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HuggingFace Trending Models (hftrendingwatch)

data_session_funding_package

Read-onlyIdempotent

Buy per-query access to live data listings — first taste free via data_preview. Listing: HuggingFace Trending Models (hftrendingwatch) (0.01 USDC/query). Returns fund instructions after data_session_open.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
session_idYesUUID of a data session you opened (from data_session_open).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and a closed world, so safety is largely covered before the description is read. The description adds genuinely useful context — cost (0.01 USDC/query), the listing identity, and the open-before/fund-after sequencing. But the phrase 'Buy per-query access' reads like a state-changing purchase while the text immediately says it merely 'Returns fund instructions', and it never clarifies whether funds move here or in a later call; that ambiguity, though probably not a hard contradiction, is what an agent most needs resolved.

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?

Roughly two sentences, front-loaded with the value proposition and then the concrete listing and price. It is dense and mostly earns its words, though packing listing, price, free preview, and the return/postcondition into the tail makes it slightly cramped.

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

Completeness4/5

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

With one parameter, full schema coverage, and no output schema, the description is close to sufficient: it names the prerequisite (data_session_open), the free alternative (data_preview), and the cost. The remaining gap is the downstream step — it tells the agent fund instructions come back but not that funding presumably continues through data_session_fund, leaving the funding flow only half-articulated.

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 required parameter with 100% schema description coverage, and the schema already explains it is the UUID of a session opened via data_session_open, so the baseline is 3. The description reinforces the ordering ('after data_session_open') but adds no syntax, format, or failure-mode detail beyond what the schema states.

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 gives a concrete verb+resource: 'Buy per-query access to live data listings', and names the specific listing (HuggingFace Trending Models / hftrendingwatch) plus its price point. It is clear what is being transacted, but it does not differentiate itself from the sibling tools data_session_fund or data_session_attach_escrow, which sound like they occupy the same funding step. The internal shift from 'Buy' to 'Returns fund instructions' also leaves the exact action slightly hedged.

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

Usage Guidelines3/5

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

It implies a prerequisite sequence by stating 'Returns fund instructions after data_session_open' and points to data_preview as the free alternative, which is real routing guidance. However it never says when to choose this over data_session_fund or data_session_attach_escrow, which are the riskiest alternatives to confuse it with given the near-identical purpose.

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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