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List raw datasets

list_datasets
Read-onlyIdempotent

List the current dataset catalog with record counts. Browsing is free; existing query and daily-call limits apply.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already declare the safe-read profile (readOnlyHint, idempotentHint, destructiveHint=false), so the bar is lower. The description still adds genuinely non-structured information: this operation is free of charge while queries are subject to existing query and daily-call limits. It does not mention pagination or list size limits.

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?

Two short sentences, zero filler, with the what-you-get ('catalog with record counts') front-loaded before the cost caveat. Nothing to trim.

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

Completeness4/5

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

For a zero-param, no-output-schema list tool the description covers what is returned and the cost model, which is most of what an agent needs. It omits whether the catalog is paginated or how large it can be, a minor gap.

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

Parameters4/5

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

The tool takes zero parameters and the schema is an empty object, so there is nothing to disambiguate. Baseline 4 applies; no parameter meaning is needed or missing.

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?

States a specific verb and resource ('List the current dataset catalog') and adds scope detail ('with record counts'), which distinguishes it from the singular fetch_dataset sibling. It does not explicitly name which sibling to use instead, but the plural-list scope 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 Guidelines3/5

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

The cost framing ('Browsing is free; existing query and daily-call limits apply') implies this is the cheap discovery step worth doing before fetching or purchasing, but it never states that directly nor names an alternative tool. Usage is implied rather than instructed.

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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