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cars-data.com — Car Specs API

Get variant images

get_images
Read-onlyIdempotent

Image URLs (own CDN, no attribution burden) for a vehicle variant. This answers from a fixed 40-car demo set. Full catalogue: pay per request with x402, no key (GET /v1/variants/{id}/specs $0.05, /v1/search $0.005, /v1/variants $0.005, /v1/compare $0.1, USDC on Base); the Apify Actor, billed per event by Apify (https://apify.com/carsdatacom/car-specs-api); or the whole database as a licensed export (https://cars-data.com/en/api).

Input Schema

NameRequiredDescriptionDefault
variant_idYesOpaque variant id from search_cars or filter_cars, e.g. v_1a2b3c4d

Output Schema

NameRequiredDescriptionDefault
dataYesImages of the variant; empty when it has none

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • changedInput schema / properties / variant_id / description
      Previous value: -"opaque variant id from search_cars"New value: +"Opaque variant id from search_cars or filter_cars, e.g. v_1a2b3c4d"
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "$schema": "http://json-schema.org/draft-07/schema#",
      +  "additionalProperties": {},
      +  "properties": {
      +    "data": {
      +      "description": "Images of the variant; empty when it has none",
      +      "items": {
      +        "additionalProperties": {},
      +        "properties": {
      +          "url": {
      +            "description": "Image URL on the cars-data.com CDN",
      +            "type": "string"
      +          },
      +          "variant": {
      +            "description": "hero = large lead image, card = thumbnail-size",
      +            "enum": [
      +              "hero",
      +              "card"
      +            ],
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "url",
      +          "variant"
      +        ],
      +        "type": "object"
      +      },
      +      "type": "array"
      +    }
      +  },
      +  "required": [
      +    "data"
      +  ],
      +  "type": "object"
      +}
  2. Changed4 schema fields changed
    • addedInput schema / properties / variant_id / description
      Added value: +"opaque variant id from search_cars"
    • removedInput schema / properties / variant_id / maximum
      Removed value: -9007199254740991
    • removedInput schema / properties / variant_id / minimum
      Removed value: --9007199254740991
    • changedInput schema / properties / variant_id / type
      Previous value: -"integer"New value: +"string"
  3. First observed

TDQS

B3.4/5.0
Behavior4/5

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

Annotations already establish readOnlyHint, idempotentHint, and openWorldHint=false, so the safety profile is covered. The description still adds non-obvious behavior: the data comes from a fixed 40-car demo corpus (a hard coverage limit), and images are served from the provider's own CDN with no attribution burden (a licensing trait). That is meaningful context beyond 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.

Conciseness2/5

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

The tool's actual purpose occupies one short clause; the bulk of the description is a promotional enumeration of paid endpoints, per-request prices, and USDC payment rails that an agent does not need in order to invoke this tool. The purpose is front-loaded, but most sentences do not earn their place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

An output schema exists, so return-shape explanation is not required, and the one parameter is fully documented. What is left ambiguous is the failure mode: it never says what happens when the requested variant falls outside the 40-car demo set. Adequate, with a clear gap for a tool whose coverage is its main limitation.

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% and the single variant_id parameter is well documented in the schema, including its origin ('from search_cars or filter_cars') and format example. The description adds nothing about the parameter, so the baseline 3 is appropriate.

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 clause states a concrete output (image URLs) for a concrete resource (a vehicle variant), which cleanly separates it from get_specs and get_specs_full. It also scopes the answer to a fixed 40-car demo set, which sharpens what this tool can return. It stops short of 5 because the sibling relationship is only implied by name rather than named.

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?

The 'answers from a fixed 40-car demo set' caveat tells the agent when this tool will and won't have an answer, which is genuinely useful eligibility guidance. However, the following sentences about x402 pricing, the Apify Actor, and the licensed export describe commercial alternatives rather than when to call get_images instead of get_specs or search_cars. Usage is implied, not directed.

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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