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Comparison

HasData Yelp vs ShortlistLens

HasData Yelp is an MCP server published by hasdata.com. Marketplaces we read that list it: 1 (Official MCP Registry). ShortlistLens is an MCP server published by CleanDev-Fix. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-15. 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
MarketplaceHasData YelpShortlistLens
Official MCP Registry Listed
Version: 1.0.2
Downloads/month (npm): 536
Downloads/week (npm): 38
Forks (GitHub): 0
Stars (GitHub): 11
Not marked · First seen
Listed
Version: 0.1.0
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

HasData Yelp vs ShortlistLens
FactHasData YelpShortlistLens
Marketplaces that list it11
Stars (GitHub) (differs)11No figure on GitHub
Forks (GitHub) (differs)0No figure on GitHub
Last releaseNot publishedNot published
Where it runs (differs)Remote server (mcp.hasdata.com/mcp)Remote server (shortlistlens-mcp.streaming22box.workers.dev/mcp)
TransportStreamable HTTPStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)1, secrets among them: 1Not published
LicenceNot statedNot stated
Repository (differs)github.com/hasdata/yelp-mcpNot stated
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 3 days ago, requires a keynot checked yet

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

HasData Yelp

In its own words, on Official MCP Registry:

Yelp business search, place details and the full review feed, as structured JSON.

ShortlistLens

In its own words, on Official MCP Registry:

Structured website and review evidence for AI-assisted local-business shortlisting.

How to run each

HasData Yelp

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

Requires: HASDATA_API_KEY (secret), x-api-key header

ShortlistLens As a remote MCP server

Claude Code
claude mcp add --transport http shortlistlens https://shortlistlens-mcp.streaming22box.workers.dev/mcp

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

Only HasData Yelp 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

The marketplaces of ShortlistLens publish no settings it asks for, so we do not compare settings.

What it can do: HasData Yelp · What it can do: ShortlistLens · 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.

Where the data comes from: how the catalog is built