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amirdaraee

Luxembourg MCP

by amirdaraee

search_datasets

Search Luxembourg's official data catalog to find public datasets from data.public.lu. Filter results by query and page size.

Instructions

Search Luxembourg's official data.public.lu catalog.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNo
queryYes
page_sizeNo
Behavior1/5

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

With no annotations, the description carries the full burden, but it only states 'Search... catalog.' It discloses no behavioral traits such as pagination behavior, result limits, authentication needs, or what happens with empty results. The schema hints at pagination, but the description fails to mention this.

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

Conciseness2/5

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

The description is very short and front-loaded, but it omits essential information. It is under-specified rather than concise; every sentence should add value, but here the single sentence only states the source.

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?

Given 3 parameters and no output schema, the description is highly incomplete. It does not explain return values, pagination behavior, or what constitutes a dataset, leaving an AI agent with minimal actionable context.

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

Parameters1/5

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

Schema description coverage is 0% (no parameter descriptions), so the description must compensate. However, it adds no meaning beyond the schema, providing no explanation of the query, page, or page_size parameters.

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

Purpose5/5

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

The description uses the specific verb 'Search' and identifies the resource as 'Luxembourg's official data.public.lu catalog.' This clearly distinguishes it from sibling tools like search_legislation or search_transit_stops, which target other domains.

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?

The description implies usage when one needs to search the Luxembourg datasets catalog, but does not explicitly state when to use this tool over alternatives, nor does it provide exclusions or conditions.

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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