Context7
Up-to-date docs for AI agents
Descripción del creador (original en inglés)
Zotero MCP server: local-first search, library checks, and preview-first writes for AI agents.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
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Ejecuta esto en tu terminal
Completa los valores vacíos antes de ejecutarlo.
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Este se ejecuta en tu computadora, y ChatGPT solo puede conectarse a servidores en internet. Elige otra app.
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Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Se ejecuta en tu computadora; la lista de herramientas aparece en tu app de IA después de instalarlo.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 8 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub OrgMentem, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Este se ejecuta en tu computadora; no hay endpoint en internet
Se ejecuta en tu computadora y usa ajustes locales en su lugar
Se ejecuta en tu computadora; solo podemos leer listas de herramientas de endpoints en internet
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
Debes completar: ZOTERO_API_KEY
Se ejecuta en tu computadora. Tu app de IA lo inicia cuando hace falta, y los datos no pasan por los servidores del creador (a menos que el propio servidor llame a un servicio en línea).
El repo de GitHub cambió por última vez –, y la última versión (0.32.0) llegó al registro hace 3 días.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas MCPB en tu computadora.
En la misma categoría: Context7, Codebase Memory, Exa
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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
Solo se muestra el principio; lee el resto en el repo