# Voxcars (Portugal)

> Used-car listings in Portugal: search, price statistics, comparables and articles.

- name: eu.voxs/voxcars-pt
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 79/100 flags: no-repository
- quality: 91/100 (strong)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/eu.voxs%2Fvoxcars-pt
- tools: https://api.protogrid.dev/v1/servers/eu.voxs%2Fvoxcars-pt/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "voxcars-pt": {
      "type": "http",
      "url": "https://www.voxcars.pt/api/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 98
- freshness: 85
- provenance: 55
- drivers: +dns-namespace +website +reachable +uptime-96% ~updated-50d-ago -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 91/100 (strong)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2024-11-05; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 100 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 6 of 6 tools declare readOnlyHint or destructiveHint
- pass `tools.directory_hints`: every tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
- pass `tools.token_cost`: about 2,271 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: no tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 6, about 2,271 tokens to load them all
- tool set hash: b216f928540d03c6ed17e3f3dc034bf5
- badge: [![protogrid quality](https://protogrid.dev/badge/eu.voxs/voxcars-pt.svg)](https://protogrid.dev/servers/eu.voxs/voxcars-pt)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Remotes

- https://www.voxcars.pt/api/mcp (streamable-http, auth none, reachable true, uptime30d 0.95689654)

## Packages

_none_

## Tools (6)

- `find_similar_cars`: Given one listing, find comparable ones: same make, similar year, mileage and price band. Use this when the user likes a car but wants alternatives — 'find me something similar', 'the same but cheaper', 'what else is around this price'. Pass `maxPrice` for the cheaper case; without it, comparables are drawn from a band around the reference price. Comparability is by structure (make/model/year/km/price), not by text similarity: it answers 'is this well priced for what it is', which a keyword search cannot.
- `get_car_detail`: Get the complete record of one used-car listing in Portugal by its slug. Use this after search_cars when the user asks about a specific car: full description, features, photos, seller, and the original source URL to cite.
- `get_price_stats`: Get price statistics for a slice of the Portugal used-car market: how many listings match, the median price, the p25–p75 range, the median price per kilometre and a breakdown by body type. Use this when the user asks what something costs, whether an asking price is fair, or how two makes compare — instead of listing individual cars. Takes the same filters as search_cars and describes exactly the set that tool would return, so the two never disagree. Reports medians and quartiles rather than averages, because car prices have a long right tail and a single luxury listing moves an average.
- `search_articles`: Search editorial articles about the used-car market in Portugal: buying guides, reviews, comparisons and market analysis. Use this when the user asks how something works — financing, warranty, IUC, IPO/ITV, the buying process — rather than asking for listings.
- `search_cars`: Search current used-car listings for sale in Portugal. Use this whenever the user wants to find, compare or explore cars — by make, model, budget, mileage, fuel or district. Returns price, mileage, fuel, body and a citable listing URL, plus `total`: the exact number of listings matching the filters, which makes this tool usable to answer 'how many' questions. Listings are aggregated from stands and portals and refreshed daily; each result carries `publishedAt`. Prefer the broadest filters that answer the question and report `total` as a floor, not a census.
- `search_cars_by_description`: Search Portugal listings by describing the car in plain language, matched against listing text by meaning rather than keywords. Use this for wants that are not filter fields — 'a family SUV good in the snow', 'a low-mileage hybrid for the city', 'a used 4x4 to restore'. Prefer search_cars for entirely structural queries (make/model/budget); use this when the request is descriptive. Combine both by passing structural filters here too — they act as hard constraints while the description only ranks. Results are ordered by relevance, so `total` is the number matching the structural filters, not the number that fit the description.
