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AWS Bedrock Data Automation vs superml

AWS Bedrock Data Automation is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). superml is a plugin bundle for AI coding tools published by Leeroo Dev Team. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-10-28. 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
MarketplaceAWS Bedrock Data Automationsuperml
Docker MCP Catalog Listed
Version: sha256:ca5c8e3d1bf0
Forks (GitHub): 1 835
Pulls (Docker Hub): 14 677
Stars (Docker Hub): 0
Stars (GitHub): 9 839
Not marked · First seen
Not listed
Community marketplace leeroo-ai/superml Not listed Listed
Version: 1.0.1
Forks (GitHub): 18
Stars (GitHub): 196
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

AWS Bedrock Data Automation vs superml
FactAWS Bedrock Data Automationsuperml
Marketplaces that list it11
Stars (GitHub) (differs)9 839 (better)196 (worse)
Pulls (Docker Hub) (differs)14 677No figure on Docker Hub
Forks (GitHub) (differs)1 835 (better)18 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/aws-bedrock-data-automation-mcp-server)Remote server (mcp.leeroopedia.com/mcp)
Transport (differs)stdioStreamable HTTP
Tools it declares (differs)3Not published
Environment variables it asks for (differs)3, secrets among them: 0Not published
Hooks it runs (differs)Not published1
Parts of the bundle (differs)Not a bundle10
LicenceApache-2.0Apache-2.0
Repository (differs)github.com/awslabs/mcpgithub.com/leeroo-ai/superml
Changes in the last 7 days (differs)02
First seen (differs)2026-10-112026-10-26
Endpoint at the last check (differs)no remote endpoint we checknot checked yet

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

AWS Bedrock Data Automation

In its own words, on Docker MCP Catalog:

Analyze documents, images, videos, and audio.

superml

In its own words, on Community GitHub marketplaces:

ML engineering plugin: Give your AI coding agent ML engineering superpowers.

How to run each

AWS Bedrock Data Automation As a local MCP server: Docker image

Claude Code
claude mcp add --transport stdio aws-bedrock-data-automation -- docker run -i --rm mcp/aws-bedrock-data-automation-mcp-server

superml As a Claude Code plugin

Claude Code
/plugin marketplace add leeroo-ai/superml
/plugin install superml@superml

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

Tools each declares

The marketplaces of superml publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of superml publish no settings it asks for, so we do not compare settings.

What it can do: AWS Bedrock Data Automation · What it can do: superml · 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 . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built