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AWS Bedrock Data Automation vs MirrorEdge AI: Waves

AWS Bedrock Data Automation is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). MirrorEdge AI: Waves is an MCP server published by MirrorEdgeAI. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-14. 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 AutomationMirrorEdge AI: Waves
Docker MCP Catalog Listed
Version: sha256:ca5c8e3d1bf0
Forks (GitHub): 1 806
Pulls (Docker Hub): 14 343
Stars (Docker Hub): 0
Stars (GitHub): 9 779
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.5.3
Downloads/month (npm): 127
Downloads/week (npm): 23
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

AWS Bedrock Data Automation vs MirrorEdge AI: Waves
FactAWS Bedrock Data AutomationMirrorEdge AI: Waves
Marketplaces that list it11
Stars (GitHub) (differs)9 779 (better)0 (worse)
Pulls (Docker Hub) (differs)14 343No figure on Docker Hub
Forks (GitHub) (differs)1 806 (better)0 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/aws-bedrock-data-automation-mcp-server)On your machine (waves-mcp)
Transportstdiostdio
Tools it declares (differs)3Not published
Environment variables it asks for (differs)3, secrets among them: 01, secrets among them: 0
Licence (differs)Apache-2.0Not stated
Repository (differs)github.com/awslabs/mcpgithub.com/mirroredgeai/waves-claude
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

AWS Bedrock Data Automation

In its own words, on Docker MCP Catalog:

Analyze documents, images, videos, and audio.

MirrorEdge AI: Waves

In its own words, on Official MCP Registry:

Let your assistant see your recording's spectrogram, box the noise, and heal only that.

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

MirrorEdge AI: Waves As a local MCP server: npm package

Claude Code
claude mcp add --transport stdio waves -- npx -y waves-mcp

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

Tools each declares

The marketplaces of MirrorEdge AI: Waves publish no list of tools, so we do not compare tools.

Settings each asks for

Only AWS Bedrock Data Automation asks for

  • AWS_BUCKET_NAME
  • AWS_PROFILE
  • AWS_REGION

Only MirrorEdge AI: Waves asks for

  • WAVES_EXECUTABLE

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: AWS Bedrock Data Automation · What it can do: MirrorEdge AI: Waves · 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