Zotero Gpt GuideSAFE
🔬 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.
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.
e1ba289846fdOBSERVED · 2026-10-08Host compatibility
What the documentation claims. We have not run a compatibility test.
| Host | Status | Notes |
|---|---|---|
| openclaw | mentioned |
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-gpt-guide
description: "Guide to Zotero GPT for AI-powered research assistance within Zotero"
metadata:
openclaw:
emoji: "🤖"
category: "writing"
subcategory: "citation"
keywords: ["zotero", "gpt", "ai-assistant", "research-ai", "paper-analysis"]
source: "https://github.com/MuiseDestiny/zotero-gpt"
---
# Zotero GPT Guide
## Overview
Zotero GPT brings large language model capabilities directly into the Zotero reference manager, allowing researchers to interact with their library and papers through natural language. With over 7,000 GitHub stars, it has become one of the most sought-after Zotero plugins as researchers increasingly look for ways to integrate AI into their academic workflows.
The plugin connects Zotero to various LLM providers including OpenAI, Azure OpenAI, and compatible API endpoints. Researchers can ask questions about papers, generate summaries, extract key findings, compare methodologies across studies, and perform many other analytical tasks without leaving Zotero. The AI has access to the context of your current paper, selected text, annotations, and library metadata.
What makes Zotero GPT particularly powerful for academic work is its tight integration with the Zotero ecosystem. Unlike standalone AI tools where you must copy and paste text, Zotero GPT understands the structure of your library and can reference specific papers, annotations, and collections. This contextual awareness makes it far more effective for research tasks than generic chatbot interfaces.
## Installation and Setup
Install Zotero GPT through the Zotero add-on system:
1. Download the latest `.xpi` file from https://github.com/MuiseDestiny/zotero-gpt/releases
2. In Zotero, navigate to Tools > Add-ons > gear icon > Install Add-on From File
3. Select the `.xpi` file and restart Zotero
Configure your LLM provider:
- Open Zotero Preferences > Zotero GPT
- Select your API provider (OpenAI, Azure, or custom endpoint)
- Set your API key through environment variables for security:
- For OpenAI: configure `$OPENAI_API_KEY` in your system environment
- For Azure: configure `$AZURE_OPENAI_KEY` and `$AZURE_OPENAI_ENDPOINT`
- For custom endpoints: configure `$ZOTERO_GPT_API_KEY` and the endpoint URL
- Select your preferred model (GPT-4 recommended for research tasks)
- Set the maximum token limit for responses
- Configure temperature (lower values like 0.3 produce more focused, deterministic outputs)
Additional configuration options:
- Set default prompts for common research tasks
- Configure context window behavior (how much of the paper to include)
- Enable or disable streaming responses
- Set up custom prompt templates for your specific research needs
## Core Features
**Paper Summarization**: Select a paper in your library and ask Zotero GPT to generate a structured summary. The AI reads the available metadata, abstract, and any annotations you have made to produce a concise overview of the paper's contributions, methods, and findings.
**Question Answering**: While reading a PDF in Zotero's reader, highlight a passage and ask questions about it. The AI provides explanations, contextual information, and connections to broader concepts. This is particularly useful for understanding dense technical content outside your primary expertise.
**Annotation Analysis**: Zotero GPT can analyze your annotations across a paper or collection, identifying themes, contradictions, and patterns in your reading notes. This helps synthesize information from multiple sources into coherent research narratives.
**Methodology Comparison**: When reviewing papers for a literature review, ask the AI to compare methodologies, sample sizes, statistical approaches, and experimental designs across selected papers. This structured comparison accelerates the review process significantly.
**Writing Assistance**: Generate draft text based on your notes and annotations. The AI can help structure arguments, suggest transitions between ideas, and identify gaps in your reasoning that need additional evidence.
**Custom Prompts and Commands**: Define reusable prompt templates for tasks you perform regularly:
```
Command: /critique
Prompt: Analyze the methodology of this paper. Identify strengths,
weaknesses, potential biases, and threats to validity. Structure your
response with clear headings for each category.
```
```
Command: /extract-findings
Prompt: Extract and list the key findings from this paper. For each
finding, note the evidence strength, sample characteristics, and
any caveats mentioned by the authors.
```
## Research Workflow Integration
**Literature Screening**: When processing a large batch of papers from a database search, use Zotero GPT to quickly generate summaries and relevance assessments. Create a custom prompt that evaluates each paper against your specific inclusion criteria, dramatically speeding up the screening phase of systematic reviews.
**Deep Reading Assistance**: During close reading of important papers, use the AI as a discussion partner. Ask it to explain unfamiliar methods, clarify statistical procedures, or provide background on referenced theories. This is especially valuable when reading interdisciplinary papers that span multiple fields.
**Synthesis and Gap Analysis**: After annotating a collection of papers, ask Zotero GPT to identify recurring themes, methodological trends, and research gaps across your annotations. Use the output as a starting point for the synthesis section of your literature review.
**Draft Generation**: When moving from reading to writing, use writing assistance features to generate initial draft paragraphs based on your collected annotations and notes. The AI maintains awareness of your sources, making it easier to produce properly attributed text.
**Recommended Workflow Practices**:
- Always verify AI-generated summaries against the original text
- Use low temperature settings for factual extraction tasks
- Use higherTrust 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.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (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.
e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__zotero-gpt-guide.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-08 | e1ba289846fd | SAFE | B | 89 | first audit |
Questions
What does the Zotero Gpt 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 Gpt 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 Gpt Guide access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
Which assistants does Zotero Gpt 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.