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Code Interpreter Agent by Nova (CIVAI) vs Qiskit Documentation MCP Server

Code Interpreter Agent by Nova (CIVAI) is an MCP server published by nova.civai.co. Marketplaces we read that list it: 1 (Official MCP Registry). Qiskit Documentation MCP Server is an MCP server published by Qiskit. Marketplaces we read that list it: 2 (Official MCP Registry, PyPI (MCP servers)). As of our marketplace pass on 2026-10-27. 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
MarketplaceCode Interpreter Agent by Nova (CIVAI)Qiskit Documentation MCP Server
Official MCP Registry Listed
Version: 1.0.0
No figure published
Not marked · First seen
Listed
Version: 0.3.0
Downloads/month (PyPI): 308
Downloads/week (PyPI): 618
Forks (GitHub): 21
Stars (GitHub): 41
Not marked · First seen
PyPI (MCP servers) Not listed Listed
Version: 0.3.0
Downloads/month (PyPI): 308
Downloads/week (PyPI): 618
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

Code Interpreter Agent by Nova (CIVAI) vs Qiskit Documentation MCP Server
FactCode Interpreter Agent by Nova (CIVAI)Qiskit Documentation MCP Server
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)No figure on GitHub41
Forks (GitHub) (differs)No figure on GitHub21
Last releaseNot publishedNot published
Where it runs (differs)Remote server (nova.civai.co/mcp/agents/code-interpreter-agent)On your machine (qiskit-docs-mcp-server)
Transport (differs)Streamable HTTPstdio
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published2, secrets among them: 0
Licence (differs)Not statedApache-2.0
Repository (differs)Not statedgithub.com/qiskit/mcp-servers
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 5 days agono 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

Code Interpreter Agent by Nova (CIVAI)

In its own words, on Official MCP Registry:

I do everything related to coding and execution tasks

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

Code Interpreter Agent by Nova (CIVAI) As a remote MCP server

Claude Code
claude mcp add --transport http code-interpreter-agent https://nova.civai.co/mcp/agents/code-interpreter-agent

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 Code Interpreter Agent by Nova (CIVAI) 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 Code Interpreter Agent by Nova (CIVAI) publish no settings it asks for, so we do not compare settings.

What it can do: Code Interpreter Agent by Nova (CIVAI) · What it can do: Qiskit Documentation MCP Server · Compare two other plugins

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Package data comes from the Python Package Index (pypi.org). 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