Amazon Q Business vs Groundtruth — Ask Real Humans
Amazon Q Business is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). Groundtruth — Ask Real Humans is an MCP server published by groundtruth-ruby.vercel.app. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-23. 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 |  Groundtruth — Ask Real Humans |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:e6e17afb81df Forks (GitHub): 1 823 Pulls (Docker Hub): 12 983 Stars (Docker Hub): 0 Stars (GitHub): 9 812 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.1.1 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
| Fact | Amazon Q Business | Groundtruth — Ask Real Humans |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 9 812 (better) | 0 (worse) |
| Pulls (Docker Hub) (differs) | 12 983 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 1 823 (better) | 0 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/amazon-qbusiness-anonymous-mcp-server) | Remote server (groundtruth-ruby.vercel.app/api/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 |
| Licence (differs) | Apache-2.0 | Not stated |
| Repository (differs) | github.com/awslabs/mcp | github.com/aniketshaw748-hub/groundtruth |
| 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 2 days ago |
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.
Groundtruth — Ask Real Humans
Human-in-the-loop user research: ask real people what the web can't answer, get verbatim replies
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)
Groundtruth — Ask Real Humans As a remote MCP server
claude mcp add --transport http groundtruth https://groundtruth-ruby.vercel.app/api/mcpCommands built only from what the marketplaces declare; the full set for every client is on each card.
Only Groundtruth — Ask Real Humans has a remote endpoint we check. How we check endpoints
Tools each declares
The marketplaces of Groundtruth — Ask Real Humans publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of Groundtruth — Ask Real Humans publish no settings it asks for, so we do not compare settings.
What it can do: Amazon Q Business · What it can do: Groundtruth — Ask Real Humans · 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.