Agent skill

Zotero MCP Guide

by wentorai in wentorai/research-plugins

Guide to Zotero MCP for connecting Zotero library with AI assistants

MITAuto-check passedResearch & Science

Install Zotero MCP Guide

skills CLI
$ npx skills add wentorai/research-plugins --skill zotero-mcp-guide -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install wentorai/research-plugins zotero-mcp-guide --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/writing/citation/zotero-mcp-guide .claude/skills/zotero-mcp-guide && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
zotero-mcp-guide
GitHub stars
298
Used in
1 other repo
Token cost
~2.1k tokens
SKILL.md length
1,065 words
Files
1
Skills in repo
405
Repo updated
First seen
Licence
MIT

At a glance

Guide to Zotero MCP for connecting Zotero library with AI assistants

  • Works in 4 steps: Start Zotero → Launch your AI client with the MCP… → Ask the AI to search your Zotero library… → …
  • Tasks that involve Citation management
  • SKILL.md covers Overview, Installation and Setup, Core Features and Research Workflow Integration, plus 3 more sections
  • Calls npm and git; reaches github.com

What it does

Zotero MCP Guide is an agent skill from wentorai/research-plugins. Guide to Zotero MCP for connecting Zotero library with AI assistants

Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Research & Science, covering Citation management and MCP servers. It works with Model Context Protocol and Zotero. The repository describes itself as: 350+ academic research skills, MCP configs, and plugins for Research-Claw and AI agents. The licence is MIT.

When your agent uses it

  • Tasks that involve Citation management
  • Tasks that involve MCP servers

Example prompts

  • “/zotero-mcp-guide”

Requirements

  • Node.js

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Start Zotero
  2. Launch your AI client with the MCP configuration
  3. Ask the AI to search your Zotero library (e.g., "Find papers about machine learning in my Zotero library")
  4. If the AI returns results from your library, the connection is working

What it can do on your machine

Read from SKILL.md and the folder at commit bf44b3c. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npm
    • git

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • github.com

    Also links to:

    • modelcontextprotocol.io
    • zotero.org
    • docs.anthropic.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Zotero MCP Guide loads about 2.1k tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 1,065 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~21
When it runs · the whole SKILL.md, loaded when a task matches
~2.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from wentorai/research-plugins at commit bf44b3c, republished under its MIT licence (© wentorai). 1,065 words, ~2,104 tokens.

Download SKILL.mdSave it as .claude/skills/zotero-mcp-guide/SKILL.md (or your agent's skills folder).
name
zotero-mcp-guide
description
Guide to Zotero MCP for connecting Zotero library with AI assistants

Zotero MCP Guide

Overview

Zotero MCP is an emerging tool with over 2,000 GitHub stars that implements the Model Context Protocol (MCP) to connect your Zotero reference library with AI assistants such as Claude. By exposing your Zotero library as a structured data source through MCP, it allows AI models to search, retrieve, and reason about your collected academic papers, annotations, and notes during conversations.

The Model Context Protocol provides a standardized way for AI applications to access external data sources. Zotero MCP leverages this protocol to give AI assistants direct, read-only access to your research library. Instead of manually copying and pasting paper details into a chat, you can ask an AI assistant to look up papers in your Zotero library, summarize your annotations on a specific topic, find related references, or help draft text based on your collected sources.

This integration is particularly valuable for researchers who maintain comprehensive Zotero libraries and want to leverage AI assistance for literature reviews, writing, and knowledge synthesis. The AI can work with the full context of your library rather than being limited to whatever you paste into the conversation, making interactions more productive and contextually grounded.

Installation and Setup

Zotero MCP requires both a running Zotero instance and an MCP-compatible AI client.

Prerequisites:

  • Zotero 6 or 7 installed and running
  • Node.js 18 or later
  • An MCP-compatible AI client (Claude Desktop, or another MCP host)

Install the MCP Server:

bash
# Clone the repository
git clone https://github.com/54yyyu/zotero-mcp.git
cd zotero-mcp

# Install dependencies
npm install

# Build the server
npm run build

Configure Zotero:

  • Ensure the Zotero local API is enabled (it is by default on port 23119)
  • The MCP server communicates with Zotero through its local HTTP API
  • No API key is needed for local connections; Zotero must simply be running

Configure Your AI Client:

For Claude Desktop, add the Zotero MCP server to your configuration file (claude_desktop_config.json):

json
{
  "mcpServers": {
    "zotero": {
      "command": "node",
      "args": ["/path/to/zotero-mcp/dist/index.js"]
    }
  }
}

For other MCP hosts, follow their respective documentation for adding MCP servers. The server communicates over stdio using the standard MCP transport protocol.

Verify the Connection:

  1. Start Zotero
  2. Launch your AI client with the MCP configuration
  3. Ask the AI to search your Zotero library (e.g., "Find papers about machine learning in my Zotero library")
  4. If the AI returns results from your library, the connection is working

Core Features

Library Search: The MCP server exposes a search tool that allows AI assistants to query your Zotero library using natural language or structured queries. The AI can search by:

  • Title keywords
  • Author names
  • Publication year or date range
  • Tags and collections
  • Full-text content (if Zotero full-text indexing is enabled)

Item Retrieval: Retrieve complete metadata for specific items including:

  • Bibliographic information (title, authors, journal, year, DOI, etc.)
  • Abstract and keywords
  • Tags and collection membership
  • Attached file information
  • Related items

Annotation Access: The AI can read your PDF annotations and notes for specific items. This means you can ask questions like "What did I highlight in the Smith 2024 paper?" or "Summarize my annotations on papers about transformer architectures" and the AI will access your actual annotations to formulate a response.

Collection Browsing: Navigate your Zotero collection hierarchy to understand how you have organized your library. The AI can list collections, show items within specific collections, and understand the taxonomic structure of your research.

Note Reading: Access standalone notes and item notes in your Zotero library. This is useful for AI-assisted writing where your accumulated research notes provide the source material for drafting text.

Citation Formatting: Request formatted citations for items in your library. The AI can generate citations in various styles (APA, MLA, Chicago, etc.) by accessing the complete bibliographic data through MCP.

Show full SKILL.md (477 more words)Show less

Research Workflow Integration

AI-Assisted Literature Review:

  1. Collect papers on your topic in a Zotero collection as you normally would
  2. Read and annotate the papers in Zotero's PDF reader
  3. Start a conversation with your AI assistant
  4. Ask the AI to review your collection and annotations on the topic
  5. The AI accesses your library through MCP and synthesizes your annotations
  6. Iterate with the AI to identify themes, gaps, and connections you may have missed

Intelligent Writing Support:

  • Ask the AI to draft a paragraph about a topic, referencing papers from your library
  • The AI retrieves relevant items and annotations to ground the draft in your sources
  • Request properly formatted citations that match your collected references
  • Iterate on the draft with the AI having full context of your source materials

Research Question Exploration:

  • Pose a research question to the AI
  • Ask it to search your library for relevant papers
  • The AI identifies which of your collected papers relate to the question
  • Discuss the state of knowledge based on your library, not general training data

Library Management Assistance:

  • Ask the AI to identify potential duplicate entries in your library
  • Request suggestions for how to reorganize collections based on content analysis
  • Have the AI suggest tags for untagged items based on their metadata and content

Example Conversations:

You: What papers do I have about attention mechanisms in neural networks?

AI: [Searches Zotero via MCP] I found 12 papers in your library related
to attention mechanisms. The earliest is Bahdanau et al. (2014) and the
most recent is...

You: Summarize what I highlighted in the Vaswani 2017 paper.

AI: [Retrieves annotations via MCP] In the Vaswani et al. (2017)
"Attention Is All You Need" paper, you highlighted three key passages...

Security and Privacy Considerations

Zotero MCP operates locally on your machine. All communication between the MCP server and Zotero happens over localhost, and your library data is not uploaded to any external service. However, when you use the MCP integration with a cloud-based AI assistant, the content retrieved from your library is sent to the AI provider as part of the conversation context.

Best practices for privacy:

  • Be aware that paper content, annotations, and notes accessed through MCP will be included in your conversation with the AI provider
  • Avoid using MCP with sensitive or embargoed research content when the AI provider is cloud-based
  • For maximum privacy, use MCP with locally-hosted AI models
  • Review your AI provider's data retention and usage policies
  • The MCP server provides read-only access; it cannot modify your Zotero library

Troubleshooting

AI Cannot Find Zotero: Ensure Zotero is running before starting your AI client. The MCP server connects to Zotero's local API on port 23119. If you have changed the default port, update the MCP server configuration accordingly.

Search Returns No Results: Verify that your Zotero library has items and that full-text indexing is enabled for better search coverage. Check that the MCP server is properly connected by reviewing its console output for any error messages.

Slow Responses: Large libraries may take longer to search. Consider using more specific queries or searching within particular collections to narrow the scope. Enabling Zotero's search cache can improve response times.

References

© wentorai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/writing/citation/zotero-mcp-guide of wentorai/research-plugins.

Open the folder on GitHubat commit bf44b3c

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in wentorai/research-plugins, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Zotero MCP Guide next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Zotero MCP Guide compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Zotero MCP Guide this skillwentorai/research-plugins2981 repos~2.1kAutomated safety check: PassMIT
Annotate Paper54yyyu/zotero-mcp5.3k—~1.5kAutomated safety check: PassMIT
Setup MedsciAperivue/medsci-skills333—~960Automated safety check: PassMIT
Literature Review Toolsbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~2.5kAutomated safety check: NotesCustom licence
NSFC Literature Review WriterHuiyuLi-2000/Chinese-Grant-Writer-Skills4391 repos~1.4kAutomated safety check: NotesMIT
Docsagentdocsagent/docsagent625—~834Automated safety check: PassNone

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Questions about Zotero MCP Guide

What does Zotero MCP Guide do?

Guide to Zotero MCP for connecting Zotero library with AI assistants. Zotero MCP Guide is an agent skill from wentorai/research-plugins.

When should I use Zotero MCP Guide?

Zotero MCP Guide fits situations like: tasks that involve Citation management; tasks that involve MCP servers.

How do I install Zotero MCP Guide in Claude Code?

Run `npx skills add wentorai/research-plugins --skill zotero-mcp-guide -a claude-code`. Or copy the skill folder (skills/writing/citation/zotero-mcp-guide in wentorai/research-plugins) into .claude/skills/zotero-mcp-guide in your project. Claude Code loads it when a task matches its description.

How do I install Zotero MCP Guide in Codex?

Run `npx skills add wentorai/research-plugins --skill zotero-mcp-guide -a codex`. Or copy the skill folder (skills/writing/citation/zotero-mcp-guide in wentorai/research-plugins) into .agents/skills/zotero-mcp-guide in your project. Codex loads it when a task matches its description.

Can I use Zotero MCP Guide in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add wentorai/research-plugins --skill zotero-mcp-guide -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/zotero-mcp-guide, .gemini/skills/zotero-mcp-guide, .github/skills/zotero-mcp-guide and .opencode/skills/zotero-mcp-guide in your project.

What does Zotero MCP Guide need to run?

Going by SKILL.md and its folder, Zotero MCP Guide needs the command-line tools its instructions call (npm and git). Our summary lists: Node.js.

Does Zotero MCP Guide access the network?

SKILL.md names 4 domains. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. As links in the text: modelcontextprotocol.io, zotero.org and docs.anthropic.com. This is read from the text; nothing was executed.

Is Zotero MCP Guide safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Zotero MCP Guide use?

Zotero MCP Guide is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Zotero MCP Guide use?

About 2.1k tokens (SKILL.md is roughly 8.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Zotero MCP Guide?

Skills that share tags, products or a category with Zotero MCP Guide: Annotate Paper (54yyyu/zotero-mcp, 5.3k stars), Setup Medsci (Aperivue/medsci-skills, 333 stars), Literature Review Tools (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars) and NSFC Literature Review Writer (HuiyuLi-2000/Chinese-Grant-Writer-Skills, 439 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Zotero MCP Guide?

wentorai (a GitHub user) maintains it in wentorai/research-plugins, which has 298 GitHub stars. The repository holds 405 skills in this directory. The repository was last updated on June 19, 2026.

Source: wentorai/research-plugins on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.