Comparison

Amazon Q Business vs SEO Agency & Freelancer Starter

SEO Agency & Freelancer Starter is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑18.

Amazon Q Business is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). SEO Agency & Freelancer Starter is a plugin bundle for AI coding tools published by Antonio Blago. 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 Agency & Freelancer Starter
Docker MCP Catalog	Listed Version: sha256:e6e17afb81df Forks (GitHub): 1 815 Pulls (Docker Hub): 12 902 Stars (Docker Hub): 0 Stars (GitHub): 9 788 Not marked · First seen 2026-10-11	Not listed
Community marketplace antonioblago/claude-code-seo-starter	Not listed	Removed on 2026-10-18 Version: 0.1.0 Forks (GitHub): 1 Stars (GitHub): 3 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 Agency & Freelancer Starter
Fact	Amazon Q Business	SEO Agency & Freelancer Starterno longer listed · 2026-10-18
Marketplaces that list it (differs)	1	0
Stars (GitHub) (differs)	9 788	3
Pulls (Docker Hub) (differs)	12 902	No figure on Docker Hub
Forks (GitHub) (differs)	1 815	1
Last release	Not published	Not published
Where it runs (differs)	On your machine (mcp/amazon-qbusiness-anonymous-mcp-server)	Remote server (mcp.visibly-ai.com/mcp)
Transport (differs)	stdio	Streamable HTTP
Tools it declares (differs)	1	Not published
Environment variables it asks for (differs)	6, secrets among them: 2	Not published
Hooks it runs (differs)	Not published	1
Parts of the bundle (differs)	Not a bundle	10
Licence (differs)	Apache-2.0	MIT
Repository (differs)	github.com/awslabs/mcp	github.com/antonioblago/claude-code-seo-starter
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 Agency & Freelancer Starter

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

seo-growth ai.openhelm/seo-growth

Autonomous SEO + GEO growth: keyword research, audits, content, AI answer-engine visibility.

by openhelm.ai · 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
suede-skills

Open-source AI skills for SEO, marketing, and business operations in Claude Code and Codex. Installs the complete pack, including code review, app delivery, and creator workflows.

by Jason Colapietro · Plugin bundle

Listed on: Community GitHub marketplaces · Describes nearly the same job
PrePilot-Agency-Suite io.github.imMamdouhaboammar/PrePilot-Agency-Suite

Access 526 structured marketing, SEO, and copywriting workflows via MCP.

by imMamdouhaboammar · MCP server

Listed on: Official MCP Registry · Describes nearly the same job
Maasy — AI Marketing Copilot

AI marketing copilot: brand intelligence, campaigns, content, CRM, SEO, and skills for Claude.

by Jbelieve · MCP server

Listed on: Official MCP Registry · Describes nearly the same job
hormozi-offer-audit

Audit and improve a sales offer (landing page, pricing tier, or lead magnet) using Alex Hormozi's frameworks from $100M Offers and $100M Leads.

by johnericforte · Plugin bundle

Listed on: Claude Code: claude-plugins-community · 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 Agency & Freelancer Starter

In its own words, on Community GitHub marketplaces:

Visibly AI MCP + full SEO client workflow (status-quo, potential, offer, CI-PDF) with the intent-aware Keyword Study 2026 CTR model.

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 Agency & Freelancer Starter

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 Agency & Freelancer Starter publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of SEO Agency & Freelancer Starter publish no settings it asks for, so we do not compare settings.

What it can do: Amazon Q Business · What it can do: SEO Agency & Freelancer Starter · 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.