
Zotero Ai Butler Guide
- 3 installs
- 269 repo stars
- Updated June 19, 2026
- wentorai/research-plugins
Helps with ai & agent building tasks during AI-assisted development.
About
zotero-ai-butler-guide is a Claude Code skill for ai & agent building. It helps developers move faster with AI-assisted coding.
- zotero-ai-butler-guide
- AI & Agent Building
- AI-coding skill
Zotero Ai Butler Guide by the numbers
- 3 all-time installs (skills.sh)
- Ranked #13,677 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
- Data as of Aug 1, 2026 (Skillselion catalog sync)
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| Installs | 3 |
|---|---|
| repo stars | ★ 269 |
| Last updated | June 19, 2026 |
| Repository | wentorai/research-plugins ↗ |
What it does
Helps with ai & agent building tasks during AI-assisted development.
Files
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
# Download .xpi from GitHub releases
# Zotero 7: Tools → Add-ons → Install Add-on From FileConfiguration
### 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 formatFeatures
Paper Summarization
### 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 mathKey Finding Extraction
### 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
### 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 insightsQ&A Mode
### 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
### 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 chronologyCustom Prompts
### 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
### 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 writingUse 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