Python Interpreter vs Qiskit Code Assistant MCP Server
Python Interpreter is an MCP server published by akuadane. Marketplaces we read that list it: 1 (Docker MCP Catalog). Qiskit Code Assistant 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 2026-10-14. 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
| Marketplace |  Python Interpreter |  Qiskit Code Assistant MCP Server |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:d6ce03d191c7 Forks (GitHub): 5 Pulls (Docker Hub): 57 407 Stars (Docker Hub): 2 Stars (GitHub): 16 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.4.0 Downloads/month (PyPI): 730 Downloads/week (PyPI): 40 Forks (GitHub): 20 Stars (GitHub): 40 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
| Fact | Python Interpreter | Qiskit Code Assistant MCP Server |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 16 (worse) | 40 (better) |
| Pulls (Docker Hub) (differs) | 57 407 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 5 (worse) | 20 (better) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/mcp-code-interpreter) | On your machine (qiskit-code-assistant-mcp-server) |
| Transport | stdio | stdio |
| Tools it declares (differs) | 1 | Not published |
| Environment variables it asks for (differs) | Not published | 3, secrets among them: 1 |
| Licence (differs) | MIT | Not stated |
| Repository (differs) | github.com/akuadane/mcp-code-interpreter | github.com/qiskit/mcp-servers |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
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
Python Interpreter
A Python-based execution tool that mimics a Jupyter notebook environment. It accepts code snippets, executes them, and maintains state across sessions — preserving variables, imports, and past results. Ideal for iterative development, debugging, or code execution.
Qiskit Code Assistant MCP Server
MCP server for the Qiskit Code Assistant intelligent code completion
How to run each
Python Interpreter As a local MCP server: Docker image
claude mcp add --transport stdio mcp-code-interpreter -- docker run -i --rm mcp/mcp-code-interpreterQiskit Code Assistant MCP Server As a local MCP server: PyPI package
claude mcp add --env "QISKIT_IBM_TOKEN=<YOUR_QISKIT_IBM_TOKEN>" --transport stdio qiskit-code-assistant-mcp-server -- uvx qiskit-code-assistant-mcp-serverRequires: QISKIT_IBM_TOKEN (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of Qiskit Code Assistant MCP Server publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of Python Interpreter publish no settings it asks for, so we do not compare settings.
What it can do: Python Interpreter · What it can do: Qiskit Code Assistant MCP Server · Compare two other plugins
Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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.