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Needle vs deep-zotero

Needle is an MCP server published by needle-ai. Marketplaces we read that list it: 1 (Docker MCP Catalog). deep-zotero is a plugin bundle for AI coding tools published by Chris Cameron. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-10-21. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceNeedledeep-zotero
Docker MCP Catalog Listed
Version: sha256:d3fd314f40c3
Forks (GitHub): 24
Pulls (Docker Hub): 11 683
Stars (Docker Hub): 1
Stars (GitHub): 104
Not marked · First seen
Not listed
Community marketplace ccam80/deep-zotero Not listed Listed
Version: 0.2.2
Forks (GitHub): 4
Stars (GitHub): 9
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

Needle vs deep-zotero
FactNeedledeep-zotero
Marketplaces that list it11
Stars (GitHub) (differs)104 (better)9 (worse)
Pulls (Docker Hub) (differs)11 683No figure on Docker Hub
Forks (GitHub) (differs)24 (better)4 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/needle-mcp)On your machine (deep-zotero)
Transport (differs)stdioNot stated
Tools it declares (differs)7Not published
Environment variables it asks for (differs)1, secrets among them: 1Not published
Parts of the bundle (differs)Not a bundle2
LicenceMITMIT
Repository (differs)github.com/needle-ai/needle-mcpgithub.com/ccam80/deep-zotero
Changes in the last 7 days (differs)02
First seen (differs)2026-10-112026-10-15

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

Needle

In its own words, on Docker MCP Catalog:

Production-ready RAG service to search and retrieve data from your documents.

deep-zotero

In its own words, on Community GitHub marketplaces:

Semantic and exact-word search over an indexed Zotero PDF library. Retrieves passages, tables and figures with citation keys, and traces citation graphs via OpenAlex.

How to run each

Needle As a local MCP server: Docker image

Claude Code
claude mcp add --env "NEEDLE_API_KEY=<YOUR_NEEDLE_API_KEY>" --transport stdio needle-mcp -- docker run -i --rm -e NEEDLE_API_KEY mcp/needle-mcp

Requires: NEEDLE_API_KEY (secret)

deep-zotero As a Claude Code plugin

Claude Code
/plugin marketplace add ccam80/deep-zotero
/plugin install deep-zotero@deep-zotero

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

The marketplaces of deep-zotero publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of deep-zotero publish no settings it asks for, so we do not compare settings.

What it can do: Needle · What it can do: deep-zotero · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built