HasData Yellow Pages

Yellow Pages MCP Server

A hosted Yellow Pages MCP server that gives Claude, Cursor, Windsurf and any other MCP client two read-only Yellow Pages tools. Search local businesses by keyword and location, then read one listing in full with its phone, hours, services and photos, both as structured JSON, with nothing to host.

It reads public Yellow Pages listings that a signed-out visitor can see, on yellowpages.com and yellowpages.ca.

1,000 free credits every month, no card required, which is 100 Yellow Pages calls at the 10-credit rate.

https://mcp.hasdata.com/mcp?apis=yellowpages

[Glama score] [tool contract] [MCP] [Tools]

• Prompts and resources [npm] [PyPI] [License]

Contents

• What you need
• Quick start
• Example prompts
• Tools
• Errors and failure paths
• Pricing, free tier and limits
• Tool selection
• How it compares
• FAQ
• HasData links
• Development
• Contributing
• License

What you need

An MCP client and a HasData API key from the dashboard, free to create with no card, and the free tier covers about 100 calls a month at the 10-credit rate. This is a remote server, so the simplest path is a URL and an x-api-key header, with no container to run. A client that only speaks stdio reaches it through a thin launcher, published as @hasdata/yellowpages-mcp on npm and hasdata-yellowpages-mcp on PyPI, shown below.

Quick start

The server URL is the same for every client. We run it hands-on in Claude Code and Claude Desktop. The other blocks follow each client's own documented format for a remote server.

Clients with OAuth support can add the same URL as a connector and sign in without putting a key in a config file.

claude mcp add --transport http yellowpages "https://mcp.hasdata.com/mcp?apis=yellowpages" \  --header "x-api-key: HASDATA_API_KEY"

{  "mcpServers": {    "yellowpages": {      "command": "npx",      "args": ["-y", "@hasdata/yellowpages-mcp"],      "env": { "HASDATA_API_KEY": "YOUR_KEY" }    }  }}

{  "mcpServers": {    "yellowpages": {      "command": "uvx",      "args": ["hasdata-yellowpages-mcp"],      "env": { "HASDATA_API_KEY": "YOUR_KEY" }    }  }}

{  "mcpServers": {    "yellowpages": {      "url": "https://mcp.hasdata.com/mcp?apis=yellowpages",      "headers": { "x-api-key": "HASDATA_API_KEY" }    }  }}

{  "mcpServers": {    "yellowpages": {      "serverUrl": "https://mcp.hasdata.com/mcp?apis=yellowpages",      "headers": { "x-api-key": "HASDATA_API_KEY" }    }  }}

{  "servers": {    "yellowpages": {      "type": "http",      "url": "https://mcp.hasdata.com/mcp?apis=yellowpages",      "headers": { "x-api-key": "HASDATA_API_KEY" }    }  }}

Example prompts

Each of these lands on one tool, or on two in sequence when the second needs the URL the first returns.

• Find plumbers in Austin, TX and rank them by rating against review count.
• List every HVAC contractor in this zipcode with a phone number and hours.
• Which of these businesses have been trading for more than 20 years?
• Read this Yellow Pages listing and tell me which brands they service.
• Pull page 2 and 3 of roofers in Austin and merge them into one list.
• Sort dentists in this city by average rating rather than by relevance.

A prompt that names a niche and a city goes to the search tool. Reading services, brands and payment methods takes a second call per business, so a prospect list wants the search tool and an enrichment pass wants the place tool.

Tools

Two tools, 10 credits per successful call.

Get Yellow Pages search results

hasdata_yellowpages_search_getSearchResults

A page of businesses for a keyword in a place, 30 to a page.

Returns searchInformation with the echoed query and totalResults, an organicResults array, and pagination with currentPage, totalPages, perPage, nextPageUrl and otherPageUrls.

Almost every field on a result is optional, because Yellow Pages shows what each business paid for or filled in. Across the 30 results in the sample, title, phone, url, categories, country and position arrived on all of them, address on 22, rating and reviews on 11, and contactUs on 5. Read defensively rather than assuming a shape.

{  "position": 2,  "title": "Clarke Kent Plumbing",  "url": "https://www.yellowpages.com/austin-tx/mip/clarke-kent-plumbing-10674347?lid=1002194068759",  "phone": "(512) 766-0970",  "address": "1408 W Ben White Blvd",  "city": "Austin",  "region": "TX",  "zipcode": "78704",  "country": "US",  "website": "http://www.clarkekentplumbing.com",  "directions": "https://www.yellowpages.com/listings/1002194068759/directions",  "categories": ["Plumbers", "Plumbing-Drain & Sewer Cleaning"],  "rating": 2.87,  "reviews": 15,  "workingHours": ["Mo-Fr 09:00-17:00"],  "openState": "open now",  "badges": ["40 Years in Business", "1 Year with Yellow Pages"]}

Get Yellow Pages place details

hasdata_yellowpages_place_getPlaceDetails

One listing in full, by its Yellow Pages URL.

Returns four blocks rather than one flat object.

overview repeats the name, location, phone, hours, badges and website, and adds paymentAccepted and a breadcrumbs array showing where the listing sits in the Yellow Pages taxonomy. ratings holds the star rating. details holds the long-form copy the business wrote. images is an array of photo URLs.

The details block is where the enrichment value sits, and it arrives as comma-joined text rather than as arrays. generalInfo is the business description, servicesProducts the service list, brands the brands they carry, paymentMethod the payment types and categories the full category list as one string.

{  "overview": {    "title": "ARS Rescue Rooter",    "phone": "(833) 947-9225",    "city": "Austin",    "region": "TX",    "zipcode": "78754",    "workingHours": ["Mo-Su"],    "openState": "Open 24 hours",    "paymentAccepted": "visa, amex, master card",    "badges": ["1 Year with Yellow Pages"],    "breadcrumbs": ["TX", "Austin", "Building Contractors", "Plumbers"]  },  "ratings": { "rating": 3.5 },  "details": {    "generalInfo": "ARS/Rescue Rooter has a proven track record of providing reliable, long-lasting repair services...",    "servicesProducts": "Air Conditioner Repair and Replacement, Air Duct Repair and Replacement, Air Filter Installation...",    "brands": "Goodman, Mitsubishi, Bosch, Diakin, Bradford White, April Aire Indoor Air Quality",    "paymentMethod": "visa, amex, master card"  },  "images": ["https://i4.ypcdn.com/blob/ce73451958465ab47dd7be41922973a98bc847af_640.jpg"]}

Prompts and resources

The server exposes 2 resources, one per parameter whose accepted values are a fixed list. Reading one is cheaper than learning the vocabulary from a rejected call, and it costs no credits. Each URI is hasdata://yellowpages/<parameter>.

The list is served without an API key, so a client can read it before a user has signed up.

Errors and failure paths

Plan for these rather than assuming a happy path.

For a review count, read the search result rather than the place detail. On the search tool, rating and reviews are what they look like, such as 2.87 and 15. On the place tool, ratings.reviews comes back equal to ratings.rating on every listing we checked, so it carries no count. Take the number from the search result and enrich from there.

ratings can be absent from a place response entirely. One of the four listings we pulled had no block at all rather than an empty one.

details fields are comma-joined strings, and categories changes type between the tools. In a search result categories is an array. In details it is one string. Split on the comma if you need a list, and expect the odd category name to contain one.

website sometimes points back at Yellow Pages. Several listings carry a yellowpages.com tracking URL in the field where you would expect the business's own site. Check the host before you follow it or store it.

Years in business is a badge, not a field. badges mixes two different things: how long the business has traded, as "40 Years in Business", and how long it has paid Yellow Pages, as "11 Years with Yellow Pages". Read the wording rather than the first number.

A street address is not guaranteed. address held the street line on 22 of 30 results, and city, region and zipcode arrive as separate fields alongside it. Build the address from the parts you have.

openState is the state at the moment of the call. It says closed or Open 24 hours for the time the request ran, so it is a snapshot rather than a property of the business. workingHours is the durable field.

Paging is by URL, and a query can run long. pagination.totalPages reached 17 for one city and one keyword, at 30 results a page. Cost scales with pages, so narrow the keyword before you walk them all.

Results that carry data also carry a requestMetadata.id worth quoting in support.

Pricing, free tier and limits

Each Yellow Pages tool costs 10 credits per successful call. Response size does not change the price, so a 30-business page costs the same as one listing detail.

The free tier is 1,000 credits every month with no card, which is 100 Yellow Pages calls at the base rate. It renews with the billing cycle, so a low-volume agent runs on the free tier indefinitely.

Paid plans start at $59 a month for 200,000 credits, which is 20,000 calls. The unit price falls with volume, from $2.95 per 1,000 calls on the entry plan to $1.19 on Basic and $0.83 across the Growth tiers. Current figures live on the pricing page.

Your plan also sets concurrency. The free tier allows 5 requests at a time, Startup 5, Basic 15, and the Growth tiers run from 50 to 500. Retry on the 429 with a backoff in anything unattended, because an agent that enriches a page of businesses will reach the ceiling before you do.

A request that comes back non-200 is not billed. A successful call that finds nothing is still a call.

Tool selection

Start from what the prompt gives you. A niche and a city go to the search tool, and a Yellow Pages URL goes straight to the place tool.

Then weigh the enrichment. The search result already carries name, phone, address, categories, hours, badges and, where Yellow Pages shows them, the rating and review count. That covers a prospect list, a coverage count or a rating comparison in one call. The place tool adds the description, the service list, the brands and the photos, and it costs one call per business, so 30 businesses enriched cost 300 credits against the 10 the page cost.

Sort server-side when the question is about order. sort: averageRating is one parameter, where pulling several pages to sort locally is several calls.

How it compares

Yellow Pages has no public API, so the realistic alternatives are the two big local-data APIs.

The row that decides it is what a listing says about itself. Google and Yelp return a structured record, and Yellow Pages returns the copy a contractor wrote about their own services, brands and payment terms, which is the part a trades prospect list is built on. For coverage, hours accuracy and consumer categories, Google Places is the stronger source.

FAQ

Is there an official Yellow Pages MCP server?

Yellow Pages does not publish one, and it does not publish a public API either. This one is maintained by HasData and reads public Yellow Pages listings.

What is a Yellow Pages MCP server?

An MCP server exposes tools an AI client can call. This one turns Yellow Pages searches and listings into JSON an agent can reason over, without a browser or a scraping library in your stack.

Do I need a Yellow Pages account?

No. The only credential is your HasData key.

Which countries are covered?

The US on www.yellowpages.com and Canada on www.yellowpages.ca. Pass domain to switch.

Why is a field missing from some results?

Because Yellow Pages shows what each business filled in or paid for. A rating arrived on 11 of 30 results in our sample and a street address on 22. Treat everything except the name, phone, URL and categories as optional.

How do I get a review count?

From the search result, where reviews is a count. The place tool's ratings.reviews mirrors the rating rather than counting reviews, so it is not the field for that.

Can I use this together with other HasData APIs?

Yes. One key covers everything, and one endpoint serves them all through the apis parameter. Point a client at ?apis=yellowpages,google_maps to get both tool sets in one connection, or at mcp.hasdata.com/mcp for the full catalogue.

Is HasData affiliated with Yellow Pages?

No. HasData is an independent service and is not affiliated with, endorsed by, or sponsored by Thryv or the Yellow Pages brand. Yellow Pages is a trademark of its respective owner. The tools work with publicly available data only, and you are responsible for using the results in line with the site's terms and the law that applies to you.

Compliance and personal data

These listings are business records, and the obvious use is a lead list. That is where the care belongs, because calling and texting the phone numbers you collect is regulated separately from collecting them. In the US the TCPA governs calls and texts to those numbers, including to businesses in several respects, and the FTC's telemarketing rules apply on top. A sole trader's listing can also carry their own name and mobile number, which makes it personal data as well as a business record. Collecting the list is the easy part, so check what you are allowed to do with it before you build the outreach.

HasData links

• Yellow Pages Scraper API, the REST endpoints behind these tools
• API documentation
• MCP server documentation
• Pricing
• Dashboard

Other HasData MCP servers: Google Maps, Yelp, Google Search, Google Trends, Google Flights, DuckDuckGo, YouTube, TikTok, Instagram, Amazon, Walmart, Shopify, Zillow, Redfin, Airbnb, Booking.com, Indeed, Glassdoor.

Development

The launcher is a thin stdio bridge to the remote server, so there is nothing to build.

npm installHASDATA_API_KEY=your_key_here npm test

The tests in test/ assert the tool contract, the part that can break without a commit here. They check that ?apis=yellowpages returns the expected tool count, that no name changed, that every tool still declares its required parameters and carries a description, that sort still offers the four orders, and that the key in use is actually accepted. That last check calls a tool for real and costs 10 credits, which is the price of a canary that can fail for the right reason.

One test asserts that a live search still carries a real review count on the results that have one. The README sends readers to the search tool for that number precisely because the place tool does not give it, and the advice only holds while the field does.

The contract suite also runs weekly on a schedule, because the upstream tool list can change without anyone touching this repository.

Contributing

A tool table, a response sample or a documented behaviour that does not match reality is worth an issue. There is a template for exactly that. Pull requests are welcome for the same, and for anything in the launcher.

License

MIT, see LICENSE.