Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Zotero MCP server: local-first search, library checks, and preview-first writes for AI agents.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
ZOTERO_API_KEY标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
链接指向作者自己的文件;我们不托管也不重新打包它。打开文件后,Claude Desktop 会进行安装。
在终端中运行这条命令
运行前请先填写空着的值。
浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 OrgMentem 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:ZOTERO_API_KEY
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.32.0)于前天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 MCPB。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
The trust-and-automation layer for Zotero
Docs: Get started · Commands · MCP server · Safe writes · Workflows
zotio gives humans, scripts, and MCP agents local-first search and auditing, preview-first writes, and bounded, provenance-tagged context for Zotero libraries.
Fast proof: check a bundled library before trying zotio on your own data.
brew install orgmentem/tap/zotio # or grab a signed binary from Releases
zotio demo # bundled library: 34 classic papers, one genuinely retracted ZOTIO_DEMO=1 zotio --data-source local items retract-check # check every DOI against Retraction Watch data
KEY STATUS TYPE NOTICE DOI DATE SOURCE TITLE
WAKE2235 correction correction 10.1016/s0140-6736(04)15715-2 2004-03-06 retraction-watch Ileal-Lymphoid-Nodular Hyperplasia, Non-Speci... WAKE2235 retracted retraction 10.1016/s0140-6736(10)60175-4 2010-02-06 retraction-watch Ileal-Lymphoid-Nodular Hyperplasia, Non-Speci... FAIR222U correction addendum 10.1038/s41597-019-0009-6 2019-03-19 publisher The FAIR Guiding Principles for Scientific Da... Checked 21 DOI-bearing items; 3 update notices flagged; 2 DOI(s) not registered with CrossRef.
That is the bundled library catching the retracted Wakefield 1998 MMR paper, with no Zotero install and no API key (the check queries Crossref live). zotio demo --reset deletes and re-seeds the demo library, restoring it to its original state. To remove it, delete demo.db and its -wal and -shm siblings at the path the demo prints (db_path in JSON output).
Zotero itself red-flags a retracted item when you open it, from the same Retraction Watch data. zotio adds what the desktop app does not: corrections and expressions of concern, a report across a whole library that scripts can consume, and an exit code CI can fail on.
Point it at your real library:
zotio init # guided setup: detect Zotero, key, first sync, health check
zotio items retract-check # the same check, against your real library zotio library health --for citation --fail-on high # fit to cite? (exit 11 if not) zotio items bibcheck thesis.tex --fail-on-unknown # every \cite{} resolves? (exit 11 if not)
Zotero's GUI is great for reading and citing. It is painful the moment you need to *operate* on a library at scale: find every article missing a PDF, catch duplicate \cite{} keys before a submission, export a week of highlights, keep an Obsidian vault in sync, or hand an AI agent trustworthy context. Existing CLIs and pyzotero give you raw API access — then you write the glue, and you own the risk.
zotio provides that glue with these properties:
zotio at your running desktop app for keyless reads, or use a synced mirror offline. Web-only reads such as every items bibliography format need a Web API key.zotio never calls an LLM; it assembles and budgets the context, then hands it to the model.It is the tool you reach for when the GUI gets too manual: find the problems that bite downstream, fix them safely, ingest with review, and give agents a surface they can trust.
Most reads stay on your machine; Web-only reads such as items bibliography need a Web API key. Writes split by intent: creating a new item (with its attachments/PDFs) prefers the local desktop connector (localhost:23119, no key — the same channel the browser "Save to Zotero" button uses), while field edits, deletes, enrichment, tag ops, moves, and `collections` create/update route to the Zotero Web API and need a configured key. items new always needs a key to fetch its Web-only template, even on the connector route. The connector path is a preference: --via auto uses it only on a personal library with the desktop running, and falls back to the Web API otherwise (group libraries always go to the cloud). For attachments add on an existing item, --via connector is an explicit desktop route that still needs a Web API key to move the file to its target. Writes are preview-first; item update reads its version from the Web write target at apply time. Supported applied changes update an existing local mirror so a follow-up read can see them without another sync.
| Plane | Backend | Needs a key? |
|---|---|---|
| Read | Local Zotero API (localhost:23119) + synced SQLite mirror; Web API for Web-only reads such as items bibliography | No, except Web-only reads |
| Write — new item | Local desktop connector (localhost:23119) when personal + desktop up; else Web API. New items, attachments, PDFs. | No on the connector path, except items new, which always needs a Web API key for its template |
| Write — other items and vault notes | Zotero Web API (api.zotero.org) — edits, deletes, enrich, tags, moves, collections create/update, vault write-back | Yes — configured once |
| External | CrossRef · OpenAlex · Semantic Scholar · Unpaywall · OpenCitations | No (feeds enrich/import) |
| Local-only | Files, desktop launch, vault file sync, introspection | No |
Run zotio doctor any time to see connectivity, cache freshness, and a writes: line telling you whether write-back is available or read-only.
library healthOne command that answers a real question — *"is this library fit for the next thing I'm going to do with it?"* — in place of six separate audits.
library health composes the checks that already exist (citekey conflicts, duplicates, missing metadata, tag drift, broken attachments) into one ranked, finding-typed report. You pick what "ready" means with --for:
--for | Prepares for | Checks |
|---|---|---|
quick *(default)* | anything obviously broken | citekey conflicts, duplicates, broken attachments |
citation | a manuscript bibliography | missing/duplicate citekeys, citation-core fields, duplicates |
systematic-review | a PRISMA screening corpus | duplicates, missing abstracts, missing full-text PDFs, broken attachment files (with --verify-files and a reachable desktop) |
vault | a trustworthy Obsidian/PKM vault sync | missing/duplicate citekeys (note filenames), citation-core fields |
all | a full sweep | every registered check |
$ zotio library health --for quick
Health: needs attention Scope: library · 846 top-level items (2103 mirrored rows) · source local · synced 1d ago · preset quick
High (13) [duplicate_candidates] doi="10.1002/bdm.2118" (2 items) [duplicate_candidates] title="Social psychology" (3 items) ... 11 more
Skipped (precondition unmet) broken_attachment_file — live check (needs Zotero desktop running); off by default. Fix: zotio library health --for quick --verify-files
Remediation plan (preview-first) duplicate_candidates — zotio items duplicates resolve --doi (preview first; add --yes after review)
Three properties make it suitable for gating:
--fail-on critical|high|info|any|none exits `11` when the bar isn't met — drop it in a pre-submission hook. --require-fresh 24h exits `12` if your local mirror is stale.recommended_action naming the exact existing command (items enrich, items duplicates resolve, tags audit fix). library health reports problems; the named commands fix them.--badge renders any health run as a shields.io endpoint JSON artifact — healthy green, findings yellow, gate-failure red, setup required orange:
# .github/workflows/bibliography.yml (excerpt)
Your thesis or review repo gets a live bibliography | healthy badge — and a failing build the moment a citekey conflict or duplicate slips in. Add --check-retractions to extend the gate to retracted papers (Crossref's Retraction Watch data), and gate the manuscript itself with zotio items bibcheck paper.tex --fail-on-unknown. The zotio-action packages this — install, sync, gate, and diff against a baseline so it fails only on *new* problems (guide).
See it running for real: zotio's own docs deploy publishes a live badge off the maintainer's real Zotero library (workflow, guide).
Mutation-envelope writes — items enrich, tags audit fix, items duplicates resolve, `items preprint-c
只显示了开头部分;其余内容请在仓库中阅读