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aidc-design-engine vs AIOps Field Notes

aidc-design-engine is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑16.

aidc-design-engine is a plugin bundle for AI coding tools published by AIDC-AI.IO. No marketplace we read lists it any more. AIOps Field Notes is an MCP server published by labaccessnow. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-22. A plugin in this pair is no longer listed on any marketplace we read, so search engines are asked not to index the page.

Where each is published

Where each is published
Marketplaceaidc-design-engineAIOps Field Notes
Community marketplace aidc2026ai-melon/aidc-design-engine Removed on 2026-10-16
Version: 0.1.1
Forks (GitHub): 0
Stars (GitHub): 1
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.1.1
Forks (GitHub): 0
Stars (GitHub): 0
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

aidc-design-engine vs AIOps Field Notes
Factaidc-design-engineno longer listed · AIOps Field Notes
Marketplaces that list it (differs)01
Stars (GitHub) (differs)10
Forks (GitHub)00
Last releaseNot publishedNot published
Where it runs (differs)Installs as a plugin bundleOn your machine (ghcr.io/labaccessnow/aiops-field-notes-mcp:0.1.1)
Transport (differs)Not statedstdio
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
Parts of the bundle (differs)2Not a bundle
Licence (differs)MITNot stated
Repository (differs)github.com/aidc2026ai-melon/aidc-design-enginegithub.com/labaccessnow/aiops-field-notes-mcp
Changes in the last 7 days (differs)20
First seen (differs)2026-10-142026-10-11

Lines where the two differ have a tinted background and bold values. No value is marked better or worse: a plugin no marketplace lists any more is shown with its last known data, which we do not rank against current figures.

What to use instead of aidc-design-engine

Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.

  • design-engine io.aidc-ai/design-engine

    AI data-center design engine: size, validate & lay out Rubin-era data centers. Korea live.

    by aidc-ai.io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • tokcalc MCP Server

    LLM serving capacity planner: VRAM, KV cache, GPU topology, latency, and cost.

    by stevecrates489-commits · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • SpareHive GPU Advisor

    Read-only GPU advisor: model VRAM needs, fit checks and rental prices, with evidence grades.

    by RichardXu001 · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • VMware Private AI (GPU & Model Serving)

    VMware Private AI (NVIDIA): GPU inventory, vGPU profiles, utilization, model serving — 18 tools

    by vmware-skills · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • GPUQuant AI Infrastructure

    Search AI infrastructure, inspect facility evidence and explore sourced company relationships.

    by gpuquant.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • ai-economics pl.piszczek/ai-economics

    12 calculators for AI cost, energy and agent verification. Free API, no key.

    by piszczek.pl · MCP server

    Listed on: Official MCP Registry · Describes a similar job

Its card, with similar plugins by marketplace

What each says it does

aidc-design-engine

In its own words, on Community GitHub marketplaces:

AI data center design engine — size, validate, and lay out AI/GPU data centers (NVIDIA Hopper / Blackwell / Vera Rubin) with deterministic rack, PUE, MVA, cost, and layout outputs backed by aidc-ai.io.

AIOps Field Notes

In its own words, on Official MCP Registry:

Audit an MCP config, price a model, size a GPU, explain network config drift. Key-free.

How to run each

aidc-design-engine

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

AIOps Field Notes As a local MCP server: Docker image

Claude Code
claude mcp add --transport stdio aiops-field-notes-mcp -- docker run -i --rm ghcr.io/labaccessnow/aiops-field-notes-mcp:0.1.1

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

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

Neither one's marketplaces publish the settings it asks for.

What it can do: aidc-design-engine · What it can do: AIOps Field Notes · Compare two other plugins

Data comes from public marketplace files in GitHub repositories of their authors. 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