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AceDataCloud

AceDataCloud MCP Server

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acedatacloud_list_datasets

List available downloadable datasets with title, price, and download/preview URLs. No authentication token required.

Instructions

List downloadable datasets (title, price, download/preview URLs). No token required.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMax datasets to return.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior3/5

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

With no annotations, the description adds 'No token required' which is helpful for understanding access constraints. However, it does not disclose other behavioral traits such as rate limits, ordering, or whether it is read-only.

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 that efficiently conveys purpose, output contents, and authentication requirement without any redundant words.

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?

Given the tool's low complexity (one optional parameter, output schema present), the description adequately covers the essential information. The mention of output fields compensates for the lack of output schema details in the prompt.

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?

The schema covers the single parameter ('limit') with a description. The tool description does not provide additional meaning or usage details for this parameter beyond what the schema already states.

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 action ('List'), the resource ('downloadable datasets'), and the key output fields ('title, price, download/preview URLs'). It also notes 'No token required', distinguishing it from sibling tools that may require authentication.

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 on when to use this tool versus alternatives like acedatacloud_list_model_catalog. The description does not specify conditions or exclusions, leaving the agent without decision context.

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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