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Docker Hub Image Intelligence — Pulls, Stars & Health (AI)

dockerhub_image_intelligence
Read-only

Analyze Docker Hub images for pulls, stars, health, and AI risk insights. Analyze Docker Hub images for pulls, stars, health, and AI risk insights. Ensure secure and efficient container image management.

Input Schema

NameRequiredDescriptionDefault
inputNoInput for Docker Hub Image Intelligence — Pulls, Stars & Health (AI). See https://apify.com/noniner/dockerhub-image-intelligence.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

C2.7/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description adds nothing beyond that: it does not say what data source is queried, whether results are cached or live, how many images are analyzed per call, or what 'AI risk insights' concretely means. The second sentence is a verbatim repeat of the first and contributes no behavioral detail.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The core sentence is duplicated word-for-word, which is pure waste and signals low editorial care. The trailing 'secure and efficient container image management' clause adds no information, so the definition is both repetitive and padded while still under-specified.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with a nested, opaque input object and no output schema, the description should explain the input shape and what the analysis returns. Instead it offers only a one-line purpose repeated twice, leaving the agent unable to construct a meaningful call beyond an empty input.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

There is a single optional nested 'input' object whose schema description is only a link to the Apify actor page, and the prose says nothing about its shape or fields. With one parameter and nominally full schema coverage, the baseline of 3 applies, but the description does not compensate for the fact that the nested input structure is effectively undocumented in-place.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description names a specific verb and resource — 'Analyze Docker Hub images for pulls, stars, health, and AI risk insights' — which tells an agent exactly what domain the tool covers and implicitly distinguishes it from the many package-intelligence siblings (npm, pypi, crates, etc.). It stops short of explicitly routing against those siblings, so it is clear but not differentiated.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no statement of when to use this tool versus alternatives, no prerequisites, and no exclusions. The only additional sentence, 'Ensure secure and efficient container image management,' is aspirational marketing rather than a usage condition, so the agent is left to infer context entirely.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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