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Comparison

AWS Bedrock Data Automation vs io.github.rsmdt/multimodal

AWS Bedrock Data Automation is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). io.github.rsmdt/multimodal is an MCP server published by rsmdt. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-21. 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 Automationio.github.rsmdt/multimodal
Docker MCP Catalog Listed
Version: sha256:ca5c8e3d1bf0
Forks (GitHub): 1 817
Pulls (Docker Hub): 14 437
Stars (Docker Hub): 0
Stars (GitHub): 9 798
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.3.1
Downloads/month (npm): 260
Downloads/week (npm): 58
Forks (GitHub): 1
Stars (GitHub): 2
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 io.github.rsmdt/multimodal
FactAWS Bedrock Data Automationio.github.rsmdt/multimodal
Marketplaces that list it11
Stars (GitHub) (differs)9 798 (better)2 (worse)
Pulls (Docker Hub) (differs)14 437No figure on Docker Hub
Forks (GitHub) (differs)1 817 (better)1 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/aws-bedrock-data-automation-mcp-server)On your machine (@r16t/multimodal-mcp)
Transportstdiostdio
Tools it declares (differs)3Not published
Environment variables it asks for (differs)3, secrets among them: 06, secrets among them: 5
Licence (differs)Apache-2.0Not stated
Repository (differs)github.com/awslabs/mcpgithub.com/rsmdt/multimodal-mcp
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.

io.github.rsmdt/multimodal

In its own words, on Official MCP Registry:

Multi-provider media generation — images, video, audio, and transcription via a unified interface

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

io.github.rsmdt/multimodal As a local MCP server: npm package

Claude Code
claude mcp add --env "BFL_API_KEY=<YOUR_BFL_API_KEY>" --env "ELEVENLABS_API_KEY=<YOUR_ELEVENLABS_API_KEY>" --env "GEMINI_API_KEY=<YOUR_GEMINI_API_KEY>" --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --env "XAI_API_KEY=<YOUR_XAI_API_KEY>" --transport stdio multimodal -- npx -y @r16t/multimodal-mcp

Requires: BFL_API_KEY (secret), ELEVENLABS_API_KEY (secret), GEMINI_API_KEY (secret), OPENAI_API_KEY (secret), XAI_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 io.github.rsmdt/multimodal 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 io.github.rsmdt/multimodal asks for

  • BFL_API_KEY (secret)
  • ELEVENLABS_API_KEY (secret)
  • GEMINI_API_KEY (secret)
  • MEDIA_OUTPUT_DIR
  • OPENAI_API_KEY (secret)
  • XAI_API_KEY (secret)

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: io.github.rsmdt/multimodal · 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