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Search rental companies

search_companies
Read-onlyIdempotent

Find independent exotic car rental companies by state or city, make they rent, specialization tag, review rating, verified ownership and published rental terms: minimum renter age, delivery, unlimited mileage and deposit. Use this when someone asks which companies will rent to them ("I'm 23, who rents to me in Las Vegas with delivery?"), which companies rent a make somewhere, or who the best-rated companies in a city are. Terms filters only keep companies that publish that term; companies left out for not publishing it are counted in excluded_terms_not_published (tell the user to ask them). sort=rank is the site's own order. Unknown places, makes or tags return an empty result with did_you_mean. Use get_company for one company's full details.

Input Schema

NameRequiredDescriptionDefault
cityNocity name as people say it (Miami, LA, Vegas, NYC)
makeNoonly companies that rent this make (in the place, when one is given)
sortNorank (default: the site's own order, listing tier then cars in the place), rating, fleet (most cars in the place) or name
limitNopage size, 1-50 (default 10)
stateNoUS state: two-letter code, name or slug (FL, Florida, new-york)
cursorNonext_cursor of the previous page
deliveryNoyes = delivery available (no fee mentioned); fee = delivery available, a fee is fine (yes or for a fee)
min_ratingNolowest review rating (0-5); unrated companies are left out when set
max_depositNoUSD: only companies whose lowest published deposit is at most this
max_min_ageNothe renter's age: only companies whose published minimum age is at most this (a 23-year-old passes 23)
claimed_onlyNoonly companies whose owner verified the listing
specializationNoa specialization tag the company lists, e.g. Exotic, Luxury, Chauffeur Service, Lamborghini (case-insensitive, exact tag)
unlimited_milesNotrue = only unlimited mileage; false = only companies with a daily mileage limit

Output Schema

NameRequiredDescriptionDefault
noteNo
as_ofYesdate (YYYY-MM-DD) of the catalog's last content change
itemsYes
totalYes
resolvedYes
provenanceYes
next_cursorYes
did_you_meanNo
excluded_terms_not_publishedYescompanies that matched everything else but were left out because a terms filter asked for a term they do not publish

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.6/5.0
Behavior4/5

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

Annotations already cover read-only, idempotent and closed-world safety, but the description adds non-obvious behavior: terms filters are exclusive and non-publishing companies are surfaced in excluded_terms_not_published, and the guidance to tell the user to ask them. It also discloses the failure mode (unknown place/make/tag returns empty with did_you_mean). It stops short of covering pagination/limit behavior, though the cursor param is documented in schema.

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, then usage scenarios, then edge behavior and the sibling handoff. Sentences are dense and one clause chain ('verified ownership and published rental terms: minimum renter age, delivery, unlimited mileage and deposit') runs long, but nothing is wasted.

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 13-param, zero-required filter tool with a full schema and an output schema, this is complete: it covers purpose, selection scenarios, filter semantics, the empty-result path (did_you_mean), the excluded-companies reporting, and the sibling for single-company lookups. Return shape can be left to the output schema.

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 100%, so baseline is 3, but the description adds real semantics beyond per-param text: it explains that terms filters are publish-or-exclude and that omitted companies are reported separately, and clarifies sort=rank as the site's own order. It doesn't add format details for the place/make strings, which the schema already handles.

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?

States a specific verb and resource ('Find independent exotic car rental companies') plus the dimensions searchable (state/city, make, specialization, rating, verified ownership, terms). It also explicitly distinguishes itself from the sibling get_company, so an agent can route without reading either schema.

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?

Gives concrete when-to-use triggers with real user phrasings ('I'm 23, who rents to me in Las Vegas with delivery?'), names the three query shapes it serves, and points to get_company for the single-company case. No alternatives are left to inference.

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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