AWS Bedrock Data Automation vs skill-tester
skill-tester is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑16.
AWS Bedrock Data Automation is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). skill-tester is a plugin bundle for AI coding tools published by angri450. No marketplace we read lists it any more. As of our marketplace pass on 2026-11-03. A plugin in this pair is no longer listed on any marketplace we read, so search engines are asked not to index the page.
Where each is published
| Marketplace |  AWS Bedrock Data Automation | |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:ca5c8e3d1bf0 Forks (GitHub): 1 843 Pulls (Docker Hub): 14 970 Stars (Docker Hub): 0 Stars (GitHub): 9 863 Not marked · First seen |
Not listed |
| Community marketplace angri450/nong.toolkit.net | Not listed | Removed on 2026-10-16 Version: not stated Forks (GitHub): 0 Stars (GitHub): 1 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 | skill-testerno longer listed · |
|---|---|---|
| Marketplaces that list it (differs) | 1 | 0 |
| Stars (GitHub) (differs) | 9 863 | 1 |
| Pulls (Docker Hub) (differs) | 14 970 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 1 843 | 0 |
| 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 |
| Licence (differs) | Apache-2.0 | Not stated |
| Repository (differs) | github.com/awslabs/mcp | github.com/angri450/nong.toolkit.net |
| 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. No value is marked better or worse: a plugin no marketplace lists any more is shown with its last known data, which we do not rank against current figures.
What to use instead of skill-tester
Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.
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Create new skills, improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to…
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Skill evaluation and benchmarking - test skill effectiveness with behavioral eval cases, grade results, and track quality improvements
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Skill-authoring QA tooling (skill-quality:check): a static contract checker running thirty deterministic checks over a Claude Code skill (frontmatter, invocation mode…
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Build, enhance, validate, and package Claude skills end-to-end. Coordinates skill-builder, skill-enhancer, quality-checker, and skill-packager via the skill-architect agent.
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Review and ensure skills maintain high quality standards. Use when creating new skills, updating existing skills, or auditing skill quality. Checks for progressive disclosure…
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Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run…
What each says it does
AWS Bedrock Data Automation
Analyze documents, images, videos, and audio.
skill-tester
Skill quality testing — trigger precision, description accuracy, feedback loops
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-serverskill-tester
No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of skill-tester publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of skill-tester publish no settings it asks for, so we do not compare settings.
What it can do: AWS Bedrock Data Automation · What it can do: skill-tester · 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.