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census_geography_lookup

Read-onlyIdempotent

Look up Census FIPS codes by name. Supports state name or 2-letter code, ZIP code (5 digits), and (for state) substring matching. Use this to find the FIPS codes needed by other census_* tools.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
levelNoOptional filter: state, county, zcta, place.
limitNoMax matches (default 10).
queryYesFree-text: state name ('Texas'), state code ('TX'), or 5-digit ZIP ('77301').

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.2/5.0
Behavior4/5

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

Annotations already cover read-only, idempotent, and non-destructive behavior. The description adds useful behavioral context about matching behavior, especially the note that state lookups support substring matching. It does not contradict 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?

Three sentences, each earning its place: what the tool does, what inputs it supports, and why/when to use it. The purpose is front-loaded and no filler is present.

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 simple lookup tool with strong schema coverage and safe annotations, the description is adequate for selection and invocation. The only minor gap is that it does not describe the exact response shape or how ambiguous matches are handled, but no output schema exists and the purpose is simple enough that this is not a serious deficiency.

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 input schema already describes all three parameters in detail, including query examples, the level enum, and the limit default. The description adds only minor extra meaning—substring matching for states—so the baseline 3 applies.

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 states a specific verb ('Look up'), a clear resource ('Census FIPS codes by name'), and enumerates supported query forms. It also distinguishes itself from the other census_* tools by identifying it as the code-finding helper needed before those data tools.

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 description provides clear guidance: 'Use this to find the FIPS codes needed by other census_* tools.' This tells the agent when to reach for it, though it stops short of explicitly naming alternatives or stating when not to use it.

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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