Comparison

Amazon Q Business vs SEO Content Machine

SEO Content Machine is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑15.

Amazon Q Business is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). SEO Content Machine is a plugin bundle for AI coding tools published by SEO Content Machine. No marketplace we read lists it any more. As of our marketplace pass on 2026-10-19. A plugin in this pair is no longer listed on any marketplace we read, so search engines are asked not to index the page.

Where each is published

Where each is published
Marketplace	Amazon Q Business	SEO Content Machine
Docker MCP Catalog	Listed Version: sha256:e6e17afb81df Forks (GitHub): 1 817 Pulls (Docker Hub): 12 919 Stars (Docker Hub): 0 Stars (GitHub): 9 794 Not marked · First seen 2026-10-11	Not listed
Community marketplace gitterebi/seo-content-machine-plugin	Not listed	Removed on 2026-10-15 Version: 1.1.0 Forks (GitHub): 0 Stars (GitHub): 0 Not marked · First seen 2026-10-13

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

Amazon Q Business vs SEO Content Machine
Fact	Amazon Q Business	SEO Content Machineno longer listed · 2026-10-15
Marketplaces that list it (differs)	1	0
Stars (GitHub) (differs)	9 794	0
Pulls (Docker Hub) (differs)	12 919	No figure on Docker Hub
Forks (GitHub) (differs)	1 817	0
Last release	Not published	Not published
Where it runs (differs)	On your machine (mcp/amazon-qbusiness-anonymous-mcp-server)	Installs as a plugin bundle
Transport (differs)	stdio	Not stated
Tools it declares (differs)	1	Not published
Environment variables it asks for (differs)	6, secrets among them: 2	2, secrets among them: 1
Parts of the bundle (differs)	Not a bundle	2
Licence (differs)	Apache-2.0	MIT
Repository (differs)	github.com/awslabs/mcp	github.com/gitterebi/seo-content-machine-plugin
Changes in the last 7 days (differs)	0	4
First seen (differs)	2026-10-11	2026-10-13

Lines where the two differ have a tinted background and bold values. No value is marked better or worse: a plugin no marketplace lists any more is shown with its last known data, which we do not rank against current figures.

What to use instead of SEO Content Machine

Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.

SEO Content Machine

Run SEO Content Machine tasks from an MCP client: scraping, crawls, Google Maps, Workspace pages.

by seocontentmachine.com · MCP server

Listed on: Official MCP Registry · Describes nearly the same job
Citedy SEO Agent

AI marketing: SEO articles, trend scouting, competitor analysis, social media, lead magnets

by nttylock · MCP server

Listed on: Official MCP Registry · Describes nearly the same job
seo-content-pipeline

End-to-end SEO content pipeline connecting keyword research through to rank tracking. Validate and score keyword opportunities with DataForSEO, generate SERP-feature-targeted…

by arturseo-geo · Plugin bundle

Listed on: Claude Code: claude-plugins-community · Describes nearly the same job
mcp net.topicforge/mcp

Generate programmatic SEO articles, topic clusters, FAQ schema, and batch jobs via TopicForge.

by topicforge.net · MCP server

Listed on: Official MCP Registry · Describes nearly the same job
RankWorker

Create and manage SEO content plans, articles, projects, and publishing integrations in RankWorker.

by rankworker.com · MCP server

Listed on: Official MCP Registry · Describes nearly the same job
pSEO Engine

Programmatic SEO as callable tools: research, generate, audit and publish landing pages.

by quantumcx.net · MCP server

Listed on: Official MCP Registry · Describes nearly the same job

Its card, with similar plugins by marketplace

What each says it does

Amazon Q Business

In its own words, on Docker MCP Catalog:

AI assistant for ingested content with anonymous access.

SEO Content Machine

In its own words, on Community GitHub marketplaces:

Drive the SEO Content Machine desktop app from Claude Code: scraping, site crawls, Google Maps listings, archive.org downloads and SEO Workspace pages.

How to run each

Amazon Q Business As a local MCP server: Docker image

Claude Code

claude mcp add --env "AWS_SECRET_ACCESS_KEY=<YOUR_AWS_SECRET_ACCESS_KEY>" --env "AWS_SESSION_TOKEN=<YOUR_AWS_SESSION_TOKEN>" --transport stdio amazon-qbusiness-anonymous -- docker run -i --rm -e AWS_SECRET_ACCESS_KEY -e AWS_SESSION_TOKEN mcp/amazon-qbusiness-anonymous-mcp-server

Requires: AWS_SECRET_ACCESS_KEY (secret), AWS_SESSION_TOKEN (secret)

SEO Content Machine

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

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

Tools each declares

The marketplaces of SEO Content Machine publish no list of tools, so we do not compare tools.

Settings each asks for

Only Amazon Q Business asks for

AWS_ACCESS_KEY_ID
AWS_PROFILE
AWS_REGION
AWS_SECRET_ACCESS_KEY (secret)
AWS_SESSION_TOKEN (secret)
QBUSINESS_APPLICATION_ID

Only SEO Content Machine asks for

SCM_API_KEY (secret)
SCM_API_URL

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: Amazon Q Business · What it can do: SEO Content Machine · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on 2026-10-19. We publish no contact details for plugin publishers.