AI-powered paper summarization plugin for Zotero
Scanned 6/6/2026
Install via CLI
openskills install brycewang-stanford/Auto-Empirical-Research-Skills---
name: zotero-ai-butler-guide
description: "AI-powered paper summarization plugin for Zotero"
metadata:
openclaw:
emoji: "🤵"
category: "literature"
subcategory: "fulltext"
keywords: ["Zotero", "AI summary", "paper summarization", "LLM", "abstract generation", "reading assistant"]
source: "https://github.com/steven-jianhao-li/zotero-AI-Butler"
---
# Zotero AI Butler Guide
## Overview
Zotero AI Butler is a Zotero plugin that uses LLMs to summarize, analyze, and annotate academic papers directly within Zotero. It can generate structured summaries, extract key findings, compare papers, and answer questions about documents — all without leaving the reference manager. Supports multiple LLM backends (OpenAI, Claude, local models).
## Installation
```bash
# Download .xpi from GitHub releases
# Zotero 7: Tools → Add-ons → Install Add-on From File
```
## Configuration
```markdown
### LLM Backend Setup (Preferences → AI Butler)
**Option 1: OpenAI**
- Provider: OpenAI
- Model: gpt-4o
- Set environment variable for credentials
**Option 2: Anthropic**
- Provider: Anthropic
- Model: claude-sonnet-4-20250514
**Option 3: Local (Ollama)**
- Provider: Ollama
- Endpoint: http://localhost:11434
- Model: llama3.1
**Option 4: Custom API**
- Provider: Custom
- Endpoint: your-api-url
- Compatible with OpenAI API format
```
## Features
### Paper Summarization
```markdown
### Usage
1. Select paper in Zotero
2. Right-click → AI Butler → Summarize
3. Summary added as Zotero note
### Summary Templates
- **Quick Summary** (1 paragraph): Core contribution + method + result
- **Structured Summary**: Background / Method / Results / Limitations
- **Executive Brief**: Who should read this and why
- **Technical Deep-Dive**: Detailed methodology and math
```
### Key Finding Extraction
```markdown
### Extract structured information:
- **Research question**: What problem does this paper address?
- **Methodology**: What approach do the authors use?
- **Key results**: What are the main findings?
- **Contributions**: What is novel about this work?
- **Limitations**: What are the acknowledged limitations?
- **Future work**: What directions do the authors suggest?
```
### Paper Comparison
```markdown
### Compare multiple papers:
1. Select 2+ papers in Zotero
2. Right-click → AI Butler → Compare Papers
3. Generates comparison table:
- Shared and unique contributions
- Methodological differences
- Performance comparison (if applicable)
- Complementary insights
```
### Q&A Mode
```markdown
### Ask questions about papers:
1. Open paper in Zotero reader
2. AI Butler sidebar → Ask a question
3. Answers grounded in paper content with page references
Example questions:
- "What loss function do they use?"
- "How does this compare to prior work?"
- "What are the hyperparameters?"
- "Explain equation 3 in simpler terms"
```
## Batch Processing
```markdown
### Summarize multiple papers:
1. Select papers (or entire collection)
2. Right-click → AI Butler → Batch Summarize
3. Progress bar shows completion
4. Each paper gets a summary note attached
### Reading List Generation:
1. Select collection
2. AI Butler → Generate Reading Order
3. Suggests optimal reading sequence based on:
- Citation relationships
- Conceptual dependencies
- Publication chronology
```
## Custom Prompts
```markdown
### Create custom analysis prompts:
# In AI Butler preferences → Custom Prompts
Prompt: "Systematic Review Extraction"
Template: |
Extract the following from this paper:
1. Study design (RCT, cohort, etc.)
2. Sample size
3. Primary outcome
4. Effect size with CI
5. Risk of bias indicators
Format as structured JSON.
```
## Integration with Zotero Workflow
```markdown
### Combined Plugin Workflow
1. **Zotero Connector** → Import paper
2. **Zotero Sci-Hub** → Fetch PDF
3. **AI Butler** → Generate summary note
4. **Zotero Actions Tags** → Auto-tag based on summary
5. **Notero** → Sync to Notion with summary
6. **Better BibTeX** → Export citations for writing
```
## Use Cases
1. **Rapid screening**: Quick summaries for literature triage
2. **Paper comprehension**: Ask clarifying questions
3. **Comparison studies**: Side-by-side paper analysis
4. **Data extraction**: Structured information for systematic reviews
5. **Reading preparation**: Generate briefings before journal club
## References
- [Zotero AI Butler GitHub](https://github.com/steven-jianhao-li/zotero-AI-Butler)
- [Zotero Plugin Development](https://www.zotero.org/support/dev/client_coding/plugin_development)
No comments yet. Be the first to comment!