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Yellow Pages Remote MCP Server

yellowpages_search: GET /

hasdata_yellowpages_search_getSearchResults

Get YellowPages Search Results

Runs a YellowPages business search by keyword plus location with sort (default, distance, averageRating, name), country domain targeting, and page-based pagination. Returns each business with name, listing URL, phone, address, categories, rating, review count, and years in business. Use for B2B lead generation by niche and city, feeding the resulting URLs into the YellowPages Place endpoint for enrichment, or building geo-targeted prospect lists for sales outreach.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNoThe page number of the results to retrieve.
sortNoThe sorting option for the search results.
domainNoYellowPages domain to use. Default is `www.yellowpages.com`.
keywordYesThe search term for which to get the search results.
locationYesThe location where to search for businesses with the given keyword.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.1/5.0
Behavior4/5

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

No annotations are provided, so the description carries the full burden. It discloses the search mechanism, sort options, pagination, and exactly what fields are returned for each business. This is substantial behavioral detail, though it omits potential limitations like max page depth or empty-result behavior.

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?

The description is three sentences with no filler. It front-loads the core action, then gives output details and use cases. The only minor redundancy is repeating the tool title at the start, but it does not hurt clarity.

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 moderate-complexity tool with no output schema, the description lists return fields, expected use cases, and the relationship to the sibling endpoint. It omits pagination defaults and possible result limits, but the essential calling context is present.

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 the schema already documents all five parameters. The description adds modest value by grouping keyword+location, enumerating sort options, and explaining pagination, but it does not meaningfully deepen the meaning beyond the schema.

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 opens with a specific verb and resource: 'Get YellowPages Search Results' and immediately states it 'Runs a YellowPages business search by keyword plus location.' It lists concrete behaviors (sort, domain targeting, pagination) and return fields, making it unmistakably distinct from the sibling Place endpoint.

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 explicitly positions the tool for B2B lead generation and geo-targeted prospect lists, and instructs feeding resulting URLs into the 'YellowPages Place endpoint for enrichment.' It does not explicitly state when not to use it, but the chain to the sibling tool implies the alternative usage scenario.

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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