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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

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.3.0

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description must bear the full burden of behavioral disclosure. It only states that the tool searches a catalog, omitting details such as read-only nature, pagination behavior, sorting, result limits, or any side effects.

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

Conciseness5/5

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

The description is a single sentence with no wasted words, front-loading the essential information about the tool's purpose.

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 three parameters and no output schema, the description is insufficiently complete. It lacks information on return format, pagination details, error handling, rate limits, or prerequisites, which are important for a search tool.

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%, and the description adds no meaning to the parameters. It does not explain the query field's expected format (free text? exact match?) or the behavior of page and page_size (e.g., zero-based? inclusive?). The schema provides only type and constraints.

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 clearly states the tool searches Luxembourg's official data.public.lu catalog, using the verb 'search' with a specific resource (datasets) and distinguishes it from sibling tools like search_legislation or search_statistics.

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 guidance is provided on when to use this tool versus alternatives. With many sibling search tools (e.g., search_legislation, search_transit_stops), the absence of usage context or conditions for selection limits the agent's ability to choose correctly.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.