Skip to main content
Glama

Whirrwork

Find providers

find_providers
Read-onlyIdempotent

Shortlist providers for a job and place. Ranked: lists the region > lists the country > lists part of the country > headquartered there (HQ is not a service area) > works worldwide. Each result has coverage + coverage_reason, engagement models, published pricing with USD conversion, min_published_price_usd and public contact routes. Coverage is country-level unless the provider published regions. Filters combine (AND). Example: {"use_case":"drone-light-show","country":"AE"}; {"use_case":"commercial-floor-scrubbing","country":"CA","region":"ON","engagement_model":"raas"}.

Input Schema

NameRequiredDescriptionDefault
nearNo"me" = the country Cloudflare sees for this request (never stored), or a country name/code. Coordinates are not supported.
sortNorelevance
limitNo
queryNoKeyword filter on name/description
offsetNo
regionNoSub-country region code or name, e.g. "US-CA", "ON", "Mendoza"
countryNoBuyer country: ISO 3166-1 alpha-2 ("AE") or English name ("United Arab Emirates").
use_caseNoUse case id (recommended)
hq_countryNoOnly providers headquartered in this country
robot_typeNoSubstring match on robot types, e.g. "drone", "AMR", "humanoid"
has_contactNoOnly providers with a public email, phone or quote form
has_pricingNoOnly providers that publish prices
max_price_usdNoOnly providers whose lowest published price (converted to USD) is at or below this. Excludes providers without published prices.
include_globalNoInclude providers that only say "worldwide" when a country is given
engagement_modelNo

Output Schema

NameRequiredDescriptionDefault
noteNo
countYes
regionNo
countryNo
rankingNo
use_caseNo
providersYes
near_sourceNo
next_offsetNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.8/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive and closed-world, so the safety profile is covered. The description adds genuinely non-schema behavior: the exact relevance ranking order, that HQ location is not a service area, that coverage is country-level unless regions are published, and that AND-combination applies across filters. Return-field enumeration overlaps the output schema, which caps it at 4.

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?

Purpose is front-loaded, and the ranking chain is a single dense but scannable sentence. The two JSON examples earn their place by demonstrating AND-combined filters. Slight density in the results sentence keeps it from a 5.

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 15-parameter search tool with annotations and an output schema, the description covers the hard parts an agent would otherwise get wrong: ranking, coverage level, HQ-vs-service-area, and filter combination. Pagination and sort semantics are left to the schema, which is acceptable but leaves a minor gap.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 73%, and the description adds real meaning on top: the country/region/hq_country interplay and its effect on ranking, the semantics of worldwide-only providers in relation to include_global, and coverage granularity. It does not explain sort option meanings or limit/offset pagination behavior, so it is not fully compensatory.

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?

The first sentence states a specific verb and resource (shortlist providers) and immediately scopes it to a job and place. The ranking chain and result-field list make the tool's output shape unmistakable. It does not explicitly name the boundary with siblings like get_provider or compare_providers, so it falls short of a 5.

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?

Two concrete invocation examples (use_case+country, and use_case+country+region+engagement_model) plus the note that filters combine with AND give implied usage. However, there is no explicit guidance on when to prefer this over get_provider or compare_providers, nor any stated exclusions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources