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Qiskit IBM Runtime MCP Server vs Prometheus MCP Server

Qiskit IBM Runtime MCP Server is an MCP server published by Qiskit. Marketplaces we read that list it: 2 (Official MCP Registry, PyPI (MCP servers)). Prometheus MCP Server is an MCP server published by pab1it0. Marketplaces we read that list it: 2 (Official MCP Registry, Docker MCP Catalog). As of our marketplace pass on 2026-11-09. 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
MarketplaceQiskit IBM Runtime MCP ServerPrometheus MCP Server
Official MCP Registry Listed
Version: 0.6.2
Downloads/month (PyPI): 863
Downloads/week (PyPI): 662
Forks (GitHub): 20
Stars (GitHub): 46
Not marked · First seen
Listed
Version: 1.6.2
Forks (GitHub): 106
Stars (GitHub): 522
Not marked · First seen
PyPI (MCP servers) Listed
Version: 0.6.2
Downloads/month (PyPI): 863
Downloads/week (PyPI): 662
Forks (GitHub): 20
Stars (GitHub): 46
Not marked · First seen
Not listed
Docker MCP Catalog Not listed Listed
Version: sha256:3c3921301229
Forks (GitHub): 106
Stars (GitHub): 522
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

Qiskit IBM Runtime MCP Server vs Prometheus MCP Server
FactQiskit IBM Runtime MCP ServerPrometheus MCP Server
Marketplaces that list it22
Stars (GitHub) (differs)46 (worse)522 (better)
Forks (GitHub) (differs)20 (worse)106 (better)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (qiskit-ibm-runtime-mcp-server)On your machine (ghcr.io/pab1it0/prometheus-mcp-server:1.6.2)
Transportstdiostdio
Tools it declares (differs)Not published6
Environment variables it asks for (differs)2, secrets among them: 114, secrets among them: 2
Licence (differs)Apache-2.0MIT
Repository (differs)github.com/qiskit/mcp-serversgithub.com/pab1it0/prometheus-mcp-server
Changes in the last 7 days00
First seen2026-10-112026-10-11

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

Qiskit IBM Runtime MCP Server

In its own words, on Official MCP Registry:

MCP server for IBM Quantum computing services through Qiskit IBM Runtime

Prometheus MCP Server

In its own words, on Official MCP Registry:

MCP server providing Prometheus metrics access and PromQL query execution for AI assistants

How to run each

Qiskit IBM Runtime MCP Server As a local MCP server: PyPI package

Claude Code
claude mcp add --env "QISKIT_IBM_TOKEN=<YOUR_QISKIT_IBM_TOKEN>" --transport stdio qiskit-ibm-runtime-mcp-server -- uvx qiskit-ibm-runtime-mcp-server

Requires: QISKIT_IBM_TOKEN (secret)

Prometheus MCP Server As a local MCP server: Docker image

Claude Code
claude mcp add --env "PROMETHEUS_PASSWORD=<YOUR_PROMETHEUS_PASSWORD>" --env "PROMETHEUS_TOKEN=<YOUR_PROMETHEUS_TOKEN>" --env "PROMETHEUS_URL=<YOUR_PROMETHEUS_URL>" --transport stdio prometheus-mcp-server -- docker run -i --rm -e PROMETHEUS_PASSWORD -e PROMETHEUS_TOKEN -e PROMETHEUS_URL ghcr.io/pab1it0/prometheus-mcp-server:1.6.2

Requires: PROMETHEUS_PASSWORD (secret), PROMETHEUS_TOKEN (secret), PROMETHEUS_URL

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 IBM Runtime MCP Server publish no list of tools, so we do not compare tools.

Settings each asks for

Only Qiskit IBM Runtime MCP Server asks for

  • QISKIT_IBM_RUNTIME_MCP_INSTANCE
  • QISKIT_IBM_TOKEN (secret)

Only Prometheus MCP Server asks for

  • ORG_ID
  • PROMETHEUS_CLIENT_CERT
  • PROMETHEUS_CLIENT_KEY
  • PROMETHEUS_CUSTOM_HEADERS
  • PROMETHEUS_DISABLE_LINKS
  • PROMETHEUS_MCP_BIND_HOST
  • PROMETHEUS_MCP_BIND_PORT
  • PROMETHEUS_MCP_SERVER_TRANSPORT
  • PROMETHEUS_MCP_STATELESS_HTTP
  • PROMETHEUS_PASSWORD (secret)
  • PROMETHEUS_TOKEN (secret)
  • PROMETHEUS_URL
Show the remaining 2
  • PROMETHEUS_URL_SSL_VERIFY
  • PROMETHEUS_USERNAME

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: Qiskit IBM Runtime MCP Server · What it can do: Prometheus 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). Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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