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Use when the user wants to search, browse, read, summarize, cite, annotate, or manage their Zotero library through Zotero MCP. Triggers include Zotero, 文献库, 查文献, 读论文, PDF 注释, citation key, BibTeX, 标签, 集合, and adding or updating Zotero items.
Passed 12 of 17 test cases with the skill, and 2 of 17 without it.
and 14 more in the full report
13 fixed3 passed either way7 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
Both official Zotero tools and local research MCP tools are active. The user asks to read detailed user notes, local tags, and PDF annotations attached to an item in their database. Which tool layer should handle this task?
| Checked | Without skill | With skill |
|---|---|---|
| Prefers the personal zotero-research-tools plugin for reading local database metadata and annotations. | Missed | Passed |
The instructions your model reads when the skill loads.
Use this skill when working with the user's Zotero library through the zotero MCP server.
ZOTERO_DB_PATH; do not assume a hard-coded machine path.zotero-mcp (all-MiniLM-L6-v2) unless the current MCP configuration explicitly exposes OpenAI or Gemini embeddings.llm-for-zotero installed: https://github.com/yilewang/llm-for-zotero.llm-for-zotero as a Zotero-side PDF reader and library assistant. It is not exposed as a Codex marketplace plugin or as the zotero MCP server.zotero-research-tools plugin as the Codex-facing layer: it exposes the zotero MCP server, reads Zotero metadata/full text/notes/annotations/tags/collections, and routes research tasks.llm-for-zotero output only after it is saved into Zotero notes/annotations, the MinerU Markdown cache, file-based notes, or pasted by the user. Do not assume Codex can operate the add-on UI directly through MCP.llm-for-zotero v3.8.13, the add-on advertises stronger chat-history search, source-grounded citation rendering, Codex trace display, Markdown/Mermaid/SVG rendering, and smarter MinerU cloud polling. Treat these as Zotero-side UI/output helpers; they do not make the add-on UI directly callable from the zotero MCP server.ZOTERO_DB_PATH is only the optional Zotero MCP database path and should point to zotero.sqlite.llm-for-zotero-mineru, not under ZOTERO_DB_PATH and not necessarily under the user's Obsidian folder.ZOTERO_DB_PATH points outside the resolved Zotero data directory, Codex and llm-for-zotero may be reading different libraries.llm-for-zotero; this repo should expose only zotero-research-tools for Codex-side work..\plugins\zotero-research-tools\scripts\start-zotero-mcp.ps1 -Status
zotero-research-tools plugin for local Zotero MCP operations, local library metadata, notes, annotations, tags, collections, write operations, and any workflow that depends on the user's local Zotero database.full.md cache for deep paper reading, evidence extraction, methods/results checking, and figure/table-aware summaries.llm-for-zotero, and MinerU output.test cases passed, vs 2 / 17 without
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