54yyyu/zotero-mcp: README-based editorial guide

54yyyu/zotero-mcp describes itself in the README as "Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.". This article keeps to facts that can be checked in the repository. Stars, forks, and promotional badges are signals of attention, not proof of quality. Under "Zotero MCP: Chat with your Research Library,Local or Web,in Claude, ChatGPT, and more.", the README says: Zotero MCP directly connects your Zotero. Review papers, get summaries, analyze citations, extract PDF annotations, and more!. That establishes the project's stated boundary, not a production test.

The README's "🧠 AI-Powered Semantic Search" section gives a useful starting point for deciding whether the project fits: Multiple embedding models: Default (free, local), OpenAI, Gemini, and Ollama. If that problem is not yours, popularity is a poor reason to adopt it. Project names, commands, and component names are kept as written so a reader can return to the primary source without guessing at terminology. Another checkable README item is: Vector-based similarity search over your entire research library (requires [semantic] extra). It can shape a first test, but it does not replace testing in the intended environment.

The operating model is spread across sections such as "Default Installation (core tools only)". The source evidence includes: The base install is lightweight , it includes search, metadata retrieval, annotations, and write operations. No ML/AI dependencies are pulled in.. This article does not turn missing architecture, performance, or security details into claims. A real deployment still needs a look at the repository layout, configuration files, and release history.

Start installation from the README's documented entry point. A command that can be checked in the source is: pip install zotero-mcp-server zotero-mcp setup # Auto-configure (Claude Desktop supported) When the README contains no runnable command, this article does not invent one. Open its "✨ Features" section and confirm system dependencies, default ports, and first-run initialization before using a public server.