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aidc-design-engine vs TANDIU AI infrastructure data

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. TANDIU AI infrastructure data is an MCP server published by tandiu.cn. 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-engineTANDIU AI infrastructure data
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: 0.1.4
No figure published
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 TANDIU AI infrastructure data
Factaidc-design-engineno longer listed · TANDIU AI infrastructure data
Marketplaces that list it (differs)01
Stars (GitHub) (differs)1No figure on GitHub
Forks (GitHub) (differs)0No figure on GitHub
Last release (differs)Not published2026-10-19
Where it runs (differs)Installs as a plugin bundleRemote server (www.tandiu.cn/mcp)
Transport (differs)Not statedStreamable HTTP
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-engineNot stated
Changes in the last 7 days (differs)25
First seen (differs)2026-10-142026-10-11
Endpoint at the last check (differs)no remote endpoint we checkResponded 1 h ago

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

  • AIOps Field Notes

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

    by labaccessnow · 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

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.

TANDIU AI infrastructure data

In its own words, on Official MCP Registry:

Free, no auth. Daily CN AI infra: LLM prices, index, trends, GPU, estimators, agents, PC, funding.

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.

TANDIU AI infrastructure data As a remote MCP server

Claude Code
claude mcp add --transport http data https://www.tandiu.cn/mcp

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

Only TANDIU AI infrastructure data has a remote endpoint we check. How we check endpoints

Tools each declares

Neither the marketplaces of aidc-design-engine nor its endpoint list any tools, so we do not compare tools.

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: TANDIU AI infrastructure data · 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