What makes real-estate-autos-research notable?

1.1K downloads. Trust evidence available

How should real-estate-autos-research be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

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agentCLAWHUBUnverified

real-estate-autos-research

Researches homes and used cars via the Crawlora API — Zillow and Redfin property search/estimates/market trends, plus CarMax, Autotrader, and Cars.com vehicle search and dealer/listing detail — returning clean JSON. Use when the user wants to search homes or cars, get a property estimate or a region's market trend, or look up a specific listing/vehicle/dealer.

OpenClaw

View on ClawHub Homepage

Rank

Safety

Downloads

1.1k

Updated

Oct 11, 2026

Version

1.0.20

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1.1K downloads reported by the source. Last updated 10/11/2026.

Avoid when

Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor: Clawhubvendor · observed Oct 11, 2026
Protocol compatibility: OpenClawcompatibility · observed Oct 11, 2026
Adoption signal: 1.1K downloadsadoption · observed Oct 11, 2026
Latest release: 1.0.20release · observed Oct 5, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s17d53nb8nd03gyyfdy32rgde58e574f:real-estate-autos-research

Install using `clawhub skill install s17d53nb8nd03gyyfdy32rgde58e574f:real-estate-autos-research` in an isolated environment before connecting it to live workloads.
No published capability contract is available yet, so validate auth and request/response behavior manually.
Review the upstream CLAWHUB listing at https://clawhub.ai/crawlora-org/real-estate-autos-research before using production credentials.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-crawlora-org-real-estate-autos-research/snapshot"

Documentation

CLAWHUB

145,338 characters of source documentation, loaded on request.

Extracted files

4 files captured from the source.

SKILL.md

---
name: real-estate-autos-research
description: Researches homes and used cars via the Crawlora API — Zillow and Redfin property search/estimates/market trends, plus CarMax, Autotrader, and Cars.com vehicle search and dealer/listing detail — returning clean JSON. Use when the user wants to search homes or cars, get a property estimate or a region's market trend, or look up a specific listing/vehicle/dealer.
---

# Real estate & auto research

Search homes and used cars, and pull property/vehicle detail, across five
platforms as normalized JSON from the Crawlora API — no scraping listing pages.

## When to use this skill

- "Find homes for sale in <area>" / "what's this property worth?" (Zillow, Redfin)
- "What are home prices doing in this region?" (Redfin market trends)
- "Find similar properties" for comparison.
- "Find <make/model> for sale near <zip>" (CarMax, Autotrader, Cars.com)
- "Look up this vehicle listing / dealer."

## Setup (one-time)

- Get a free Crawlora API key (2,000 credits/mo, no card) at [https://crawlora.net](https://crawlora.net?utm_source=github&utm_medium=referral&utm_campaign=crawlora-skills).
- Set `CRAWLORA_API_KEY` in the environment before running the helper.
- The helper reads `CRAWLORA_API_KEY` from the environment and sends requests to `https://api.crawlora.net/api/v1`. Missing/invalid key → `401`.

## How it works

1. **Zillow** — `/zillow/search` needs more than a `location` string: **resolve
   `/zillow/autocomplete` (`query`) first** to get a `region_id` (and map
   bounds `north`/`south`/`east`/`west` when available), then pass
   `location`+`region_id` (+ `region_type` if returned) to `/zillow/search`;
   `/zillow/property/{zpid}` for detail.
2. **Redfin** — `/redfin/search` (`location` or `region_id`+`region_type`,
   plus filters like `min_beds`/`max_price`) for listings;
   `/redfin/property` (by `property_id` or `url`) for detail;
   `/redfin/estimate` (`property_id`) for a Redfin Estimate;
   `/redfin/similar` for comparable properties; `/redfin/region-trends`
   (`region_id`+`region_type`) for a market's historical trend.
3. **CarMax** — `/carmax/search` (filters: `make`, `model`, `zip`,
   `min_price`/`max_price`, `min_year`/`max_year`); `/carmax/vehicle/{stock_number}`
   for detail (+ `/recommendations`); `/carmax/stores`/`/carmax/store/{id}`
   for dealer locations.
4. **Autotrader** — `/autotrader/search` (filters: `make`, `model`, `zip`,
   `radius`, price/year/mileage bounds, `condition`); `/autotrader/vehicle/{id}`
   for detail; `/autotrader/dealer/{id}` for the seller.
5. **Cars.com** — `/carsdotcom/search` (`zip`, `radius`, `stock_type`);
   `/carsdotcom/vehicle/{listing_id}` for detail.

Full endpoint list, methods, and params: [`reference/endpoints.md`](reference/endpoints.md).

## Calling the API

```sh
# Homes (resolve region_id first, Zillow search needs more than a location string):
scripts/crawlora.sh /zillow/autocomplete query="Austin, TX" | jq '.data'
scripts/crawlora.sh /zillow/

_meta.json

{
  "ownerId": "kn70shhkf6qpfwgfrbgtep2wkd8c6b4t",
  "slug": "real-estate-autos-research",
  "version": "1.0.20",
  "publishedAt": 1791163247359
}

reference/endpoints.md

# real-estate-autos-research — endpoint reference

> Generated from `scripts/tools.json` by `scripts/generate.mjs` — do not edit by hand.

Endpoints this skill uses, grouped by platform. Call them via `scripts/crawlora.sh` (see SKILL.md).

All paths are relative to the API base `https://api.crawlora.net/api/v1` and require the header `x-api-key: $CRAWLORA_API_KEY`. Path params like `{id}` are substituted into the URL; `GET` params go in the query string; `POST` params go in a JSON body.

**28 endpoints across 6 platform group(s).**

## CarMax (7)

### `carmax_search`

- **HTTP:** `GET /carmax/search`
- **What:** Search CarMax vehicle listings. Searches CarMax for used car listings, returning normalized vehicle summaries (make, model, trim, year, mileage, colors, engine, fuel economy, pricing, store, images), available search facets with live counts, and the total matching count. Credential-free public data sourced from CarMax's own mobile-app search API.
- **Params:** `make` (string, optional) — CarMax make, e.g. honda, Toyota, BMW (case-insensitive); `max_mileage` (integer, optional) — Maximum odometer mileage; `max_price` (integer, optional) — Maximum price in US dollars; `max_year` (integer, optional) — Maximum model year; `min_price` (integer, optional) — Minimum price in US dollars; `min_year` (integer, optional) — Minimum model year; `model` (string, optional) — CarMax model, e.g. civic (case-insensitive). Does not require make; `page` (integer, optional) — 1-indexed result page, defaults to 1. CarMax returns 48 results per page; `sort` (string, optional) — Sort order: bestmatch, distance-asc, price-asc, price-desc, mileage-asc, mileage-desc, year-desc, year-asc, newarrival. Defaults to bestmatch; `zip` (string, optional) — 5-digit US ZIP code to bias results toward CarMax's nearest store

### `carmax_search_suggestions`

- **HTTP:** `GET /carmax/search/suggestions`
- **What:** Get CarMax search autocomplete suggestions. Returns autocomplete suggestions for a partial search term (make/model/trim), typo-tolerant by default. Credential-free public data sourced from CarMax's own mobile-app API.
- **Params:** `exact_match` (boolean, optional) — Disable fuzzy/typo-tolerant matching -- require an exact prefix match. Defaults to false; `search` (string, **required**) — Free-text partial search term to get autocomplete suggestions for

### `carmax_shop_by_brand`

- **HTTP:** `GET /carmax/shop-by-brand`
- **What:** Get CarMax's "shop by brand" make taxonomy. Returns CarMax's full make taxonomy for browsing by brand: every make, a display image, and CarMax's own display order. Credential-free public data sourced from CarMax's own mobile-app API.
- **Params:** _none_

### `carmax_store`

- **HTTP:** `GET /carmax/store/{id}`
- **What:** Get CarMax store (physical location) detail. Returns a normalized CarMax store: name, full address, phone numbers, coordinates, opening hours, and store-type flags (car buying center, microstore). Credential-free public

skill-card.md

## Description:

Researches public home and vehicle listings, property estimates, and market trends through Crawlora, including Zillow, Redfin, Rightmove, CarMax, Autotrader, and Cars.com.

This skill is ready for commercial/non-commercial use.

## Publisher:

[crawlora-org](https://clawhub.ai/user/crawlora-org)

### License/Terms of Use:

MIT-0

## Use Case:

Home shoppers, car shoppers, and researchers use this skill to compare public listings, check property estimates and market trends, and retrieve property, vehicle, or dealer details.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: Searches and listing identifiers are sent to Crawlora with the user's API key, potentially disclosing sensitive location or business interests.

Mitigation: Use only with approved third-party access and avoid sensitive private locations or confidential business searches.

Risk: The main skill description omits included Rightmove routes.

Mitigation: Disclose Rightmove support in the skill description or remove those routes if unintended.

## Reference(s):

- [ClawHub skill listing](https://clawhub.ai/crawlora-org/skills/real-estate-autos-research)
- [Crawlora](https://crawlora.net)
- [Endpoint reference](artifact/reference/endpoints.md)

## Skill Output:

**Output Type(s):** [Text, JSON, Shell commands]

**Output Format:** [Markdown responses and JSON API results]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [Public listing and market data returned through Crawlora; search results may be paginated.]

## Skill Version(s):

1.0.20 (source: ClawHub release metadata)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

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