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Look Up Data USA Dimension Members

datausa.reference.members
Read-onlyIdempotent

Look up the member values (e.g. specific states, counties, industries, or years) available for a dimension level within a Data USA cube, optionally filtered by name — use this to find the exact key to pass into datausa.data.query's include filter

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cubeYesData cube (dataset) name, e.g. "acs_yg_total_population_1".
levelYesDimension level name to list members for, e.g. "State" or "County".
limitNoMaximum number of members to return.
searchNoFilter members by name, case-insensitive substring match (e.g. "cali").

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
errorNoPresent only when the call failed. Includes error code, message, request_id, and any provider-specific extras.
resultNoTool response payload. Shape varies per tool — consult the tool description and inputSchema. May be an object, array, string, or number depending on the upstream provider response.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, and destructiveHint false, covering the safety profile. The description adds the purpose and the relationship to datausa.data.query, but doesn't disclose additional behavioral traits like default limits or pagination. With annotations present, this is adequate but not exceptional.

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?

A single, dense sentence that front-loads the action and resource, then provides examples and the key usage context. No wasted words; every clause contributes.

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 read-only reference lookup with full schema documentation and an output schema, the description provides the essential purpose and usage guidance, plus the critical connection to datausa.data.query. Nothing needed for correct invocation 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 description coverage is 100%, so all four parameters are documented in the schema. The description only mentions the search filter ('optionally filtered by name') and the general purpose, adding little beyond the schema. Baseline 3 is appropriate.

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 a specific verb ('Look up') and resource ('member values ... for a dimension level within a Data USA cube'), with concrete examples (states, counties, industries, years). It clearly distinguishes itself from siblings like datausa.data.query by explaining that it finds keys for that query's include filter.

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

Usage Guidelines5/5

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

Explicitly states when to use this tool: to find the exact key to pass into datausa.data.query's include filter. This names the sibling alternative and the condition that selects this tool, leaving no inference required.

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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