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Comparison

Astro Docs vs Unshift

Astro Docs is an MCP server published by docker. Marketplaces we read that list it: 1 (Docker MCP Catalog). Unshift is an MCP server published by unshift-ai. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-12. 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
MarketplaceAstro DocsUnshift
Docker MCP Catalog Listed
Version: not stated
Forks (GitHub): 13
Stars (GitHub): 66
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.0.0
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

Astro Docs vs Unshift
FactAstro DocsUnshift
Marketplaces that list it11
Stars (GitHub) (differs)66 (better)0 (worse)
Forks (GitHub) (differs)13 (better)0 (worse)
Last releaseNot publishedNot published
Where it runs (differs)Remote server (mcp.docs.astro.build/mcp)Remote server (studio.unshift.ai/api/mcp)
TransportStreamable HTTPStreamable HTTP
Tools it declares (differs)1Not published
Environment variables it asks forNot publishedNot published
Licence (differs)Apache-2.0Not stated
Repository (differs)github.com/withastro/docs-mcpgithub.com/unshift-ai/unshift-mcp
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last checknot checked yetnot 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

Astro Docs

In its own words, on Docker MCP Catalog:

Access the latest Astro web framework documentation, guides, and API references.

Unshift

In its own words, on Official MCP Registry:

Turn Claude or ChatGPT into a website builder that ships a real site to a live URL you own.

How to run each

Astro Docs

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

Unshift As a remote MCP server

Claude Code
claude mcp add --transport http unshift https://studio.unshift.ai/api/mcp

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

Tools each declares

The marketplaces of Unshift publish no list of 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: Astro Docs · What it can do: Unshift · 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