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vvuq4ai vs Qiskit Documentation MCP Server

vvuq4ai is a plugin bundle for AI coding tools published by dirkenglund. Marketplaces we read that list it: 1 (Claude Code: claude-plugins-community). Qiskit Documentation MCP Server is an MCP server published by Qiskit. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-20. 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
Marketplacevvuq4aiQiskit Documentation MCP Server
Claude Code: claude-plugins-community Listed
Version: 0.3.0
Forks (GitHub): 0
Stars (GitHub): 0
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.3.0
Downloads/month (PyPI): 308
Downloads/week (PyPI): 404
Forks (GitHub): 21
Stars (GitHub): 41
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

vvuq4ai vs Qiskit Documentation MCP Server
Factvvuq4aiQiskit Documentation MCP Server
Marketplaces that list it11
Stars (GitHub) (differs)0 (worse)41 (better)
Forks (GitHub) (differs)0 (worse)21 (better)
Last releaseNot publishedNot published
Where it runs (differs)Remote server (vvuq.dirkenglund.org/mcp)On your machine (qiskit-docs-mcp-server)
Transport (differs)SSEstdio
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published2, secrets among them: 0
Parts of the bundle (differs)1Not a bundle
Licence (differs)MITNot stated
Repository (differs)github.com/dirkenglund/vvuq4ai-plugingithub.com/qiskit/mcp-servers
Changes in the last 7 days (differs)40
First seen (differs)2026-10-122026-10-11
Endpoint at the last check (differs)Responded 2 days ago, requires a keyno remote endpoint we check

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

vvuq4ai

In its own words, on Claude Code: claude-plugins-community:

Verify AI-generated STEM claims against curated knowledge bases, IEEE standards, and mathematical checks. VVUQ4AI runs physics constants, dimensional analysis, and standards compliance checks (IEEE 802.3, NSF Biosketch) on claims Claude generates or encounters, returning structured verdicts with confidence scores.

Qiskit Documentation MCP Server

In its own words, on Official MCP Registry:

MCP server for querying and retrieving Qiskit documentation, guides, and API references

How to run each

vvuq4ai As a Claude Code plugin

Claude Code
/plugin marketplace add anthropics/claude-plugins-community
/plugin install vvuq4ai@claude-community

Qiskit Documentation MCP Server As a local MCP server: PyPI package

Claude Code
claude mcp add --transport stdio qiskit-docs-mcp-server -- uvx qiskit-docs-mcp-server

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

Only vvuq4ai has a remote endpoint we check. How we check endpoints

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

The marketplaces of vvuq4ai publish no settings it asks for, so we do not compare settings.

What it can do: vvuq4ai · What it can do: Qiskit Documentation MCP Server · Compare two other plugins

Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-community/blob/HEAD/.claude-plugin/marketplace.json. Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. 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