GPUQuant AI Infrastructure vs AIOps Field Notes
GPUQuant AI Infrastructure is an MCP server published by gpuquant.com. Marketplaces we read that list it: 1 (Official MCP Registry). 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 2026-10-17. 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
| Marketplace |  GPUQuant AI Infrastructure |  AIOps Field Notes |
|---|---|---|
| Official MCP Registry | Listed Version: 1.0.1 Forks (GitHub): 0 Stars (GitHub): 0 Not marked · First seen |
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
| Fact | GPUQuant AI Infrastructure | AIOps Field Notes |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) | 0 | 0 |
| Forks (GitHub) | 0 | 0 |
| Last release | Not published | Not published |
| Where it runs (differs) | Remote server (gpuquant.com/api/mcp) | On your machine (ghcr.io/labaccessnow/aiops-field-notes-mcp:0.1.1) |
| Transport (differs) | Streamable HTTP | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Licence | Not stated | Not stated |
| Repository (differs) | github.com/gpuquant/mcp | github.com/labaccessnow/aiops-field-notes-mcp |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | Responded 43 h ago | no 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
GPUQuant AI Infrastructure
Search AI infrastructure, inspect facility evidence and explore sourced company relationships.
AIOps Field Notes
Audit an MCP config, price a model, size a GPU, explain network config drift. Key-free.
How to run each
GPUQuant AI Infrastructure As a remote MCP server
claude mcp add --transport http infrastructure https://gpuquant.com/api/mcpAIOps Field Notes As a local MCP server: Docker image
claude mcp add --transport stdio aiops-field-notes-mcp -- docker run -i --rm ghcr.io/labaccessnow/aiops-field-notes-mcp:0.1.1Commands built only from what the marketplaces declare; the full set for every client is on each card.
Only GPUQuant AI Infrastructure 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
Neither one's marketplaces publish the settings it asks for.
What it can do: GPUQuant AI Infrastructure · What it can do: AIOps Field Notes · Compare two other plugins
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.