Huggingface
huggingfaceHuggingFace: HuggingFace user profile or model card
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| q | No |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
huggingfaceHuggingFace: HuggingFace user profile or model card
| 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, the description must carry the full behavioral disclosure burden, but it discloses almost nothing: no side effects, no auth needs, no output behavior, not even whether this is a read or a query. The phrase 'user profile or model card' is ambiguous rather than informative.
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 short, but this is under-specification rather than deliberate conciseness. It contains no meaningful front-loaded information and mostly restates the title.
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?
For a single-parameter tool with no annotations, a concise but clear description could be sufficient. However, this description leaves both input semantics and expected output ambiguous. The presence of an output schema may help return-value clarity, but it cannot compensate for the missing operation and parameter guidance.
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 compensate by explaining what 'q' should contain. It never indicates whether q is a username, a model name, a URL, or something else, leaving the sole parameter effectively undocumented.
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 repeats the tool name ('HuggingFace') and only mentions a vague resource ('user profile or model card') without stating an operation such as 'fetch', 'look up', or 'search'. An agent cannot tell what action the tool performs or how the input relates to the output.
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?
There is no guidance about when to use this tool or how it differs from alternatives. With dozens of sibling lookup tools for other services, nothing explains when to select huggingface over similar options, leaving the agent to guess.
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.