Chocodata
public Via Universal scraper Real Estate

MLS Scraper API

Access any MLS page using our MLS Scraper API. Point one API request at a MLS URL and get structured JSON back while we get past CAPTCHAs, IP rate limiting, IP blocking, and headless-browser detection through residential proxies. Get back fields like listing price, property address, city and state, bedrooms and bathrooms as structured JSON.

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check_circle 1,000 free requests/month. No credit card. Residential proxies.

Request 
curl "https://api.chocodata.com/api/v1/universal/get?api_key=YOUR_API_KEY&url=https://www.mls.com/"
JSON Response
200 OK 
{
  "success": true,
  "url": "https://www.mls.com/",
  "status": 200,
  "content": "parsed MLS page content..."
  // + more fields
}
lan 235 targets
vpn_lock Residential proxy network
data_object Structured JSON
redeem 1,000 free requests/mo

MLS is served through the Universal Web Scraper API

You scrape MLS with Chocodata's Universal Web Scraper API: point it at any MLS URL and get the page back as structured JSON. Residential proxies, rotation, and retries are handled for you, with no MLS-specific setup. The same API key and credits work here as on every dedicated endpoint.

Universal scraper Start free

About MLS

MLS.com is a public-facing real estate portal that aggregates listings and links to regional Multiple Listing Service data for homes across the United States. Its search and listing pages surface for-sale properties with prices and basic attributes worth scraping.

Scraping note: MLS.com is largely a directory that links out to regional listing systems, so plan to follow outbound links and note that underlying MLS feeds often restrict redistribution.

Example MLS page

https://www.mls.com/search/california.mvc

Pass a URL like this as url= to the Universal Web Scraper API and get it back as JSON.

Fields you can extract from MLS

check_small listing price check_small property address check_small city and state check_small bedrooms and bathrooms check_small square footage check_small listing broker

Common use: Pull for-sale home listings by state to seed a nationwide US property dataset or lead-generation pipeline for agents.

Everything you need to scrape MLS

You never expose your own IP, you get validated JSON instead of raw HTML, and the free tier covers mls scraper at 1,000 requests a month with no card required.

data_object

Clean structured JSON

The MLS page comes back as JSON in the parse mode you choose: auto, html, text, or json. No selectors to maintain for mls scraper.

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Bypasses CAPTCHAs and anti-bot defenses

We get past CAPTCHAs, IP rate limiting, IP blocking, and headless-browser detection on MLS using rotating, country-matched residential proxies, so requests look like real users and your own IP stays private.

api

One API call

Scraping MLS is one simple API call. The same key works across our whole web scraping API: all 235 targets, any language, no SDK required.

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Geo-targeting and JS rendering

Pass a country for proxy geo-targeting and turn on JavaScript rendering when a MLS page needs it. mls data api handles dynamic content and region-locked results.

Scrape MLS in one API request

Send one API request to the Universal Web Scraper API with a MLS URL and read the page back as JSON. Chocodata routes it through residential proxies and retries soft blocks, so mls api works without a MLS-specific integration.

  • check_circle JSON in the parse mode you choose
  • check_circle Residential-proxy infrastructure
  • check_circle Only successful 2xx responses are billed
Get your free API key

Request

curl "https://api.chocodata.com/api/v1/universal/get?api_key=YOUR_API_KEY&url=https://www.mls.com/"

Response

{
  "success": true,
  "url": "https://www.mls.com/",
  "status": 200,
  "content": "parsed MLS page content..."
  // + more fields
}

Parameters

MLS routes through the Universal Web Scraper API, so the parameters are the universal ones: the URL to fetch, an optional parse mode, and an optional country for proxy geo-targeting.

Parameter Type Required Example
url string required https://example.com
parse enum optional auto
country string optional us

Enum parameters accept a fixed set of values. For example, parse accepts auto, html, text, json.

What you can build with MLS data

Once the scraping API returns MLS search data as clean JSON, these are the patterns teams reach for most.

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Listing And Price Aggregation

Feed MLS search data into your own product or workflow for listing and price aggregation.

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Market And Comp Analysis

Feed MLS search data into your own product or workflow for market and comp analysis.

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Lead Generation

Turn MLS search data into targeted lead lists and feed them into your CRM.

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Investment Research

Feed MLS search data into your own product or workflow for investment research.

Why developers pick Chocodata for MLS

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Fast at the tail

Median 2.6 s per request with multi-tier retry, so latency stays predictable even when MLS fights back.

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Parity-checked output

The Universal scraper returns the live page faithfully in your chosen parse mode.

hub

One key, 235 targets

The same scraping API key that scrapes MLS works across every other target, with official Node, Python, and Go SDKs.

Simple pricing that scales with you

Start free with 1,000 requests a month and 5,000 credits, no credit card. Scale on monthly plans from $19, or top up pay-as-you-go at $0.90 per 1,000 successful requests. Only successful 2xx responses are billed, and every plan covers the full scraping API: all 235 targets and every endpoint.

Free

$0

Forever free on signup

  • check_circle1,000 requests / month (5,000 credits)
  • check_circle10 concurrent requests
  • check_circleAll 237 targets
  • check_circleFull dashboard + analytics
  • check_circleTop-up at $0.90 / 1k
  • check_circleCommunity support
Start free
Most popular

Vibe

$19 / month

$0.70 / 1k effective

  • check_circle27,000 requests / month (135,000 credits)
  • check_circle30 concurrent requests
  • check_circleAll 237 targets + content-language
  • check_circleCountry-matched residential IPs
  • check_circlePer-API-key usage tracking
  • check_circleTop-up at $0.90 / 1k
  • check_circleEmail support (1 business day)
Get Vibe

Pro

$49 / month

$0.60 / 1k effective

  • check_circle82,000 requests / month (410,000 credits)
  • check_circle50 concurrent requests
  • check_circlePriority routing queue
  • check_circleCountry-matched residential IPs
  • check_circleTeam seats (up to 5)
  • check_circleTop-up at $0.90 / 1k
  • check_circleEmail + chat support
Get Pro

Custom

$100-$2k / month

Flat $0.50 / 1k effective at every level

  • check_circle200k - 4M+ requests / month
  • check_circle100-500+ concurrent requests
  • check_circlePriority queue (highest)
  • check_circlePremium proxy pool + SLA on request
  • check_circleUnlimited team seats
  • check_circleWire / invoice / annual PO
  • check_circleDedicated Slack channel
Pick Custom level

Pay-as-you-go top-up

$0.90 / 1,000 successful requests

Available on every plan including Free. Top up any time when included credits run out. Only 2xx responses charged. Balance never expires.

See full pricing and calculator →

MLS Scraper API FAQ

Is it legal to scrape MLS?

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Scraping publicly accessible MLS data is generally legal in the US under the Ninth Circuit's hiQ v. LinkedIn ruling, which held that scraping public web data does not violate the Computer Fraud and Abuse Act. It does not override MLS's own Terms of Service, which are a contract matter, so check those for your use case and comply with data laws such as GDPR. This is general information, not legal advice.

How do I scrape MLS without getting blocked?

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You scrape MLS without getting blocked by sending the URL to the Universal Web Scraper API, which fetches it through rotating residential proxies and retries on soft blocks. Your own IP is never used, so MLS's anti-bot layer sees ordinary residential traffic instead of a server.

What data does the MLS Scraper API return?

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Through the Universal Web Scraper API you get the MLS page back as JSON: rendered HTML, plain text, or auto-parsed content depending on the parse mode you pass. You choose the URL, Chocodata returns the data.

How much does the MLS Scraper API cost?

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The MLS Scraper API costs nothing to start: the Free plan includes 1,000 requests per month (5,000 credits) across all 235 targets. After that, monthly plans begin at $19, or you top up pay-as-you-go at $0.90 per 1,000 successful requests. One request is 5 credits, and non-2xx responses are never charged.

Do I need a MLS account or login?

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No MLS login is needed for public pages. You point the Universal Web Scraper API at a publicly accessible MLS URL with your Chocodata API key; you do not hand over any MLS credentials. Login-gated content is not supported.

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Start scraping MLS for free

1,000 free scraping API requests on signup across all 235 targets. No credit card required.

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