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get_country_leaders

Read-only

UNDERSTANDING — Top-rated providers in one country. Membership is derived and partial, so read the ranking as "the best of what we have placed there", not a national league table. Priced B1 (single-entity synthesis) — $0.01 per call under pay-as-you-go; included in Understanding and Influence. See apis://prices.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
slugYes
limitNo
contextNoOptional: why you are asking. One sentence — the task you are trying to complete, or what you expect to get back. Never included in the answer and never used to rank; it is read only when a result turns out to be wrong, which is when knowing the intent is what makes the report actionable.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

B3.1/5.0
Behavior4/5

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

Beyond the readOnlyHint annotation, the description reveals that membership is derived and partial, so the ranking should not be treated as a complete national league table. It also discloses pricing and plan inclusion, which helps agents understand call cost. It does not mention data freshness or pagination, but the provided caveat adds meaningful behavioral context.

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 dense sentences convey interpretation, ranking caveat, and pricing without padding. The reference to 'See apis://prices' is slightly redundant after already stating the price, but overall the description is efficient and front-loaded.

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?

There is no output schema and the description does not describe the shape of the ranking or the meaning of its fields. Combined with two undocumented parameters, an agent is left guessing about slug format and limit behavior. The interpretation caveat and read-only hint help, but the description is not complete enough for reliable invocation.

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 33%: only the context parameter has inline documentation. The description implies that 'country' maps to the slug parameter, but it does not explain slug format, the effect of limit on the ranking, or acceptable values. With low schema coverage, the description should have compensated but did not.

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 identifies the resource ('providers in one country') and the output (a ranking of top-rated providers), so the purpose is clear. It does not use an explicit verb like 'get' or 'list' and does not name sibling leader tools, but the meaning is unambiguous.

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?

The description gives interpretation guidance and pricing but no when-to-use or when-not-to-use context. It never explains how to choose between get_country_leaders and related tools like get_region_leaders, get_area_leaders, or get_industry_leaders.

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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