Atlas / Skills / brycewang-stanford / Zotero Ai Butler Guide

Zotero Ai Butler GuideSAFE

skills/brycewang-stanford/zotero-ai-butler-guide

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
1 documented
License
NOASSERTION
Stars
4,537
01

Overview

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Read from source at commit e1ba289846fdOBSERVED · 2026-10-08
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
openclawmentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
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)
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__zotero-ai-butler-guide.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdSAFEB89first audit
06

Questions

What does the Zotero Ai Butler Guide skill do?

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Is Zotero Ai Butler Guide safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Zotero Ai Butler Guide access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Zotero Ai Butler Guide work with?

Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (e1ba289846fd), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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