ParseForge Scrapers

Toll Brothers New Home Communities Scraper

parseforge/toll-brothers-scraper

Real estateLead generationAutomation

Scrapes Toll Brothers new home communities and available homes for a selected US state. Each row returns the community name, address, price range, and listing details.

Run this scraper See the API call
Total users
2
Monthly active
1
Total runs
94
Bookmarked
0
Rating
Not rated yet
Last modified
9 days ago

Overview

ParseForge

Toll Brothers New Home Communities Scraper

Scrape new home communities and available homes from Toll Brothers by state, up to a million per run. Each record includes the community name, address, price range, floor plans, and listing details. No login or API key. Export to CSV, JSON, Excel, or XML.

Toll Brothers lists its active new home communities and quick move-in homes on its public website, but browsing state by state and copying details by hand is slow. This Actor reads the public community feeds for any US state Toll Brothers builds in, filters by the number of homes you need, and returns each match in one flat row. It works for market comps, lead lists, and inventory tracking without touching a browser.

Who uses it What they scrape Toll Brothers for
Real estate investors Spot new construction inventory and price trends in a target state.
Market analysts Track community counts and price ranges by region over time.
Home service businesses Build a prospecting list of new communities for landscaping, moving, or furnishing services.
Competitor builders Monitor Toll Brothers' active communities and pricing in shared markets.

What it does

This Actor collects Toll Brothers new home communities and available homes for a selected US state and returns each one as a flat row.

  • ๐Ÿ˜๏ธ State-level targeting: pick one of 25 active US states and pull every community Toll Brothers lists there.
  • ๐Ÿ”ข Volume control: set a maximum number of homes to collect, from a single record up to 1,000,000 per run.
  • ๐Ÿ“‹ Flat row output: each home or community returns as one row with its name, address, price range, and listing details, ready for a spreadsheet.

Results export to CSV, JSON, Excel, or XML, or straight from the API.

What you can do with Toll Brothers data

๐Ÿ  Build a new-home lead list.

A real estate agent selects Florida, sets maxItems to 500, and gets a CSV of every active Toll Brothers community with its address and price range to plan outreach.

๐Ÿ“Š Monitor regional inventory.

A market analyst runs the Actor weekly for Texas and Colorado, then compares community counts and starting prices to spot supply shifts.

๐Ÿ” Find quick move-in homes.

An investor pulls all available homes in Arizona, filters the dataset for move-in ready listings, and shortlists properties for a site visit.

๐Ÿ“ Map new construction hotspots.

A service business collects communities across North Carolina and South Carolina, geocodes the addresses, and maps the highest-density areas for expansion.

Why choose this scraper

What you get
No browser or login Reads the public community feeds directly, so you do not need a Toll Brothers account or a headless browser.
One state per run Targets a single state at a time, which keeps runs focused and datasets clean.
Predictable schema Every record follows the same flat structure, making it safe for automated pipelines.

How it compares

No other Store actor targets Toll Brothers the same way, so the honest comparison is with the alternatives teams actually weigh.

Toll Brothers New Home Communities Scraper Build it in-house By hand
Setup Run it now, zero config Days of engineering None, but hours per pull
When Toll Brothers changes Maintained for you You fix it You re-learn the page
Proxies, retries, anti-bot Built in Your problem Browser only
Output Fixed JSON schema, CSV/Excel export Whatever you build Copy-paste
Cost Pay per result Engineering time Analyst hours

Configure the run

Drive the Actor by selecting a US state and a maximum number of homes, and it stops as soon as that count is reached. The Input tab lists every parameter.

A first run with the defaults:

{
  "state": "Pennsylvania",
  "maxItems": 10
}

A larger pull:

{
  "state": "Pennsylvania",
  "maxItems": 200
}

Pricing

Pay-per-result: $0.021 per result collected. You pay only for the results written to your dataset.

Results collected Approximate cost
100 results $2.10
1,000 results $21.00
10,000 results $210.00

New Apify accounts start with $5 in free credit.

Free users

Free-plan runs return up to 10 results as a preview. Upgrade your Apify plan to collect up to 1,000,000 results per run.

Run it

  1. Create a free Apify account with $5 in credit.
  2. Open the Toll Brothers New Home Communities Scraper.
  3. Set your inputs and any filters, then click Start.
  4. Export the results as CSV, Excel, JSON, or XML from the Dataset tab.

Run it programmatically through the Apify API (run-sync-get-dataset-items) or the ApifyClient for JavaScript and Python.

Use with AI agents (MCP)

Give an AI agent live access to Toll Brothers through the Model Context Protocol. Add the Actor to Claude, Cursor, or any MCP client:

claude mcp add --transport http apify "https://mcp.apify.com?tools=parseforge/toll-brothers-scraper"

Then prompt it in plain language to run the scraper and read back the results.

Troubleshooting

Why am I getting no results?

Check that you selected a state where Toll Brothers has active communities. Some states may have zero listings at the time of your run. Also verify that maxItems is set to at least 1.

The run stopped before reaching my maxItems limit.

The Actor stops when it has collected all available homes for the selected state. If the state has fewer listings than your maxItems value, the run ends early with a complete dataset.

Some fields are empty in my dataset.

Toll Brothers does not always populate every field for every community. Empty cells mean the information was not present on the source page at the time of the scrape.

The run failed with a timeout error.

Large states with many communities can take longer. Increase the run timeout in your Actor settings, or lower the maxItems value to reduce the workload.

The address format looks inconsistent.

The Actor returns addresses exactly as Toll Brothers writes them on its site. Some communities use a sales center address rather than a street address, which can vary in format.

FAQ

Question Answer
Can I scrape multiple states in one run? No, the Actor accepts one state per run. To collect data for several states, run it once per state, either sequentially or in parallel.
What data does each home record include? Each row returns the community name, address, city, state, ZIP, price range, available floor plans, and listing status as shown on the Toll Brothers site.
Does this Actor scrape sold or off-market homes? No, it only collects active communities and available homes that Toll Brothers currently lists on its public website.
Is a Toll Brothers account required? No account or login is needed. The Actor reads the same public feeds your browser loads when you browse communities by state.
How do I limit the number of results? Set the 'Maximum homes' field to the number you want. The Actor stops as soon as it reaches that count, which saves time and compute units.
Can I filter by price or city? The Actor does not have built-in price or city filters. Pull the full state dataset and filter it in your spreadsheet or database after the run.
What export formats are supported? You can export your dataset to CSV, JSON, Excel, or XML from the Apify platform.
How often should I run this Actor? Toll Brothers updates its listings regularly. A weekly or daily scheduled run will keep your dataset current with new communities and price changes.
Does this Actor handle captchas or blocks? It reads the public API endpoints the Toll Brothers site uses, so it rarely encounters captchas. Apify's infrastructure handles retries and proxies if needed.
Can I get the data via API? Yes, you can trigger runs and fetch datasets through the Apify API, which integrates with tools like Zapier, Make, and custom scripts.

Related actors

Browse the full ParseForge collection for more scrapers.

๐Ÿ†˜ Need help? Email parseforge@protonmail.com with your run ID, your input, and what you expected.

โš ๏ธ Disclaimer. This Actor is unofficial and is not affiliated with, endorsed by, or sponsored by Toll Brothers, Inc. It collects only publicly available data. You are responsible for using the collected data in compliance with the source's terms of service and applicable data-protection laws, including GDPR, CCPA, and PIPL. Do not use it to collect personal data unlawfully.

Input

FieldTypeWhat it doesDefault
state string (25 options) Toll Brothers active state. Communities are listed by state. Pennsylvania
maxItems integer How many homes to collect per run. 10

Pricing

from $19.00 per 1,000 results

Charged forWhat it isPrice each
result Single result in the default dataset. $0.019 to $0.021

Tiered: the lower figure is the price on a higher Apify plan. Billing and the free credit live on Apify.

API

One POST returns the dataset directly. Same shape for every scraper in the library, so swapping the slug is the only change.

POST ยท run and get results
curl -X POST "https://api.apify.com/v2/acts/parseforge~toll-brothers-scraper/run-sync-get-dataset-items?token=$APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "helloWorld": 123
  }'

Examples

Input that runs as-is.

input.json
{
  "helloWorld": 123
}

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Issues

We build and maintain this scraper, so a problem with it comes to us. Report it on the Apify listing and the thread stays attached to the scraper where the next person can find it: open an issue.

Broken and urgent, or you would rather not post in public? Write to parseforge@protonmail.com and it reaches the people who wrote it.

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