AWS Bedrock Data Automation vs Hardware ID & Annotation
AWS Bedrock Data Automation is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). Hardware ID & Annotation is a plugin bundle for AI coding tools published by danielrosehill. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-10-24. 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 |  AWS Bedrock Data Automation |  Hardware ID & Annotation |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:ca5c8e3d1bf0 Forks (GitHub): 1 826 Pulls (Docker Hub): 14 559 Stars (Docker Hub): 0 Stars (GitHub): 9 823 Not marked · First seen |
Not listed |
| Community marketplace danielrosehill/claude-code-plugins | Not listed | Listed Version: 1.0.0 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 | AWS Bedrock Data Automation | Hardware ID & Annotation |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 9 823 (better) | 0 (worse) |
| Pulls (Docker Hub) (differs) | 14 559 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 1 826 (better) | 0 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/aws-bedrock-data-automation-mcp-server) | Installs as a plugin bundle |
| Transport (differs) | stdio | Not stated |
| Tools it declares (differs) | 3 | Not published |
| Environment variables it asks for (differs) | 3, secrets among them: 0 | Not published |
| Parts of the bundle (differs) | Not a bundle | 7 |
| Licence (differs) | Apache-2.0 | MIT |
| Repository (differs) | github.com/awslabs/mcp | github.com/danielrosehill/claude-hardware-id-annotation-plugin |
| Changes in the last 7 days | 0 | 0 |
| First seen (differs) | 2026-10-11 | 2026-10-15 |
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
Analyze documents, images, videos, and audio.
Hardware ID & Annotation
Identify and annotate hardware components from photos — circuit boards, motherboards, ICs — with overlays, datasheet cross-checks, and structured BOMs.
How to run each
AWS Bedrock Data Automation As a local MCP server: Docker image
claude mcp add --transport stdio aws-bedrock-data-automation -- docker run -i --rm mcp/aws-bedrock-data-automation-mcp-serverHardware ID & Annotation As a Claude Code plugin
/plugin marketplace add danielrosehill/claude-code-plugins
/plugin install hardware-id-annotation@danielrosehillCommands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of Hardware ID & Annotation publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of Hardware ID & Annotation publish no settings it asks for, so we do not compare settings.
What it can do: AWS Bedrock Data Automation · What it can do: Hardware ID & Annotation · 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.