such as Gemma 4 12B and Qwen3.5 4B. These models can be downloaded and run with a single click, eliminating the need for complex installation procedures; simply selecting a model from the "Local LLM" option triggers an automatic download from Hugging Face and launches the model.
38
39	2. Custom OpenAI-compatible endpoint – connect to a flexible OpenAI-compatible privately deployed LLM endpoint by configuring a customized LLM API within PapersGPT.
40
41	3. Ollama integration – supports connections to local Ollama instances; any LLM deployed and running locally via Ollama can be connected and used simply by configuring it within PapersGPT.
42
43	- Parsing, Indexing and Searching documents in Zotero are performed locally, there is no reliance on the clouds, and these operations can be run offline.
44
45	- Local LLMs and local document processing ensure "zero-byte" data leakage from your device.
46
47	---
48
49	## ✨ Core Unique Features
50
51	- AutoPilot Automation: The world's first "Autonomous Researcher" for Zotero. Define a research goal and let AI batch-process 1,000+ papers overnight, saving insights directly into Zotero Notes while you sleep.
52	- SOTA Model Cowork: Seamlessly switch between Claude Fable 5, Claude Sonnet 5, GPT-5.6, Gemini 3.6, GLM 5.2, Kimi k3 and DeepSeek, or run Free Local LLMs (via Ollama) for a total air-gapped experience.
53	- Zotero MCP Server: Integrate your local knowledge base as a primary "skill" for agentic platforms like Claude Code, Cursor, or Windsurf.
54
55	---
56
57	## 📖 Quickstart
58
59	### Step 1: Download and Install
60
61	1. First, download the latest [PapersGPT](https://github.com/papersgpt/papersgpt-for-zotero/releases/download/papersgpt-v0.6.1/papersgpt-v

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