Industrial Aiops MCP Server

English · 中文 Ask an AI agent why the line stopped - and get an answer that cites its evidence. It runs locally over stdio via the published package.

People who work with agent skills, ai ops and iiot and want it reachable from Claude, Cursor, VS Code, or another MCP client. The project is written in Python.

VERIFIED ACTIVE

LAST COMMIT 2026-09-16 · ★ 2 · #51 OF 227 MAINTAINED AUTOMATION · VERIFIED 2026-09-18

MIT · Python servers · how we verify → /methodology

01 · Install Industrial Aiops

Claude Code

claude mcp add industrial-aiops-industrial-aiops -- uvx iaiops

Claude Desktop / Cursor / VS Code - add to config

{
  "mcpServers": {
    "industrial-aiops-industrial-aiops": {
      "command": "uvx",
      "args": [
        "iaiops"
      ]
    }
  }
}

Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.

Using another client? Same JSON, different key

Claude Desktop · mcpServers

Cursor · mcpServers

VS Code · servers

Windsurf · mcpServers

Zed · context_servers

Cline · mcpServers

Roo Code · mcpServers

Continue · mcpServers

LibreChat · mcpServers

Gemini CLI · mcpServers

Codex CLI · mcp_servers

Full setup guides: every client.

02 · Evidence

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as local process (stdio) - runs on your machine with your user's permissions

license MIT - declared in the repository

pypi package iaiops - check the name against the project README before installing (PyPI has no namespace ownership)

registry namespace io.github.industrial-aiops is GitHub-verified and matches the repo owner

03 · What Industrial Aiops can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

Latest releases

v0.28.0 · 2026-09-16

MQTT / Sparkplug B is now a data SOURCE, and onboard knows there are two ways into a plant. · MQTT / Sparkplug as a collectable source · can_collect("mqtt") was False: a plant whose data has already been unified into a…

v0.27.0 · 2026-09-03

Fixed · A non-finite reading is not a reading. NaN and ±inf arrive from real · devices, are instances of float, and every comparison against them is False - · so they walked past the coercion every analysis shares, the…

v0.26.0 · 2026-09-01

Added · iaiops verify determinism - the claim, executed (verify_determinism on the · MCP side). "Remove the model, block the network, run the same data, the output is · byte-identical" was written in the docstring of…

04 · Who maintains Industrial Aiops

Industrial-AIOps is maintained by industrial-aiops. We track 2 MCP servers from industrial-aiops - 2 actively maintained, 3 combined GitHub stars, oldest repo from Jun 2026.

05 · Facts

repository: github.com/industrial-aiops/industrial-aiops
category: automation - ranked #51 of 227 actively-maintained automation servers as of 2026-09-18.
release cadence: 10+ releases in the last 90 days (latest 2026-09-16)
registry: io.github.industrial-aiops/iaiops (active, first published 2026-06-29 · 30 versions)
packages: pypi:iaiops

06 · Industrial Aiops FAQ

What is Industrial Aiops?

English · 中文 Ask an AI agent why the line stopped - and get an answer that cites its evidence. It runs locally over stdio via the published package.

Is Industrial Aiops still maintained?

Yes - as of 2026-09-18, its last commit was 2026-09-16 and it shipped 10+ releases in the last 90 days. We re-verify nightly.

How do I install Industrial Aiops?

Run `uvx iaiops`. You can also paste the ready-made client config above.

Does Industrial Aiops run locally?

Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.

07 · Alternatives to Industrial Aiops

Alternatives to Industrial Aiops

Maintained automation servers if Industrial Aiops isn't the fit.

More automation MCP servers · Forage · Codex Tldraw MCP · Omni Computer Use · Packet Tracer MCP · Mac OS MCP

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