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Search countries

search_countries
Read-only

Search TAAFT country pages for AI companies and activity by country.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
queryYesCountry name to search for.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
countriesYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

C2.4/5.0
Behavior2/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false, and notably openWorldHint=false, so the safety profile is covered. The description adds nothing beyond that: no mention of result shape, pagination, or what 'activity' data is returned. Nothing contradicts the annotations, but the description contributes no behavioral context of its own.

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?

A single short sentence that is front-loaded with the verb, so there is no waste or padding. It loses a point only because the brevity comes at the cost of the clarity noted elsewhere.

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?

An output schema exists, so return values need not be explained. However, for a search tool with an undocumented limit parameter, no usage routing among 27 siblings, and a vague scope ('AI companies and activity'), the definition leaves an agent without enough to invoke it confidently.

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 coverage is only 50%: 'query' is documented in the schema, but 'limit' (default 20, max 50) has no description anywhere. The description mentions no parameters at all, so it does not compensate for the coverage gap or explain how country-name matching works (partial, exact, aliases).

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a verb and resource ('search TAAFT country pages for AI companies and activity'), but the object is muddled — it is unclear whether this returns companies, aggregate activity stats, or country pages themselves. It does not distinguish itself from sibling search_companies or get_country.

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?

No when-to-use guidance, no exclusions, and no routing to alternatives. With 27 siblings including search_companies and get_country, the agent has no signal on why it would pick this tool over those.

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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