Amazon Q Business vs seo-skills
Amazon Q Business is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). seo-skills is a plugin bundle for AI coding tools published by seranking. Marketplaces we read that list it: 1 (Claude Code: claude-plugins-community). As of our marketplace pass on 2026-10-22. 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
| Marketplace |  Amazon Q Business |  seo-skills |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:e6e17afb81df Forks (GitHub): 1 820 Pulls (Docker Hub): 12 936 Stars (Docker Hub): 0 Stars (GitHub): 9 803 Not marked · First seen |
Not listed |
| Claude Code: claude-plugins-community | Not listed | Listed Version: 2.10.4 Forks (GitHub): 43 Stars (GitHub): 180 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
| Fact | Amazon Q Business | seo-skills |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 9 803 (better) | 180 (worse) |
| Pulls (Docker Hub) (differs) | 12 936 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 1 820 (better) | 43 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/amazon-qbusiness-anonymous-mcp-server) | Remote server (api.seranking.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 |
| Parts of the bundle (differs) | Not a bundle | 33 |
| Licence (differs) | Apache-2.0 | MIT |
| Repository (differs) | github.com/awslabs/mcp | github.com/seranking/seo-skills |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | no remote endpoint we check | Responded 3 days ago, requires a key |
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
Amazon Q Business
AI assistant for ingested content with anonymous access.
seo-skills
Production-ready SEO toolkit for Claude — 25 specialist skills that turn raw search data into finished deliverables. Covers content briefs, technical and E-E-A-T content audits, keyword clusters, competitor and backlink gap analysis, AI Search share of voice across ChatGPT / Perplexity / Gemini / AI Overview, page-level intelligence, structured data, sitemap and hreflang validation, local SEO, and Google's own APIs (GSC, PSI, CrUX, GA4, Indexing). Powered by the SE Ranking MCP server.
How to run each
Amazon Q Business As a local MCP server: Docker image
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-serverRequires: AWS_SECRET_ACCESS_KEY (secret), AWS_SESSION_TOKEN (secret)
seo-skills As a Claude Code plugin
/plugin marketplace add anthropics/claude-plugins-community
/plugin install seo-skills@claude-communityCommands built only from what the marketplaces declare; the full set for every client is on each card.
Only seo-skills has a remote endpoint we check. How we check endpoints
Tools each declares
The marketplaces of seo-skills publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of seo-skills publish no settings it asks for, so we do not compare settings.
What it can do: Amazon Q Business · What it can do: seo-skills · Compare two other plugins
Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-community/blob/HEAD/.claude-plugin/marketplace.json. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.