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Data Loireatlantique

Search Datasets

search_datasets
Read-onlyIdempotent

Search Loire-Atlantique Open Data for datasets by keyword (departmental services, roads, education & environment). Returns dataset_ids (pass to query/dataset_info), titles, themes and record counts.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMax datasets (1-100, default 20).
queryNoKeyword(s) to search dataset titles/descriptions.
offsetNoPagination offset (default 0).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already establish read-only, idempotent, open-world, non-destructive behavior. The description adds that results are limited to dataset metadata (ids, titles, themes, record counts) and that it is a discovery step, which is useful behavioral context beyond the annotations.

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?

Single sentence, front-loaded with action and scope, with the return contract and downstream usage in a compact parenthetical. No filler.

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

Completeness5/5

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

For a simple read-only search tool, the description covers the source, search mechanism, return fields, and downstream use. The schema covers pagination, and annotations cover safety, so nothing essential is missing.

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?

Schema coverage is 100%, so limit, query, and offset are already fully documented. The description adds no parameter-specific detail beyond 'keyword', but the schema carries the burden.

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?

States a specific verb ('Search'), a bounded resource ('Loire-Atlantique Open Data'), and a clear mechanism ('by keyword'). It also distinguishes itself from downstream tools by noting it returns dataset_ids to pass to query/dataset_info.

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

Usage Guidelines4/5

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

The phrase 'Returns dataset_ids (pass to query/dataset_info)' implies the intended workflow: use this tool to discover datasets, then use query/dataset_info for details. It does not explicitly state when not to use it or name alternatives, but the downstream routing is clear enough.

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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