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DouxProcess Directory

Find businesses

find_businesses
Read-only

Search the DouxProcess Directory for businesses by what the person needs (e.g. roofer, dentist, insurance agency), city and two-letter US state. Returns every match in the published ranking order with phone, website, licence and listing page. Nobody pays for placement; listings affiliated with DouxProcess's owner carry a disclosure.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cityNo
pageNo
queryNoWhat the person needs, in their words.
stateNoTwo-letter US state.
categoryNoA category id from list_categories, e.g. roofer.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already cover read-only and closed-world, so the description earns credit for disclosing return fields (phone, website, licence, listing page), ranking order, absence of paid placement, and owner-affiliation disclosure. It omits any pagination behavior even though a 'page' parameter exists.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three tight sentences, front-loaded with the action and inputs before the return/shape details. No filler, though the opening slightly repeats the tool title.

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?

With no output schema, the description usefully names what comes back and the integrity/disclosure context. The main gap is pagination, which matters for a tool with a 'page' parameter and no required inputs.

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 60%, so the schema carries most of the load. The description restates query/city/state in prose but adds nothing on the 'page' parameter's semantics or on combining query vs. category filters.

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 ('Search the DouxProcess Directory for businesses') plus the intended lookup axes (need, city, state). Clear that this is a multi-result search versus the sibling get_business, though the distinction is inferred rather than stated.

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?

Usage is implied by the examples ('roofer, dentist, insurance agency'), but there is no explicit when-to-use, when-not-to-use, or routing to get_business or list_categories. The category-to-list_categories link lives only in the schema, not the description.

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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