Dockerhub
dockerhubDocker Hub Repo: Docker Hub repo pulls, stars, last update (no key)
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| q | No |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
dockerhubDocker Hub Repo: Docker Hub repo pulls, stars, last update (no key)
| Name | Required | Description | Default |
|---|---|---|---|
| q | No |
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Changes observed during successful MCP inspections.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries the behavioral disclosure burden. It does disclose that no key is required and implies a read-only metadata lookup, which is useful context. However, it does not mention potential rate limits, exact-match versus search behavior, or what happens with an empty query, leaving some behavioral gaps.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is very short and packs the essential facts (resource, returned fields, no key) into a single line. The colon-separated structure is slightly awkward but there is no fluff or filler. It earns high marks for brevity, though it sacrifices some clarity.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The tool is simple and has an output schema, so return values do not need explanation. However, the critical gap is the undefined `q` parameter: an agent cannot confidently construct a correct invocation without knowing whether to pass a full repo name, a search term, or a namespace. The lack of usage guidance compounds this, making the definition incomplete for reliable tool selection and invocation.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0%, so the description must explain the `q` parameter, but it never explicitly states that `q` is a Docker Hub repository name or search term, nor its expected format. The word 'Repo' hints at the parameter's purpose, but the ambiguity between a full repo name and a search query remains. This is insufficient for a tool with only one parameter.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a clear resource (Docker Hub repos) and the specific data it exposes (pulls, stars, last update), making the tool's purpose identifiable. It lacks an explicit verb but 'repo pulls, stars, last update' implies a read/retrieve operation. There are no closely similar sibling tools that require differentiation.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description gives no guidance on when to use this tool instead of alternatives, nor any exclusions or prerequisites. The only usage hint is 'no key', which is a credential requirement rather than a usage strategy. An agent must infer the tool's role from the name alone.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Add one secure layer between your agents and this server.