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Hugging Face vs AI API Radar

Hugging Face is an MCP server published by docker. Marketplaces we read that list it: 1 (Docker MCP Catalog). AI API Radar is an MCP server published by dropwatchhq.com. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-24. 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
MarketplaceHugging FaceAI API Radar
Docker MCP Catalog Listed
Version: not stated
No figure published
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.0.1
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

Hugging Face vs AI API Radar
FactHugging FaceAI API Radar
Marketplaces that list it11
Last releaseNot publishedNot published
Where it runs (differs)Remote server (huggingface.co/mcp)Remote server (aiapi.dropwatchhq.com/mcp)
TransportStreamable HTTPStreamable HTTP
Tools it declares (differs)4Not published
Environment variables it asks forNot publishedNot published
Licence (differs)Apache-2.0Not stated
RepositoryNot statedNot stated
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 2 days agoResponded 5 days ago

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

Hugging Face

In its own words, on Docker MCP Catalog:

Tools for interacting with Hugging Face models, datasets, research papers, and more.

AI API Radar

In its own words, on Official MCP Registry:

Live LLM API price + status radar across 11 providers, with public per-model price HISTORY.

How to run each

Hugging Face As a remote MCP server

Claude Code
claude mcp add --transport http hugging-face https://huggingface.co/mcp

AI API Radar As a remote MCP server

Claude Code
claude mcp add --transport http ai-api-radar https://aiapi.dropwatchhq.com/mcp

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

Both endpoints responded at the last daily check. How we check endpoints

Tools each declares

Only Hugging Face has

  • hf_fs
  • hf_whoami
  • hub_repo_details
  • hub_repo_search

Only AI API Radar has

  • cheapest_model
  • price_change_alerts
  • price_history
  • status

Both have

None

Tool names as the marketplaces declare them and as Ext Ops observed them on the endpoints (Hugging Face as of 2026-10-19; AI API Radar as of 2026-10-13). More tools is not better in itself: compare what each needs for the job.

Settings each asks for

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

What it can do: Hugging Face · What it can do: AI API Radar · 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