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get hf trending

get_hf_trending
Read-only

Hugging Face trending models & Spaces (source: Hugging Face Hub API). Full current feed, refreshed daily. Requires API key.

Input Schema

NameRequiredDescriptionDefault
qNoCase-insensitive full-text filter
limitNo
sinceNoISO date; only rows created/updated on or after
offsetNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.2/5.0
Behavior4/5

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

Annotations already declare readOnlyHint and openWorldHint, so the bar is low, and the description still adds two useful behavioral facts: the feed is refreshed daily and an API key is required. It does not disclose rate limits, pagination behavior, or what an empty filter result looks like, keeping it out of 5 territory.

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

Conciseness4/5

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

Three short front-loaded fragments with no filler; the resource and source lead, constraints trail. Slightly telegraphic ('Requires API key' as an orphan fragment) but every sentence earns its place.

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

Completeness3/5

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

With no output schema, the description should carry more of the burden, yet it omits the return shape, whether results are ranked or paginated, and how filters interact. It does supply the minimum needed to call the tool: what it returns, how fresh it is, and the auth requirement.

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

Parameters2/5

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

Schema description coverage is only 50% (limit and offset are undocumented) and the description adds nothing about q, since, limit, or offset. 'Full current feed' hints at an unfiltered default but gives no syntax, format, or pagination meaning to compensate for the gap.

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 first sentence names a specific resource (Hugging Face trending models & Spaces) and its provenance (Hugging Face Hub API), which is enough to separate it from siblings like get_trends or get_momentum_leaderboard. It does not explicitly contrast with those siblings, so it falls short of a 5.

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 pick this tool over get_trends, get_momentum_leaderboard, or get_github_ai_repos, nor any exclusions. The closest thing to guidance is 'Full current feed, refreshed daily,' which describes the data, not the selection condition.

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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