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Google Flights vs io.github.leojg/rihla

Google Flights is an MCP server published by kgprs. Marketplaces we read that list it: 1 (Docker MCP Catalog). io.github.leojg/rihla is an MCP server published by leojg. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-16. 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
MarketplaceGoogle Flightsio.github.leojg/rihla
Docker MCP Catalog Listed
Version: sha256:8ecfd55f5aff
Forks (GitHub): 0
Pulls (Docker Hub): 28 313
Stars (Docker Hub): 0
Stars (GitHub): 1
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.1.0
Downloads/month (PyPI): 66
Downloads/week (PyPI): 17
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

Google Flights vs io.github.leojg/rihla
FactGoogle Flightsio.github.leojg/rihla
Marketplaces that list it11
Stars (GitHub) (differs)1 (better)0 (worse)
Pulls (Docker Hub) (differs)28 313No figure on Docker Hub
Forks (GitHub)00
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/google-flights)On your machine (rihla-mcp)
Transportstdiostdio
Tools it declares (differs)3Not published
Environment variables it asks for (differs)Not published3, secrets among them: 2
Licence (differs)MITNot stated
Repository (differs)github.com/kgprs/google-flights-mcp-servergithub.com/leojg/rihla
Changes in the last 7 days00
First seen2026-10-112026-10-11

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

Google Flights

In its own words, on Docker MCP Catalog:

Interact with Google Flights data to search for one-way, round-trip, and date range flight options between airports.

io.github.leojg/rihla

In its own words, on Official MCP Registry:

Flexible multi-leg, multi-airport flight search - cheapest valid combination across an itinerary.

How to run each

Google Flights As a local MCP server: Docker image

Claude Code
claude mcp add --transport stdio google-flights -- docker run -i --rm mcp/google-flights

io.github.leojg/rihla As a local MCP server: PyPI package

Claude Code
claude mcp add --env "SERPAPI_KEY=<YOUR_SERPAPI_KEY>" --env "TRAVELPAYOUTS_TOKEN=<YOUR_TRAVELPAYOUTS_TOKEN>" --transport stdio rihla -- uvx rihla-mcp

Requires: SERPAPI_KEY (secret), TRAVELPAYOUTS_TOKEN (secret)

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

Tools each declares

The marketplaces of io.github.leojg/rihla publish no list of tools, so we do not compare tools.

Settings each asks for

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

What it can do: Google Flights · What it can do: io.github.leojg/rihla · 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