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Amazon Q Business vs AppDrift

Amazon Q Business is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). AppDrift is an MCP server published by blaze-apps. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-18. 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
MarketplaceAmazon Q BusinessAppDrift
Docker MCP Catalog Listed
Version: sha256:e6e17afb81df
Forks (GitHub): 1 815
Pulls (Docker Hub): 12 888
Stars (Docker Hub): 0
Stars (GitHub): 9 788
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.2.1
Downloads/month (npm): 238
Downloads/week (npm): 27
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

Amazon Q Business vs AppDrift
FactAmazon Q BusinessAppDrift
Marketplaces that list it11
Stars (GitHub) (differs)9 788 (better)0 (worse)
Pulls (Docker Hub) (differs)12 888No figure on Docker Hub
Forks (GitHub) (differs)1 815 (better)0 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/amazon-qbusiness-anonymous-mcp-server)On your machine (appdrift-mcp)
Transportstdiostdio
Tools it declares (differs)1Not published
Environment variables it asks for (differs)6, secrets among them: 21, secrets among them: 1
Licence (differs)Apache-2.0Not stated
Repository (differs)github.com/awslabs/mcpgithub.com/blaze-apps/appdrift
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

Amazon Q Business

In its own words, on Docker MCP Catalog:

AI assistant for ingested content with anonymous access.

AppDrift

In its own words, on Official MCP Registry:

Read app-store keyword observations and prepare reviewable listing drafts. AI actions use tokens.

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)

AppDrift As a local MCP server: npm package

Claude Code
claude mcp add --env "APPDRIFT_API_KEY=<YOUR_APPDRIFT_API_KEY>" --transport stdio appdrift -- npx -y appdrift-mcp

Requires: APPDRIFT_API_KEY (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 AppDrift 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 AppDrift asks for

  • APPDRIFT_API_KEY (secret)

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: AppDrift · 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