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Comparison

Polar Signals vs Industrial-AIOps

Polar Signals is an MCP server published by docker. Marketplaces we read that list it: 1 (Docker MCP Catalog). Industrial-AIOps is an MCP server published by industrial-aiops. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-11-07. 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
MarketplacePolar SignalsIndustrial-AIOps
Docker MCP Catalog Listed
Version: not stated
No figure published
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.32.0
Downloads/month (PyPI): 965
Downloads/week (PyPI): 164
Forks (GitHub): 0
Stars (GitHub): 10
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

Polar Signals vs Industrial-AIOps
FactPolar SignalsIndustrial-AIOps
Marketplaces that list it11
Stars (GitHub) (differs)No figure on GitHub10
Forks (GitHub) (differs)No figure on GitHub0
Last release (differs)Not published2026-10-19
Where it runs (differs)Remote server (api.polarsignals.com/api/mcp)On your machine (iaiops)
Transport (differs)Streamable HTTPstdio
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)1, secrets among them: 14, secrets among them: 1
Licence (differs)Apache-2.0Not stated
Repository (differs)Not statedgithub.com/industrial-aiops/industrial-aiops
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Status out of date: last check 46 h ago returned HTTP 405no remote endpoint we check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

Polar Signals

In its own words, on Docker MCP Catalog:

MCP server for Polar Signals Cloud continuous profiling platform, enabling AI assistants to analyze CPU performance, memory usage, and identify optimization opportunities in production systems.

Industrial-AIOps

In its own words, on Official MCP Registry:

Governed OT data tap: 15 field protocols + cross-protocol RCA brain; audit + MOC gating.

How to run each

Polar Signals As a remote MCP server

Claude Code
claude mcp add --transport http polar-signals https://api.polarsignals.com/api/mcp/

Requires: POLAR_SIGNALS_API_KEY (secret)

Industrial-AIOps As a local MCP server: PyPI package

Claude Code
claude mcp add --env "IAIOPS_MASTER_PASSWORD=<YOUR_IAIOPS_MASTER_PASSWORD>" --env "IAIOPS_MCP=<YOUR_IAIOPS_MCP>" --transport stdio iaiops -- uvx iaiops

Requires: IAIOPS_MASTER_PASSWORD (secret), IAIOPS_MCP

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

Only Polar Signals 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

Only Polar Signals asks for

  • POLAR_SIGNALS_API_KEY (secret)

Only Industrial-AIOps asks for

  • IAIOPS_CONFIG
  • IAIOPS_MASTER_PASSWORD (secret)
  • IAIOPS_MCP
  • IAIOPS_NO_EGRESS

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

What it can do: Polar Signals · What it can do: Industrial-AIOps · 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.

Where the data comes from: how the catalog is built